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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2020/09/15 03:12:50 UTC
svn commit: r1881723 [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=1881723&r1=1881722&r2=1881723&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Tue Sep 15 03:12:50 2020
@@ -3,195 +3,194 @@
score AC_BR_BONANZA 0.001
score AC_DIV_BONANZA 0.001 # force non-zero
-score AC_FROM_MANY_DOTS 1.201
+score AC_FROM_MANY_DOTS 1.113
score AC_HTML_NONSENSE_TAGS 1.999
score AC_POST_EXTRAS 0.001
score ADMITS_SPAM 0.547
-score ADVANCE_FEE_2_NEW_MONEY 1.999
+score ADVANCE_FEE_2_NEW_MONEY 1.713
score ADVANCE_FEE_3_NEW 3.499
score ADVANCE_FEE_3_NEW_MONEY 0.001
-score ADVANCE_FEE_4_NEW_MONEY 2.399
-score ADVANCE_FEE_5_NEW 2.599
+score ADVANCE_FEE_4_NEW_MONEY 1.084
+score ADVANCE_FEE_5_NEW 2.699
score AMAZON_IMG_NOT_RCVD_AMZN 2.499
score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
-score BITCOIN_EXTORT_01 4.140
+score BITCOIN_EXTORT_01 4.413
score BITCOIN_MALF_HTML 3.499
-score BITCOIN_SPAM_02 2.499
-score BITCOIN_SPAM_05 2.447
-score BITCOIN_SPAM_08 1.238
-score BITCOIN_SPAM_09 1.088
-score BODY_URI_ONLY 0.998
-score BOGUS_MIME_VERSION 1.795
+score BITCOIN_SPAM_02 1.517
+score BITCOIN_SPAM_05 1.209
+score BITCOIN_SPAM_08 1.106
+score BITCOIN_SPAM_09 0.860
+score BODY_URI_ONLY 1.000
+score BOGUS_MIME_VERSION 1.783
score CK_HELO_DYNAMIC_SPLIT_IP 0.001
score CK_HELO_GENERIC 0.001
-score CTE_8BIT_MISMATCH 1.000
+score CTE_8BIT_MISMATCH 0.999
score CTYPE_NULL 2.399
-score DKIMWL_BL 2.999
-score DKIMWL_WL_HIGH -1.792
-score DKIMWL_WL_MED -0.001
-score DOTGOV_IMAGE 2.026
+score DKIMWL_BL 3.000
+score DKIMWL_WL_HIGH -2.999
+score DKIMWL_WL_MED -0.001 # force non-zero
+score DOTGOV_IMAGE 0.358
score DSN_NO_MIMEVERSION 1.999
score DX_TEXT_03 0.199
score END_FUTURE_EMAILS 2.499
-score FILL_THIS_FORM 0.596
+score FILL_THIS_FORM 0.360
score FONT_INVIS_DIRECT 0.001 # force non-zero
-score FONT_INVIS_DOTGOV 0.385
-score FONT_INVIS_LONG_LINE 0.001
+score FONT_INVIS_DOTGOV 0.001
+score FONT_INVIS_LONG_LINE 0.001 # force non-zero
score FONT_INVIS_MSGID 0.001
-score FONT_INVIS_POSTEXTRAS 1.885
-score FORGED_RELAY_MUA_TO_MX 3.682
-score FORGED_SPF_HELO 0.801
+score FONT_INVIS_POSTEXTRAS 3.372
+score FORGED_RELAY_MUA_TO_MX 3.382
+score FORGED_SPF_HELO 0.944
score FORM_FRAUD 0.001
-score FORM_FRAUD_5 2.599
-score FOUND_YOU 3.249
-score FREEMAIL_FORGED_FROMDOMAIN 0.248
-score FROM_2_EMAILS_SHORT 2.000
+score FORM_FRAUD_5 2.699
+score FOUND_YOU 3.250
+score FREEMAIL_FORGED_FROMDOMAIN 0.249
+score FROM_2_EMAILS_SHORT 1.999
score FROM_ADDR_WS 2.999
-score FROM_FMBLA_NEWDOM 1.498
-score FROM_FMBLA_NEWDOM14 0.998
-score FROM_FMBLA_NEWDOM28 0.799
-score FROM_GOV_DKIM_AU -0.451
+score FROM_FMBLA_NEWDOM 1.499
+score FROM_FMBLA_NEWDOM14 0.999
+score FROM_FMBLA_NEWDOM28 0.800
+score FROM_GOV_DKIM_AU -0.450
score FROM_GOV_SPOOF 0.999
score FROM_MISSPACED 0.001
-score FROM_MISSP_DYNIP 1.724
-score FROM_MISSP_EH_MATCH 0.001 # force non-zero
