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Posted to commits@spamassassin.apache.org by hs...@apache.org on 2004/08/10 00:27:19 UTC

svn commit: rev 36133 - spamassassin/trunk/rules

Author: hstern
Date: Mon Aug  9 15:27:18 2004
New Revision: 36133

Modified:
   spamassassin/trunk/rules/50_scores.cf
   spamassassin/trunk/rules/STATISTICS-set1.txt
   spamassassin/trunk/rules/STATISTICS-set2.txt
   spamassassin/trunk/rules/STATISTICS-set3.txt
   spamassassin/trunk/rules/STATISTICS.txt
Log:
* 50_scores.cf
* STATISTICS-set1.txt
* STATISTICS-set2.txt
* STATISTICS-set3.txt
* STATISTICS.txt
  Generated scores for 3.0 RC1.  May need some final manual tweaking.



Modified: spamassassin/trunk/rules/50_scores.cf
==============================================================================
--- spamassassin/trunk/rules/50_scores.cf	(original)
+++ spamassassin/trunk/rules/50_scores.cf	Mon Aug  9 15:27:18 2004
@@ -32,780 +32,780 @@
 
 # Start of generated scores.  <gen:mutable>
 
-score ACCEPT_CREDIT_CARDS 0.607 0.826 0.607 0.607
-score ACT_NOW_CAPS 0.162 0.483 0.379 0.357
-score ADDRESS_IN_SUBJECT 1.194 1.607 2.111 1.014
-score ADDR_FREE 0.128 0.690 0.961 0.569
-score ADDR_NUMS_AT_BIGSITE 0.360 0.628 0.899 1.163
-score ALL_CAPS_GUAR 0.001 0.000 1.086 0.001
-score ALL_CAP_FOR_ADULTS 0.000 0.000 0.621 0.594
-score ALL_NATURAL 2.591 1.887 4.109 0.514
-score ALL_TRUSTED -2.400 -2.816 -5.617 -0.842
-score AMATEUR_PORN 1.341 0.546 1.123 0.342
-score AMAZING_STUFF 0.676 1.755 0.001 0.437
-score AS_SEEN_ON 0.480 0.464 0.001 0.001
-score BAD_CREDIT 0.743 0.320 0.049 0.004
-score BANG_EXERCISE 1.240 1.503 1.766 0.509
-score BANG_GUAR 0.168 0.000 0.001 0.001
-score BANG_MONEY 0.000 0.005 0.001 0.872
-score BANG_MORE 0.161 0.000 0.098 0.001
-score BANG_OPRAH 1.684 0.480 2.694 0.027
-score BANG_QUOTE 1.680 1.932 2.216 0.028
-score BANKRUPTCY 0.452 0.373 2.114 0.109
-score BARELY_LEGAL 0.000 0.008 0.001 0.001
-score BARGAIN_URL 1.503 1.213 2.551 0.283
-score BEEN_TURNED_DOWN 1.434 0.916 0.739 0.342
-score BEST_PORN 0.867 0.579 0.064 0.884
-score BE_BOSS 1.592 1.815 2.219 0.130
-score BILLION_DOLLARS 0.033 1.394 2.177 0.890
-score BILL_1618 0.819 1.685 2.338 0.392
-score BIZ_TLD 2.178 0.488 3.010 1.229
-score BLANK_LINES_70_80 1.117 1.330 2.318 0.246
-score BLANK_LINES_80_90 0.007 0.000 2.295 1.610
-score BLANK_LINES_90_100 1.600 1.785 2.912 0.364
-score BODY_ENHANCEMENT 0.047 0.525 0.153 0.663
-score BODY_ENHANCEMENT2 0.807 0.968 0.403 1.044
-score BUY_DIRECT 1.520 1.695 1.773 0.248
