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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2019/12/21 05:05:52 UTC
svn commit: r1871878 [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=1871878&r1=1871877&r2=1871878&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Sat Dec 21 05:05:51 2019
@@ -5,197 +5,197 @@ score AC_BR_BONANZA 0.0
score AC_DIV_BONANZA 0.001
score AC_FROM_MANY_DOTS 2.999
score ADMITS_SPAM 3.099
-score ADVANCE_FEE_2_NEW_FRM_MNY 0.829
score ADVANCE_FEE_2_NEW_MONEY 1.999
-score ADVANCE_FEE_3_NEW 3.468
-score ADVANCE_FEE_3_NEW_MONEY 1.294
-score ADVANCE_FEE_4_NEW 2.153
-score ADVANCE_FEE_4_NEW_MONEY 2.600
-score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
+score ADVANCE_FEE_3_NEW 3.463
+score ADVANCE_FEE_3_NEW_MONEY 2.233
+score ADVANCE_FEE_4_NEW 2.700
+score ADVANCE_FEE_4_NEW_MONEY 2.599
+score ADVANCE_FEE_5_NEW_FRM_MNY 0.012
score AD_PREFS 0.499
score ALIBABA_IMG_NOT_RCVD_ALI 2.499
score AMAZON_IMG_NOT_RCVD_AMZN 2.499
score APP_DEVELOPMENT_NORDNS 1.999
-score AXB_XMAILER_MIMEOLE_OL_024C2 3.017
-score BITCOIN_DEADLINE 2.999
-score BITCOIN_EXTORT_01 1.864
-score BITCOIN_MALWARE 2.013
-score BITCOIN_SPAM_02 0.001
-score BITCOIN_SPAM_07 2.791
-score BITCOIN_SPAM_08 1.500
+score AXB_XMAILER_MIMEOLE_OL_024C2 3.075
+score BITCOIN_DEADLINE 2.600
+score BITCOIN_EXTORT_01 2.155
+score BITCOIN_MALWARE 1.385
+score BITCOIN_SPAM_02 0.920
+score BITCOIN_SPAM_07 2.563
+score BITCOIN_SPAM_08 1.086
score BITCOIN_SPAM_09 1.499
-score BODY_EMPTY 0.001 # force non-zero
-score BODY_SINGLE_URI 1.566
-score BODY_SINGLE_WORD 2.233
-score BODY_URI_ONLY 0.999
-score BOGUS_MSM_HDRS 2.998
+score BODY_EMPTY 0.001
+score BODY_SINGLE_URI 0.721
+score BODY_SINGLE_WORD 1.596
+score BODY_URI_ONLY 1.000
+score BOGUS_MSM_HDRS 2.999
score CK_HELO_DYNAMIC_SPLIT_IP 0.001
score CK_HELO_GENERIC 0.249
-score DEAR_BENEFICIARY 2.899
+score DEAR_BENEFICIARY 2.800
score DKIMWL_BL 2.999
score DKIMWL_WL_HIGH -0.001
-score DKIMWL_WL_MED -0.001
-score DRUGS_ERECTILE_SHORT_SHORTNER 0.001
+score DKIMWL_WL_MED -0.001 # force non-zero
+score DRUGS_ERECTILE_SHORT_SHORTNER 1.127
score DX_TEXT_03 2.799
-score EBAY_IMG_NOT_RCVD_EBAY 0.159
-score END_FUTURE_EMAILS 0.325
-score FILL_THIS_FORM 0.001
-score FORGED_RELAY_MUA_TO_MX 3.500
-score FORGED_SPF_HELO 1.456
-score FORM_FRAUD_5 2.899
-score FREEMAIL_FORGED_FROMDOMAIN 0.249
+score EBAY_IMG_NOT_RCVD_EBAY 2.999
+score END_FUTURE_EMAILS 0.622
+score FILL_THIS_FORM 0.021
+score FORGED_RELAY_MUA_TO_MX 3.497
+score FORGED_SPF_HELO 1.454
+score FORM_FRAUD_5 0.001
+score FREEMAIL_FORGED_FROMDOMAIN 0.250
score FROMSPACE 0.977
-score FROM_2_EMAILS_SHORT 1.542
-score FROM_ADDR_WS 0.001
+score FROM_2_EMAILS_SHORT 1.556
+score FROM_ADDR_WS 0.262
score FROM_FMBLA_NEWDOM 1.499
score FROM_FMBLA_NEWDOM14 0.999
-score FROM_FMBLA_NEWDOM28 0.799
-score FROM_GOV_DKIM_AU -0.001
+score FROM_FMBLA_NEWDOM28 0.800
+score FROM_GOV_DKIM_AU -0.001 # force non-zero