-score FROM_MISSP_FREEMAIL 2.260
+score FROM_MISSP_DYNIP 1.531
+score FROM_MISSP_EH_MATCH 0.001
+score FROM_MISSP_FREEMAIL 2.254
score FROM_MISSP_MSFT 0.001
-score FROM_MISSP_REPLYTO 0.193
+score FROM_MISSP_REPLYTO 0.191
score FROM_MISSP_SPF_FAIL 1.999
score FROM_MISSP_USER 0.001
score FROM_MISSP_XPRIO 0.001
-score FROM_NAME_EQ_TO_G_DRIVE 0.989
-score FROM_NTLD_REPLY_FREEMAIL 0.649
-score FROM_SUSPICIOUS_NTLD 0.498
-score FROM_SUSPICIOUS_NTLD_FP 1.562
-score FROM_URI 1.575
-score FROM_WORDY 2.163
-score FROM_WWW 1.773
-score FSL_BULK_SIG 0.001
+score FROM_NAME_EQ_TO_G_DRIVE 1.499
+score FROM_NTLD_REPLY_FREEMAIL 1.552
+score FROM_SUSPICIOUS_NTLD 0.500
+score FROM_SUSPICIOUS_NTLD_FP 1.564
+score FROM_URI 1.727
+score FROM_WORDY 2.253
+score FROM_WWW 1.626
+score FSL_BULK_SIG 0.001 # force non-zero
score FSL_CTYPE_WIN1251 0.001
-score FSL_HAS_TINYURL 0.001 # force non-zero
+score FSL_HAS_TINYURL 1.120
score FSL_NEW_HELO_USER 0.001
-score FSL_THIS_IS_ADV 0.101
-score GB_BITCOIN_CP 1.987
-score GB_BITCOIN_NH 2.999
-score GB_FREEMAIL_DISPTO 0.001
+score FSL_THIS_IS_ADV 0.103
+score GB_BITCOIN_CP 2.200
+score GB_BITCOIN_NH 0.610
+score GB_FREEMAIL_DISPTO 0.001 # force non-zero
score GB_GOOGLE_OBFUS 0.749
score HDRS_LCASE 0.100
-score HDRS_LCASE_IMGONLY 0.100
-score HDR_ORDER_FTSDMCXX_DIRECT 1.999
-score HDR_ORDER_FTSDMCXX_NORDNS 3.499
+score HDRS_LCASE_IMGONLY 0.099
+score HDR_ORDER_FTSDMCXX_DIRECT 1.580
+score HDR_ORDER_FTSDMCXX_NORDNS 3.059
score HEADER_FROM_DIFFERENT_DOMAINS 0.249
-score HELO_MISC_IP 0.001 # force non-zero
-score HELO_NO_DOMAIN 0.001 # force non-zero
-score HK_RANDOM_FROM 0.892
+score HELO_MISC_IP 0.001
+score HELO_NO_DOMAIN 0.001
+score HK_RANDOM_FROM 0.721
score HK_RANDOM_REPLYTO 0.001
score HK_SCAM 1.007
-score HOSTED_IMG_DIRECT_MX 2.218
-score HTML_OFF_PAGE 1.067
-score HTML_SINGLET_MANY 1.160
-score HTML_TEXT_INVISIBLE_FONT 2.659
-score HTML_TEXT_INVISIBLE_STYLE 1.972
-score IMG_ONLY_FM_DOM_INFO 2.264
-score KB_FORGED_MOZ4 2.522
-score KHOP_FAKE_EBAY 0.563
+score HOSTED_IMG_DIRECT_MX 1.297
+score HTML_OFF_PAGE 1.071
+score HTML_SINGLET_MANY 2.499
+score HTML_TEXT_INVISIBLE_FONT 1.522
+score HTML_TEXT_INVISIBLE_STYLE 2.362
+score IMG_ONLY_FM_DOM_INFO 2.447
+score KB_FORGED_MOZ4 3.401
+score KHOP_FAKE_EBAY 0.899
score KHOP_HELO_FCRDNS 0.399
-score LH_URI_DOM_IN_PATH 1.496
-score LIST_PRTL_SAME_USER 0.471
-score LONG_HEX_URI 0.001 # force non-zero
+score LH_URI_DOM_IN_PATH 1.497
+score LIST_PRTL_SAME_USER 1.036
+score LONG_HEX_URI 0.674
score LONG_IMG_URI 0.001
score LOTS_OF_MONEY 0.010
-score MALFORMED_FREEMAIL 0.982
-score MANY_SPAN_IN_TEXT 2.225
+score MALFORMED_FREEMAIL 1.145
+score MANY_SPAN_IN_TEXT 2.224
score MILLION_HUNDRED 0.001
-score MIMEOLE_DIRECT_TO_MX 1.146
-score MIME_NO_TEXT 0.001
-score MIXED_ES 0.001
+score MIMEOLE_DIRECT_TO_MX 0.683
+score MIME_NO_TEXT 0.317
+score MIXED_ES 1.442
score MONEY_FORM_SHORT 0.001
score MONEY_FRAUD_3 2.200
-score MONEY_FRAUD_5 0.001
-score MONEY_FRAUD_8 0.100