-score CASHCASHCASH 0.000 0.000 0.001 0.001
-score CELL_PHONE_FREE 1.224 1.431 1.224 1.224
-score CELL_PHONE_IMPROVE 1.219 0.850 2.515 0.001
-score CHINA_HEADER 1.840 1.924 1.652 0.620
-score CLICK_BELOW 0.010 0.009 0.001 0.010
-score CLICK_BELOW_CAPS 0.102 0.012 0.405 0.925
-score CLICK_TO_REMOVE_1 0.019 0.011 0.027 0.001
-score COMPETE 1.600 0.504 5.778 0.701
-score COMPLETELY_FREE 0.081 0.000 0.020 0.003
-score CONFIDENTIAL_ORDER 1.920 0.737 0.995 0.782
-score CONFIRMED_FORGED 1.749 1.822 0.945 0.572
-score CONGRATULATIONS 0.380 0.010 0.065 0.355
-score CONSOLIDATE_DEBT 0.977 0.453 1.398 1.021
-score CREDIT_CARD 0.022 0.734 1.866 0.375
-score CUM_SHOT 0.173 1.519 0.062 0.281
-score DATE_IN_FUTURE_03_06 1.417 0.015 0.390 0.002
-score DATE_IN_FUTURE_06_12 1.026 1.188 3.847 0.059
-score DATE_IN_FUTURE_12_24 2.163 2.386 3.643 4.079
-score DATE_IN_FUTURE_24_48 1.811 1.964 5.133 2.005
-score DATE_IN_FUTURE_48_96 2.062 2.224 3.175 1.730
-score DATE_IN_FUTURE_96_XX 1.604 1.550 2.626 1.403
-score DATE_IN_PAST_03_06 0.021 0.000 0.328 0.306
-score DATE_IN_PAST_06_12 0.013 0.168 0.190 0.846
-score DATE_IN_PAST_12_24 0.067 0.000 0.474 0.001
-score DATE_IN_PAST_24_48 0.151 0.242 0.706 0.001
-score DATE_IN_PAST_48_96 0.055 0.280 0.656 1.412
-score DATE_IN_PAST_96_XX 0.786 1.241 2.140 1.463
-score DATE_SPAMWARE_Y2K 2.888 2.688 0.001 0.004
-score DEAR_FRIEND 0.150 0.892 1.867 0.008
-score DEAR_SOMETHING 1.232 0.672 3.091 1.253
-score DEEP_DISC_MEDS 2.480 0.920 7.053 0.521
-score DIET_1 0.487 0.409 0.453 0.001
-score DIET_2 0.273 0.397 1.966 0.388
-score DIET_3 1.696 1.125 0.124 0.484
-score DIRECT_EMAIL 0.000 0.169 0.001 0.001
-score DISGUISE_PORN 1.415 1.632 1.589 1.141
-score DOMAIN_4U2 1.574 0.456 6.353 2.067
-score DOMAIN_RATIO 2.251 0.905 4.897 2.096
-score DO_IT_TODAY 0.040 0.495 0.062 0.653
-score DRUGS_ANXIETY 2.250 0.000 0.780 1.180
-score DRUGS_ANXIETY_EREC 0.000 0.000 0.001 0.022
-score DRUGS_ANXIETY_OBFU 3.440 3.781 6.795 1.498
-score DRUGS_DEPRESSION 0.000 0.000 0.001 0.226
-score DRUGS_DEPR_EREC 0.000 0.000 3.134 0.285
-score DRUGS_DIET 0.034 1.585 0.012 0.381
-score DRUGS_DIET_EREC 0.000 0.028 0.001 0.296
-score DRUGS_DIET_OBFU 2.406 0.767 3.465 0.741
-score DRUGS_DIET_PAIN 0.000 1.159 2.260 0.357
-score DRUGS_ERECTILE 0.780 0.008 0.390 0.096
-score DRUGS_ERECTILE_OBFU 2.133 0.740 4.826 1.605
-score DRUGS_MANYKINDS 0.008 2.242 1.663 0.985
-score DRUGS_MUSCLE 0.085 0.326 0.001 0.001
-score DRUGS_PAIN 2.880 0.244 7.497 0.200
-score DRUGS_PAIN_EREC 0.000 0.000 3.035 0.550
-score DRUGS_PAIN_OBFU 3.131 2.188 3.598 3.548