score FROM_GOV_SPOOF 0.001
-score FROM_MISSPACED 0.180
-score FROM_MISSP_DYNIP 3.755
+score FROM_MISSPACED 0.186
+score FROM_MISSP_DYNIP 3.799
score FROM_MISSP_EH_MATCH 1.999
-score FROM_MISSP_FREEMAIL 2.584
-score FROM_MISSP_MSFT 3.004
-score FROM_MISSP_REPLYTO 1.322
+score FROM_MISSP_FREEMAIL 1.413
+score FROM_MISSP_MSFT 1.124
+score FROM_MISSP_REPLYTO 2.491
score FROM_MISSP_SPF_FAIL 1.999
-score FROM_MISSP_TO_UNDISC 0.647
-score FROM_MISSP_USER 2.475
+score FROM_MISSP_TO_UNDISC 2.599
+score FROM_MISSP_USER 0.879
score FROM_MISSP_XPRIO 2.499
-score FROM_NTLD_LINKBAIT 1.219
-score FROM_NTLD_REPLY_FREEMAIL 0.639
+score FROM_NTLD_LINKBAIT 1.439
+score FROM_NTLD_REPLY_FREEMAIL 0.865
score FROM_PAYPAL_SPOOF 1.599
score FROM_SUSPICIOUS_NTLD 0.499
-score FROM_SUSPICIOUS_NTLD_FP 2.000
+score FROM_SUSPICIOUS_NTLD_FP 1.999
score FSL_BULK_SIG 0.001
-score FSL_CTYPE_WIN1251 2.052
-score FSL_HELO_FAKE 1.789
+score FSL_CTYPE_WIN1251 2.315
+score FSL_HELO_FAKE 1.787
score FSL_NEW_HELO_USER 1.999
-score FSL_THIS_IS_ADV 0.666
-score FUZZY_CLICK_HERE 2.023
-score GB_BITCOIN_CP 2.595
-score GB_BITCOIN_NH 2.676
-score GB_FREEMAIL_DISPTO 0.499
+score FSL_THIS_IS_ADV 0.062
+score FUZZY_CLICK_HERE 1.900
+score GB_BITCOIN_CP 1.463
+score GB_BITCOIN_NH 2.424
+score GB_FREEMAIL_DISPTO 0.500
score GB_GOOGLE_OBFUR 0.749
score GB_GOOGLE_OBFUS 0.749
-score HDRS_LCASE 0.100
-score HDRS_LCASE_IMGONLY 0.100
+score HDRS_LCASE 0.099
+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 0.250
-score HELO_MISC_IP 0.150
-score HELO_NO_DOMAIN 0.904
+score HELO_MISC_IP 0.121
+score HELO_NO_DOMAIN 0.823
+score HK_LOTTO 1.000
score HK_NAME_MR_MRS 0.999
score HK_RANDOM_FROM 0.999
score HK_RANDOM_REPLYTO 1.000
-score HK_RCVD_IP_MULTICAST 0.001
+score HK_RCVD_IP_MULTICAST 0.489
score HK_SCAM 1.999
-score HOSTED_IMG_DIRECT_MX 1.605
+score HOSTED_IMG_DIRECT_MX 2.314
score HOSTED_IMG_FREEM 0.001
-score HOSTED_IMG_MULTI 2.255
-score HTML_OFF_PAGE 2.999
-score HTML_SINGLET_MANY 2.199
+score HOSTED_IMG_MULTI 2.486
+score HTML_OFF_PAGE 2.098
+score HTML_SINGLET_MANY 2.298
score HTML_TEXT_INVISIBLE_FONT 2.999
-score HTML_TEXT_INVISIBLE_STYLE 1.827
+score HTML_TEXT_INVISIBLE_STYLE 1.823
score IMG_ONLY_FM_DOM_INFO 2.499
-score KB_FORGED_MOZ4 0.157
-score KHOP_FAKE_EBAY 0.818
+score KB_FORGED_MOZ4 0.001
+score KHOP_FAKE_EBAY 0.491
score KHOP_HELO_FCRDNS 0.400
score LIST_PARTIAL_SHORT_MSG 2.499
-score LIST_PRTL_SAME_USER 0.001
-score LITECOIN_EXTORT_01 0.100
-score LONG_HEX_URI 2.045
-score LONG_IMG_URI 1.039
+score LIST_PRTL_SAME_USER 0.695
+score LITECOIN_EXTORT_01 0.001
+score LONG_HEX_URI 2.040
+score LONG_IMG_URI 1.038
score LOTS_OF_MONEY 0.010
-score MALFORMED_FREEMAIL 1.601
-score MALF_HTML_B64 2.321
-score MALWARE_NORDNS 0.256
-score MALWARE_PASSWORD 3.499
+score MALFORMED_FREEMAIL 1.367
+score MALF_HTML_B64 1.978
+score MALWARE_NORDNS 3.161
+score MALWARE_PASSWORD 3.312
score MAY_BE_FORGED 0.001
score MILLION_HUNDRED 2.600