-score MONEY_FROM_MISSP 0.925
-score MSM_PRIO_REPTO 0.020
+score MONEY_FRAUD_5 0.752
+score MONEY_FRAUD_8 0.736
+score MONEY_FROM_MISSP 0.929
+score MSM_PRIO_REPTO 1.002
score NICE_REPLY_A -0.001
-score NORDNS_LOW_CONTRAST 0.910
+score NORDNS_LOW_CONTRAST 0.911
score NO_FM_NAME_IP_HOSTN 0.001
-score NSL_RCVD_FROM_USER 0.001
-score NSL_RCVD_HELO_USER 0.512
+score NSL_RCVD_FROM_USER 0.001 # force non-zero
+score NSL_RCVD_HELO_USER 0.464
score OFFER_ONLY_AMERICA 0.001
-score PDS_BTC_ID 0.498
+score PDS_BTC_ID 0.499
score PDS_BTC_MSGID 0.999
-score PDS_EMPTYSUBJ_URISHRT 0.225
+score PDS_EMPTYSUBJ_URISHRT 1.499
score PDS_FREEMAIL_REPLYTO_URISHRT 1.499
score PDS_FRNOM_TODOM_NAKED_TO 1.499
-score PDS_FROM_2_EMAILS 1.044
+score PDS_FROM_2_EMAILS 1.050
score PDS_FROM_NAME_TO_DOMAIN 0.999
score PDS_NAKED_TO_NUMERO 1.999
-score PDS_SHORTFWD_URISHRT 1.105
+score PDS_SHORTFWD_URISHRT 1.500
score PDS_TINYSUBJ_URISHRT 0.001
-score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.946
+score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.927
score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.999
score PDS_TONAME_EQ_TOLOCAL_VSHORT 0.999
-score PDS_TO_EQ_FROM_NAME 3.320
-score PP_MIME_FAKE_ASCII_TEXT 0.998
-score RATWARE_NO_RDNS 1.135
+score PDS_TO_EQ_FROM_NAME 2.339
+score PP_MIME_FAKE_ASCII_TEXT 0.001
+score RATWARE_NO_RDNS 1.646
score RCVD_DOTEDU_SHORT 2.499
-score RCVD_DOTEDU_SUSP_URI 0.001
-score RCVD_IN_MSPIKE_H2 -0.001 # force non-zero
-score RDNS_NUM_TLD_XM 0.301
+score RCVD_DOTEDU_SUSP_URI 0.001 # force non-zero
+score RCVD_IN_MSPIKE_H2 -0.001
+score RDNS_NUM_TLD_XM 1.260
score RISK_FREE 2.599
-score SENDGRID_REDIR 2.390
+score SENDGRID_REDIR 2.395
score SERGIO_SUBJECT_VIAGRA01 3.599
-score SHORTENED_URL_HREF 0.998
-score SHORTENED_URL_SRC 3.900
-score SHORTENER_SHORT_IMG 0.675
-score SHORT_SHORTNER 1.999
-score SHORT_URL 1.059
+score SHORTENED_URL_HREF 0.999
+score SHORTENED_URL_SRC 3.999
+score SHORTENER_SHORT_IMG 0.280
+score SHORT_SHORTNER 2.000
+score SHORT_URL 1.210
score SINGLETS_LOW_CONTRAST 0.001
-score SPOOFED_FREEMAIL 1.956
+score SPOOFED_FREEMAIL 1.777
score SPOOFED_FREEMAIL_NO_RDNS 0.001
-score SPOOFED_FREEM_REPTO 1.837
-score SPOOFED_FREEM_REPTO_CHN 1.129
+score SPOOFED_FREEM_REPTO 2.019
+score SPOOFED_FREEM_REPTO_CHN 2.073
score STATIC_XPRIO_OLE 1.999
-score STOCK_LOW_CONTRAST 2.453
-score STOX_BOUND_090909_B 2.495
+score STOCK_LOW_CONTRAST 2.092
+score STOX_BOUND_090909_B 2.494
score SUBJ_OBFU_PUNCT_FEW 0.001
score SUBJ_OBFU_PUNCT_MANY 0.001
score SUSP_UTF8_WORD_COMBO 2.999
score SUSP_UTF8_WORD_FROM 1.999
score SUSP_UTF8_WORD_SUBJ 1.999
score THIS_AD 0.799
-score TONOM_EQ_TOLOC_SHRT_SHRTNER 0.145
-score TO_EQ_FM_DOM_HTML_IMG 0.437
-score TO_EQ_FM_DOM_HTML_ONLY 1.674
+score TONOM_EQ_TOLOC_SHRT_SHRTNER 0.001
+score TO_EQ_FM_DOM_HTML_IMG 0.178
+score TO_EQ_FM_DOM_HTML_ONLY 1.470
score TO_EQ_FM_DOM_SPF_FAIL 0.001
-score TO_EQ_FM_HTML_ONLY 1.250
+score TO_EQ_FM_HTML_ONLY 1.003
score TO_EQ_FM_SPF_FAIL 0.001