-score DRUGS_SLEEP 0.502 0.205 4.974 0.892
-score DRUGS_SLEEP_EREC 3.105 2.229 0.192 0.844
-score DRUGS_SMEAR1 0.710 1.256 0.585 0.344
-score DRUG_DOSAGE 0.517 0.260 1.011 0.472
-score DRUG_ED_CAPS 0.017 0.718 1.153 0.001
-score DRUG_ED_COMBO 1.200 0.590 1.200 1.200
-score DRUG_ED_GENERIC 1.379 1.161 3.124 0.357
-score DRUG_ED_ONLINE 0.315 2.002 0.704 0.239
-score DRUG_ED_SILD 1.191 0.561 2.294 0.608
-score EARN_MONEY 0.000 0.011 0.024 1.155
-score EARN_PER_WEEK 1.352 1.530 1.352 1.352
-score EMAIL_ROT13 2.477 0.979 3.357 1.215
-score ENGLISH_UCE_SUBJECT 1.678 0.368 4.166 1.249
-score ENTITY_DEC_ALPHANUM 0.035 0.000 2.687 0.120
-score ENTITY_DEC_OTHER 0.000 0.000 0.001 0.001
-score ENTITY_DEC_SPACE 0.000 0.000 0.001 0.001
-score EXCUSE_1 0.000 0.013 0.001 0.001
-score EXCUSE_10 0.011 0.384 0.875 0.636
-score EXCUSE_11 0.062 0.000 0.001 0.127
-score EXCUSE_12 0.139 0.000 5.334 1.056
-score EXCUSE_15 0.000 0.002 0.001 0.001
-score EXCUSE_19 0.002 0.132 0.001 0.002
-score EXCUSE_23 1.920 1.666 3.294 0.008
-score EXCUSE_24 1.545 1.412 0.684 0.091
-score EXCUSE_3 0.000 0.037 0.001 0.001
-score EXCUSE_4 1.328 1.687 2.816 0.473
-score EXCUSE_6 1.012 0.453 3.279 0.672
-score EXCUSE_7 0.000 0.038 0.011 0.955
-score EXCUSE_REMOVE 0.032 0.000 0.196 0.279
-score EXTRA_CASH 0.236 1.009 0.416 0.606
-score EXTRA_MPART_TYPE 0.000 0.057 0.001 0.001
-score FAKED_UNDISC_RECIPS 0.978 0.259 1.795 0.002
-score FAKE_HELO_EUDORAMAIL 1.486 0.157 2.841 0.450
-score FAKE_HELO_EXCITE 1.840 2.017 1.970 0.242
-score FAKE_HELO_LYCOS 1.410 1.581 1.410 1.410
-score FAKE_HELO_MAIL_COM 1.100 1.715 2.378 0.406
-score FAKE_HELO_MAIL_COM_DOM 1.920 2.077 3.935 0.222
-score FAKE_HELO_MSN 1.167 0.561 2.244 0.613
-score FAKE_HELO_YAHOO_CA 1.151 0.237 1.151 1.151
-score FAKE_OUTBLAZE_RCVD 2.400 2.591 2.502 0.950
-score FIND_ANYTHING 0.000 0.653 0.001 0.001
-score FIN_FREE 0.826 0.029 0.050 0.001
-score FORGED_AOL_HTML 0.000 0.000 3.226 0.417
-score FORGED_AOL_TAGS 2.035 0.912 2.428 0.171
-score FORGED_EUDORAMAIL_RCVD 1.531 0.514 1.541 0.303
-score FORGED_HOTMAIL_RCVD 2.131 1.970 5.107 1.148
-score FORGED_HOTMAIL_RCVD2 1.128 0.828 1.983 1.604
-score FORGED_IMS_HTML 0.146 1.504 2.666 0.442
-score FORGED_IMS_TAGS 1.955 1.621 1.329 0.039
-score FORGED_JUNO_RCVD 1.685 1.965 1.684 0.765
-score FORGED_MUA_AOL_FROM 0.986 1.375 6.340 1.044
-score FORGED_MUA_EUDORA 0.093 0.117 0.061 0.001
-score FORGED_MUA_IMS 0.850 1.438 2.162 0.563
-score FORGED_MUA_MOZILLA 1.765 2.276 4.479 0.951
-score FORGED_MUA_OIMO 2.193 1.360 2.178 1.015