score MIMEOLE_DIRECT_TO_MX 1.999
score MONEY_ATM_CARD 2.699
-score MONEY_FORM 0.334
-score MONEY_FORM_SHORT 2.252
-score MONEY_FRAUD_3 0.281
-score MONEY_FRAUD_5 0.986
-score MONEY_FRAUD_8 2.779
+score MONEY_FORM 0.317
+score MONEY_FORM_SHORT 2.499
+score MONEY_FRAUD_3 0.029
+score MONEY_FRAUD_5 0.001
+score MONEY_FRAUD_8 2.971
score MONEY_FROM_41 1.999
score MONEY_FROM_MISSP 1.999
-score MSM_PRIO_REPTO 2.487
-score NORDNS_LOW_CONTRAST 1.885
+score MSM_PRIO_REPTO 2.138
+score NORDNS_LOW_CONTRAST 1.888
score NO_FM_NAME_IP_HOSTN 0.001
-score NSL_RCVD_FROM_USER 2.440
-score NSL_RCVD_HELO_USER 0.507
-score NUMBEREND_LINKBAIT 0.336
-score NUMBERONLY_BITCOIN_EXP 0.132
-score OBFU_BITCOIN 2.999
+score NSL_RCVD_FROM_USER 2.354
+score NSL_RCVD_HELO_USER 0.797
+score NUMBEREND_LINKBAIT 0.491
+score NUMBERONLY_BITCOIN_EXP 0.834
+score OBFU_BITCOIN 2.648
score ONLINE_MKTG_CNSLT 2.999
score PDS_BTC_ID 0.499
score PDS_BTC_MSGID 0.999
score PDS_FRNOM_TODOM_NAKED_TO 1.499
-score PDS_FROM_2_EMAILS 1.448
+score PDS_FROM_2_EMAILS 1.442
score PDS_FROM_NAME_TO_DOMAIN 0.999
-score PDS_HP_HELO_NORDNS 0.001
-score PDS_NAKED_TO_NUMERO 1.999
+score PDS_HP_HELO_NORDNS 0.001 # force non-zero
+score PDS_NAKED_TO_NUMERO 1.587
score PDS_PHPEXP_BOT 1.499
score PDS_PHPE_URISHORTENER 1.999
score PDS_PHP_EVAL 1.499
score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.999
-score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.999
-score PDS_TONAME_EQ_TOLOCAL_SHORT 2.000
+score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.432
+score PDS_TONAME_EQ_TOLOCAL_SHORT 1.999
score PDS_TONAME_EQ_TOLOCAL_VSHORT 0.999
score PDS_TO_EQ_FROM_NAME 0.001
-score PDS_X_PHP_WP_EXP 1.499
+score PDS_X_PHP_WP_EXP 1.498
score PHP_ORIG_SCRIPT 2.499
score PP_MIME_FAKE_ASCII_TEXT 0.999
score RATWARE_NO_RDNS 2.999
score RCVD_IN_MSPIKE_H2 -0.001
-score RDNS_NUM_TLD_XM 0.713
-score RISK_FREE 0.001
-score SERGIO_SUBJECT_PORN014 2.900
-score SERGIO_SUBJECT_VIAGRA01 1.226
+score RDNS_NUM_TLD_XM 2.504
+score RISK_FREE 0.213
+score SERGIO_SUBJECT_PORN014 2.899
+score SERGIO_SUBJECT_VIAGRA01 1.225
score SHORTENED_URL_SRC 0.789
-score SHORTENER_SHORT_IMG 0.513
-score SHORT_IMG_SUSP_NTLD 0.743
-score SHORT_SHORTNER 1.999
+score SHORTENER_SHORT_IMG 1.271
+score SHORT_IMG_SUSP_NTLD 0.846
+score SHORT_SHORTNER 2.000
score SINGLETS_LOW_CONTRAST 0.001
score SPOOFED_FREEMAIL 1.999
score SPOOFED_FREEMAIL_NO_RDNS 0.001
-score SPOOFED_FREEM_REPTO 0.727
+score SPOOFED_FREEM_REPTO 0.728
score STATIC_XPRIO_OLE 1.999
score STOCK_LOW_CONTRAST 2.499
-score SUBJ_OBFU_PUNCT_FEW 0.750
+score SUBJ_OBFU_PUNCT_FEW 0.749
score SUBJ_OBFU_PUNCT_MANY 1.749
score SUBJ_UNNEEDED_HTML 2.599
score THIS_AD 2.099
-score TONOM_EQ_TOLOC_SHRT_PSHRTNER 1.286
+score TONOM_EQ_TOLOC_SHRT_PSHRTNER 1.039
score TONOM_EQ_TOLOC_SHRT_SHRTNER 1.499
-score TO_EQ_FM_DIRECT_MX 1.472
+score TO_EQ_FM_DIRECT_MX 0.001
score TO_EQ_FM_DOM_HTML_IMG 0.001
-score TO_EQ_FM_DOM_HTML_ONLY 0.687