score TO_IN_SUBJ 0.100
-score TO_NO_BRKTS_FROM_MSSP 2.308
+score TO_NO_BRKTS_FROM_MSSP 2.500
score TO_NO_BRKTS_HTML_IMG 1.999
-score TO_NO_BRKTS_HTML_ONLY 1.997
-score TO_NO_BRKTS_MSFT 1.613
-score TO_NO_BRKTS_NORDNS_HTML 1.998
-score TO_NO_BRKTS_PCNT 2.399
-score TVD_RCVD_SPACE_BRACKET 3.979
+score TO_NO_BRKTS_HTML_ONLY 1.999
+score TO_NO_BRKTS_MSFT 2.067
+score TO_NO_BRKTS_NORDNS_HTML 1.999
+score TO_NO_BRKTS_PCNT 2.392
+score TVD_RCVD_SPACE_BRACKET 4.000
score TVD_SPACE_ENCODED 2.499
-score TVD_SPACE_RATIO_MINFP 1.723
-score UPGRADE_MAILBOX 1.043
+score TVD_SPACE_RATIO_MINFP 1.582
+score UPGRADE_MAILBOX 1.399
score URI_DOTEDU 0.001
-score URI_DOTEDU_ENTITY 1.709
-score URI_GOOGLE_PROXY 0.631
+score URI_DOTEDU_ENTITY 1.287
+score URI_GOOGLE_PROXY 0.622
score URI_IMG_WP_REDIR 2.999
-score URI_IN_URI_10 1.284
-score URI_IN_URI_5 2.537
-score URI_ONLY_MSGID_MALF 0.065
-score URI_PHISH 3.954
-score URI_PHP_REDIR 3.496
-score URI_TRY_3LD 1.997
+score URI_IN_URI_10 2.321
+score URI_IN_URI_5 3.465
+score URI_ONLY_MSGID_MALF 0.001
+score URI_PHP_REDIR 3.499
+score URI_TRY_3LD 1.999
score URI_WP_DIRINDEX 1.515
score URI_WP_HACKED 3.499
-score URI_WP_HACKED_2 1.826
-score XPRIO_SHORT_SUBJ 2.243
+score URI_WP_HACKED_2 1.979
+score XPRIO_SHORT_SUBJ 2.394
score XPRIO_URL_SHORTNER 0.999
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
@@ -309,6 +308,7 @@ score UNICODE_OBFU_ZW 1.0
score URI_DATA 1.000
score URI_HEX_IP 1.000
score URI_OPTOUT_3LD 1.000
+score URI_PHISH 1.000
score USB_DRIVES 1.000
score VPS_NO_NTLD 1.000
score WALMART_IMG_NOT_RCVD_WAL 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1881723&r1=1881722&r2=1881723&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Tue Sep 15 03:12:50 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 169306 12.497% (99.264% of non-spam corpus)
-# Correctly spam: 913229 67.410% (77.119% of spam corpus)
-# False positives: 1256 0.093% (0.736% of nonspam, 246277 weighted)
-# False negatives: 270949 20.000% (22.881% of spam, 887075 weighted)
-# Average score for spam: 10.6 nonspam: 0.9
-# Average for false-pos: 5.6 false-neg: 3.3
-# TOTAL: 1354740 100.00%
+# Correctly non-spam: 168327 12.590% (99.285% of non-spam corpus)
+# Correctly spam: 958285 71.675% (82.084% of spam corpus)
+# False positives: 1212 0.091% (0.715% of nonspam, 237643 weighted)
+# False negatives: 209160 15.644% (17.916% of spam, 593476 weighted)
+# Average score for spam: 10.3 nonspam: 0.9
+# Average for false-pos: 5.7 false-neg: 2.8
+# TOTAL: 1336984 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 21265 99.01%
-# Correctly spam: 114071 77.14%
-# False positives: 213 0.99%
-# False negatives: 33812 22.86%
-# TCR(l=50): 3.326054 SpamRecall: 77.136% SpamPrec: 99.814%
+# Correctly non-spam: 21106 98.84%
+# Correctly spam: 123248 84.57%
+# False positives: 247 1.16%
+# False negatives: 22494 15.43%
+# TCR(l=50): 4.182700 SpamRecall: 84.566% SpamPrec: 99.800%
##### 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: 161783 94.85%
-# Correctly spam: 412190 34.81%