-score FORGED_MUA_OUTLOOK 3.096 3.047 6.465 1.298
-score FORGED_MUA_THEBAT_BOUN 2.417 1.117 3.565 3.079
-score FORGED_MUA_THEBAT_CS 1.307 0.242 4.365 3.410
-score FORGED_OUTLOOK_HTML 0.006 0.014 4.911 0.001
-score FORGED_OUTLOOK_TAGS 0.003 0.000 4.162 0.443
-score FORGED_QUALCOMM_TAGS 0.000 0.959 1.156 0.371
-score FORGED_RCVD_HELO 0.010 0.048 0.001 0.003
-score FORGED_RCVD_NET_HELO 0.035 0.023 3.574 1.027
-score FORGED_TELESP_RCVD 1.448 0.687 1.448 1.448
-score FORGED_THEBAT_HTML 2.274 0.857 0.010 0.001
-score FORGED_YAHOO_RCVD 1.888 2.083 1.970 0.321
-score FORWARD_LOOKING 1.840 2.059 4.379 0.603
-score FOR_FREE 0.049 0.000 0.113 0.527
-score FREE_ACCESS 0.039 0.000 4.136 0.310
-score FREE_MEMBERSHIP 0.764 1.156 1.202 0.357
-score FREE_PORN 0.709 0.005 2.218 1.147
-score FREE_PREVIEW 1.711 0.267 1.711 1.711
-score FREE_QUOTE_INSTANT 0.472 1.215 0.838 0.600
-score FREE_SAMPLE 0.074 0.203 0.629 0.613
-score FREE_TRIAL 0.040 0.000 0.011 0.001
-score FROM_ALL_NUMS 2.240 2.042 6.409 0.920
-score FROM_AND_TO_SAME 0.000 0.363 0.001 0.001
-score FROM_ENDS_IN_NUMS 0.427 0.574 0.748 0.675
-score FROM_HAS_MIXED_NUMS 0.043 0.239 0.967 0.001
-score FROM_HAS_MIXED_NUMS3 1.092 1.192 2.193 1.782
-score FROM_HAS_ULINE_NUMS 0.098 0.371 0.001 0.195
-score FROM_ILLEGAL_CHARS 0.220 0.262 0.001 0.017
-score FROM_NONSENDING_DOMAIN 1.437 0.828 1.273 0.356
-score FROM_NO_LOWER 0.674 1.204 1.583 1.964
-score FROM_NO_USER 1.314 0.571 5.086 0.339
-score FROM_NUM_AT_WEBMAIL 0.928 0.484 1.985 0.260
-score FROM_OFFERS 1.836 1.028 1.405 0.595
-score FROM_STARTS_WITH_NUMS 1.312 1.527 2.132 0.195
-score FROM_WEBMAIL_END_NUMS6 0.092 0.131 0.371 1.208
-score FRONTPAGE 0.279 0.670 1.256 1.977
-score FULL_REFUND 0.933 1.073 1.498 0.098
-score GAPPY_SUBJECT 1.457 1.470 1.955 1.429
-score GET_PAID 1.468 1.547 6.762 0.726
-score GUARANTEED_100_PERCENT 0.805 0.422 0.001 0.001
-score GUARANTEED_STUFF 0.359 0.327 0.008 0.061
-score HAIR_LOSS 1.377 2.415 1.747 0.047
-score HARDCORE_PORN 0.301 0.661 2.297 0.135
-score HDR_ORDER_MTSRIX 0.936 0.954 1.511 0.479
-score HDR_ORDER_TRIMRS 2.320 2.526 4.143 0.179
-score HEADER_COUNT_CTYPE 1.225 1.608 1.225 1.225
-score HEAD_ILLEGAL_CHARS 1.054 2.022 1.446 1.453
-score HELO_DYNAMIC_ADELPHIA 2.178 1.788 1.368 0.768
-score HELO_DYNAMIC_ATTBI 3.172 3.506 3.759 0.961
-score HELO_DYNAMIC_CHELLO_NL 1.284 0.000 1.485 0.128
-score HELO_DYNAMIC_CHELLO_NO 1.273 0.176 0.605 0.497
-score HELO_DYNAMIC_COMCAST 3.040 3.370 7.014 1.404
-score HELO_DYNAMIC_DHCP 1.710 0.551 3.804 0.663
-score HELO_DYNAMIC_DIALIN 2.320 0.312 1.459 0.350