-score TO_EQ_FM_DOM_SPF_FAIL 0.001
-score TO_EQ_FM_HTML_ONLY 0.601
-score TO_EQ_FM_SPF_FAIL 0.846
-score TO_IN_SUBJ 0.099
-score TO_NAME_SUBJ_NO_RDNS 2.268
-score TO_NO_BRKTS_DYNIP 3.648
+score TO_EQ_FM_DOM_HTML_ONLY 0.039
+score TO_EQ_FM_DOM_SPF_FAIL 0.001 # force non-zero
+score TO_EQ_FM_HTML_ONLY 0.543
+score TO_EQ_FM_SPF_FAIL 0.831
+score TO_IN_SUBJ 0.100
+score TO_NAME_SUBJ_NO_RDNS 2.270
+score TO_NO_BRKTS_DYNIP 3.651
score TO_NO_BRKTS_FROM_MSSP 2.499
-score TO_NO_BRKTS_HTML_IMG 1.999
+score TO_NO_BRKTS_HTML_IMG 2.000
score TO_NO_BRKTS_HTML_ONLY 1.999
-score TO_NO_BRKTS_MSFT 2.499
-score TO_NO_BRKTS_NORDNS_HTML 1.879
-score TVD_SPACE_ENCODED 0.001
-score TVD_SPACE_RATIO_MINFP 2.499
+score TO_NO_BRKTS_MSFT 2.500
+score TO_NO_BRKTS_NORDNS_HTML 1.999
+score TVD_SPACE_ENCODED 1.080
+score TVD_SPACE_RATIO_MINFP 2.500
score UPGRADE_MAILBOX 0.001
score URI_GOOGLE_PROXY 2.399
-score URI_ONLY_MSGID_MALF 1.165
+score URI_ONLY_MSGID_MALF 1.170
score URI_PHP_REDIR 3.499
-score URI_TRY_3LD 2.000
+score URI_TRY_3LD 1.999
score URI_WP_HACKED 3.499
score URI_WP_HACKED_2 2.499
-score XPRIO_SHORT_SUBJ 2.417
-score XPRIO_URL_SHORTNER 0.989
+score XPRIO_SHORT_SUBJ 2.420
+score XPRIO_URL_SHORTNER 0.999
score AC_HTML_NONSENSE_TAGS 1.000
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
@@ -256,7 +256,6 @@ score GOOGLE_DRIVE_REPLY_BAD_NTLD 1.0
score GOOG_MALWARE_DNLD 1.000
score HDRS_MISSP 1.000
score HEXHASH_WORD 1.000
-score HK_LOTTO 1.000
score HK_WIN 1.000
score HOSTED_IMG_DQ_UNSUB 1.000
score HTML_ENTITY_ASCII 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1871878&r1=1871877&r2=1871878&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Sat Dec 21 05:05:51 2019
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 607851 55.893% (99.572% of non-spam corpus)
-# Correctly spam: 354189 32.568% (74.245% of spam corpus)
-# False positives: 2615 0.240% (0.428% of nonspam, 59494 weighted)
-# False negatives: 122866 11.298% (25.755% of spam, 260340 weighted)
-# Average score for spam: 9.1 nonspam: 0.6
-# Average for false-pos: 5.8 false-neg: 2.1
-# TOTAL: 1087521 100.00%
+# Correctly non-spam: 605659 58.022% (99.552% of non-spam corpus)
+# Correctly spam: 325672 31.199% (74.788% of spam corpus)
+# False positives: 2724 0.261% (0.448% of nonspam, 57348 weighted)
+# False negatives: 109789 10.518% (25.212% of spam, 221490 weighted)
+# Average score for spam: 9.0 nonspam: 0.6
+# Average for false-pos: 5.9 false-neg: 2.0
+# TOTAL: 1043844 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 75940 99.56%
-# Correctly spam: 44713 75.13%
-# False positives: 334 0.44%
-# False negatives: 14802 24.87%
-# TCR(l=50): 1.889245 SpamRecall: 75.129% SpamPrec: 99.259%
+# Correctly non-spam: 75714 99.59%
+# Correctly spam: 40504 74.60%
+# False positives: 311 0.41%
+# False negatives: 13789 25.40%
+# TCR(l=50): 1.850540 SpamRecall: 74.603% SpamPrec: 99.238%
##### 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: 599521 98.21%
-# Correctly spam: 174476 36.57%