-# False positives: 8779 5.15%
-# False negatives: 771988 65.19%
-# TCR(l=50): 0.977901 SpamRecall: 34.808% SpamPrec: 97.915%
+# Correctly non-spam: 160845 94.87%
+# Correctly spam: 399201 34.19%
+# False positives: 8694 5.13%
+# False negatives: 768244 65.81%
+# TCR(l=50): 0.970490 SpamRecall: 34.194% SpamPrec: 97.869%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 20346 94.73%
-# Correctly spam: 51462 34.80%
-# False positives: 1132 5.27%
-# False negatives: 96421 65.20%
-# TCR(l=50): 0.966423 SpamRecall: 34.799% SpamPrec: 97.848%
+# Correctly non-spam: 20231 94.75%
+# Correctly spam: 49575 34.02%
+# False positives: 1122 5.25%
+# False negatives: 96167 65.98%
+# TCR(l=50): 0.957148 SpamRecall: 34.016% SpamPrec: 97.787%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1881723&r1=1881722&r2=1881723&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Tue Sep 15 03:12:50 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 185421 13.491% (99.216% of non-spam corpus)
-# Correctly spam: 1119855 81.480% (94.303% of spam corpus)
-# False positives: 1466 0.107% (0.784% of nonspam, 770548 weighted)
-# False negatives: 67653 4.922% (5.697% of spam, 151381 weighted)
-# Average score for spam: 15.7 nonspam: -0.8
-# Average for false-pos: 8.3 false-neg: 2.2
-# TOTAL: 1374395 100.00%
+# Correctly non-spam: 185392 13.489% (99.204% of non-spam corpus)
+# Correctly spam: 1123332 81.734% (94.597% of spam corpus)
+# False positives: 1487 0.108% (0.796% of nonspam, 780511 weighted)
+# False negatives: 64159 4.668% (5.403% of spam, 131558 weighted)
+# Average score for spam: 16.5 nonspam: -1.0
+# Average for false-pos: 8.3 false-neg: 2.1
+# TOTAL: 1374370 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 23250 99.10%
-# Correctly spam: 139949 94.35%
-# False positives: 212 0.90%
-# False negatives: 8382 5.65%
-# TCR(l=50): 7.814298 SpamRecall: 94.349% SpamPrec: 99.849%
+# Correctly non-spam: 23236 99.05%
+# Correctly spam: 140473 94.70%
+# False positives: 224 0.95%
+# False negatives: 7854 5.30%
+# TCR(l=50): 7.784560 SpamRecall: 94.705% SpamPrec: 99.841%
##### 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: 184454 98.70%
-# Correctly spam: 721877 60.79%
-# False positives: 2433 1.30%
-# False negatives: 465631 39.21%
-# TCR(l=50): 2.022044 SpamRecall: 60.789% SpamPrec: 99.664%
+# Correctly non-spam: 184472 98.71%
+# Correctly spam: 721809 60.78%
+# False positives: 2407 1.29%
+# False negatives: 465682 39.22%
+# TCR(l=50): 2.026325 SpamRecall: 60.784% SpamPrec: 99.668%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 23186 98.82%
-# Correctly spam: 90289 60.87%
-# False positives: 276 1.18%
-# False negatives: 58042 39.13%
-# TCR(l=50): 2.064684 SpamRecall: 60.870% SpamPrec: 99.695%
+# Correctly non-spam: 23154 98.70%
+# Correctly spam: 90308 60.88%
+# False positives: 306 1.30%
+# False negatives: 58019 39.12%
+# TCR(l=50): 2.023036 SpamRecall: 60.884% SpamPrec: 99.662%