-score HELO_DYNAMIC_HCC 2.635 1.875 3.985 0.510
-score HELO_DYNAMIC_HEXIP 1.694 0.966 1.108 0.286
-score HELO_DYNAMIC_HOME_NL 1.677 0.693 1.810 0.380
-score HELO_DYNAMIC_IPADDR 3.520 2.649 6.793 1.707
-score HELO_DYNAMIC_IPADDR2 3.280 0.901 6.061 0.216
-score HELO_DYNAMIC_NTL 1.267 0.580 0.406 0.097
-score HELO_DYNAMIC_OOL 3.120 1.852 3.413 0.810
-score HELO_DYNAMIC_ROGERS 1.139 0.599 2.774 0.279
-score HELO_DYNAMIC_RR2 2.065 1.628 2.652 0.054
-score HELO_DYNAMIC_SPLIT_IP 2.616 0.791 0.791 0.782
-score HELO_DYNAMIC_VELOX 1.668 1.861 1.155 0.110
-score HELO_DYNAMIC_VTR 1.930 0.852 1.395 0.657
-score HELO_DYNAMIC_YAHOOBB 2.800 2.059 2.961 0.553
-score HG_HORMONE 1.924 1.036 3.540 0.293
-score HIDDEN_CHARGES 0.034 1.084 0.034 0.034
-score HIDE_WIN_STATUS 0.006 0.000 0.685 0.428
-score HOT_NASTY 0.306 0.636 1.343 0.902
-score HTML_00_10 1.046 0.493 0.836 0.768
-score HTML_10_20 1.133 0.311 1.367 0.001
-score HTML_20_30 1.044 0.599 1.222 0.450
-score HTML_30_40 0.744 0.195 0.030 0.288
-score HTML_40_50 0.438 0.161 0.139 0.020
-score HTML_50_60 0.893 0.129 0.328 0.236
-score HTML_60_70 0.516 0.067 0.056 0.155
-score HTML_70_80 0.006 0.000 0.001 0.003
-score HTML_80_90 0.003 0.000 0.018 0.003
-score HTML_90_100 0.010 0.413 0.010 0.007
-score HTML_ATTR_BAD 0.018 0.324 1.675 0.431
-score HTML_ATTR_UNIQUE 0.422 1.139 0.003 0.344
-score HTML_BACKHAIR_1 0.027 0.000 0.024 0.083
-score HTML_BACKHAIR_2 0.009 0.000 0.001 0.006
-score HTML_BACKHAIR_4 0.002 0.000 0.001 0.001
-score HTML_BACKHAIR_8 0.618 0.872 0.447 0.957
-score HTML_BADTAG_00_10 0.000 0.000 0.001 0.001
-score HTML_BADTAG_10_20 0.087 0.000 0.014 1.130
-score HTML_BADTAG_20_30 0.000 0.948 0.089 0.657
-score HTML_BADTAG_30_40 0.000 0.827 0.398 0.404
-score HTML_BADTAG_40_50 0.100 0.000 2.750 0.506
-score HTML_BADTAG_50_60 1.553 0.705 0.189 0.512
-score HTML_BADTAG_60_70 1.473 0.112 1.824 0.735
-score HTML_BADTAG_70_80 1.673 1.197 0.502 0.067
-score HTML_BADTAG_80_90 1.773 1.067 0.169 0.017
-score HTML_BADTAG_90_100 0.175 0.459 2.334 1.011
-score HTML_COMMENT_SAVED_URL 0.315 0.152 0.596 1.711
-score HTML_COMMENT_SHORT 0.062 0.451 0.001 0.509
-score HTML_COMMENT_SHOUTING 0.000 0.000 0.001 0.207
-score HTML_CONVERTED 0.227 0.531 2.029 0.446
-score HTML_EMBEDS 0.000 0.123 0.049 0.170
-score HTML_EVENT 0.000 0.000 0.001 0.001
-score HTML_EVENT_UNSAFE 0.000 0.000 0.001 0.001
-score HTML_FONT_BIG 0.000 0.163 0.027 0.278
-score HTML_FONT_FACE_BAD 0.000 0.027 0.046 0.138
-score HTML_FONT_FACE_CAPS 0.099 0.820 1.120 1.133