-# False positives: 10945 1.79%
-# False negatives: 302579 63.43%
-# TCR(l=50): 0.561354 SpamRecall: 36.574% SpamPrec: 94.097%
+# Correctly non-spam: 597530 98.22%
+# Correctly spam: 166983 38.35%
+# False positives: 10853 1.78%
+# False negatives: 268478 61.65%
+# TCR(l=50): 0.536859 SpamRecall: 38.346% SpamPrec: 93.897%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 74872 98.16%
-# Correctly spam: 21555 36.22%
-# False positives: 1402 1.84%
-# False negatives: 37960 63.78%
-# TCR(l=50): 0.550759 SpamRecall: 36.218% SpamPrec: 93.893%
+# Correctly non-spam: 74708 98.27%
+# Correctly spam: 20664 38.06%
+# False positives: 1317 1.73%
+# False negatives: 33629 61.94%
+# TCR(l=50): 0.545773 SpamRecall: 38.060% SpamPrec: 94.008%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1871878&r1=1871877&r2=1871878&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Sat Dec 21 05:05:51 2019
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 620668 52.943% (99.836% of non-spam corpus)
-# Correctly spam: 492640 42.022% (89.465% of spam corpus)
-# False positives: 1019 0.087% (0.164% of nonspam, 56137 weighted)
-# False negatives: 58012 4.948% (10.535% of spam, 102760 weighted)
-# Average score for spam: 15.8 nonspam: -2.6
+# Correctly non-spam: 620628 52.943% (99.831% of non-spam corpus)
+# Correctly spam: 491123 41.895% (89.201% of spam corpus)
+# False positives: 1051 0.090% (0.169% of nonspam, 57950 weighted)
+# False negatives: 59460 5.072% (10.799% of spam, 109235 weighted)
+# Average score for spam: 15.9 nonspam: -2.6
# Average for false-pos: 6.2 false-neg: 1.8
-# TOTAL: 1172339 100.00%
+# TOTAL: 1172262 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 77467 99.80%
-# Correctly spam: 61381 89.20%
-# False positives: 159 0.20%
-# False negatives: 7434 10.80%
-# TCR(l=50): 4.473154 SpamRecall: 89.197% SpamPrec: 99.742%
+# Correctly non-spam: 77496 99.83%
+# Correctly spam: 61473 89.35%
+# False positives: 130 0.17%
+# False negatives: 7331 10.65%
+# TCR(l=50): 4.974622 SpamRecall: 89.345% SpamPrec: 99.789%
##### 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: 619734 99.69%
-# Correctly spam: 364553 66.20%
-# False positives: 1953 0.31%
-# False negatives: 186099 33.80%
-# TCR(l=50): 1.940631 SpamRecall: 66.204% SpamPrec: 99.467%
+# Correctly non-spam: 619731 99.69%
+# Correctly spam: 364444 66.19%
+# False positives: 1948 0.31%
+# False negatives: 186139 33.81%
+# TCR(l=50): 1.941825 SpamRecall: 66.192% SpamPrec: 99.468%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 77369 99.67%
-# Correctly spam: 45432 66.02%
-# False positives: 257 0.33%
-# False negatives: 23383 33.98%
-# TCR(l=50): 1.899236 SpamRecall: 66.020% SpamPrec: 99.438%
+# Correctly non-spam: 77392 99.70%
+# Correctly spam: 45573 66.24%
+# False positives: 234 0.30%
+# False negatives: 23231 33.76%
+# TCR(l=50): 1.969712 SpamRecall: 66.236% SpamPrec: 99.489%