-score HTML_FONT_INVISIBLE 0.000 0.109 0.014 0.001
-score HTML_FONT_LOW_CONTRAST 0.592 1.029 0.606 1.966
-score HTML_FONT_SIZE_HUGE 1.807 1.058 3.129 0.387
-score HTML_FONT_SIZE_LARGE 1.068 0.642 4.384 1.339
-score HTML_FONT_SIZE_NONE 0.000 0.012 1.342 0.553
-score HTML_FONT_SIZE_TINY 0.000 0.738 0.002 0.318
-score HTML_FONT_TINY 1.558 0.490 0.002 0.717
-score HTML_FORMACTION_MAILTO 1.823 2.099 3.298 0.565
-score HTML_IMAGE_ONLY_04 3.080 3.043 5.836 1.701
-score HTML_IMAGE_ONLY_08 2.184 1.649 3.603 3.719
-score HTML_IMAGE_ONLY_12 2.133 1.390 3.291 2.338
-score HTML_IMAGE_ONLY_16 1.415 1.269 1.553 0.038
-score HTML_IMAGE_ONLY_20 1.248 0.705 0.945 1.525
-score HTML_IMAGE_ONLY_24 0.703 0.749 0.004 0.001
-score HTML_IMAGE_RATIO_02 1.437 0.001 1.029 0.001
-score HTML_IMAGE_RATIO_04 0.660 0.207 0.879 0.158
-score HTML_IMAGE_RATIO_06 0.171 0.000 0.021 0.001
-score HTML_IMAGE_RATIO_08 0.007 0.011 0.708 0.001
-score HTML_IMAGE_RATIO_10 0.013 0.000 0.023 0.001
-score HTML_IMAGE_RATIO_12 0.029 0.018 0.002 0.001
-score HTML_IMAGE_RATIO_14 0.000 0.000 0.001 0.001
-score HTML_JAVASCRIPT 0.000 0.000 0.001 0.001
-score HTML_LINK_CLICK_CAPS 0.005 0.000 0.001 0.054
-score HTML_LINK_CLICK_HERE 0.014 0.000 0.001 0.002
-score HTML_LINK_PUSH_HERE 1.048 0.400 4.214 0.575
-score HTML_MIME_NO_HTML_TAG 0.000 0.197 1.940 2.800
-score HTML_MISSING_CTYPE 1.173 0.326 4.998 0.984
-score HTML_NONELEMENT_00_10 0.000 0.000 0.001 0.001
-score HTML_NONELEMENT_10_20 0.002 0.000 0.001 0.001
-score HTML_NONELEMENT_20_30 0.202 0.070 0.001 1.251
-score HTML_NONELEMENT_30_40 0.000 0.002 0.016 0.270
-score HTML_NONELEMENT_40_50 0.002 0.000 0.001 0.011
-score HTML_NONELEMENT_50_60 0.000 0.000 0.001 0.539
-score HTML_NONELEMENT_60_70 0.281 0.719 3.217 0.823
-score HTML_NONELEMENT_70_80 0.305 0.426 2.951 0.702
-score HTML_NONELEMENT_80_90 0.041 0.555 1.456 0.651
-score HTML_NONELEMENT_90_100 1.356 0.886 4.208 0.689
-score HTML_OBFUSCATE_05_10 0.317 0.303 0.051 0.001
-score HTML_OBFUSCATE_10_20 0.896 0.492 4.607 1.163
-score HTML_OBFUSCATE_20_30 1.083 0.385 0.026 0.175
-score HTML_OBFUSCATE_30_40 2.544 2.331 2.622 0.943
-score HTML_OBFUSCATE_40_50 2.488 1.628 2.719 0.366
-score HTML_OBFUSCATE_50_60 2.524 1.002 4.312 0.718
-score HTML_OBFUSCATE_60_70 2.224 0.962 0.342 0.365
-score HTML_OBFUSCATE_70_80 2.093 0.777 1.533 0.037
-score HTML_OBFUSCATE_80_90 1.521 0.854 1.226 0.281
-score HTML_OBFUSCATE_90_100 1.355 0.371 0.288 0.464
-score HTML_SHORT_CENTER 2.543 0.030 3.942 0.417
-score HTML_SHORT_COMMENT 0.175 1.743 0.237 0.544
-score HTML_SHORT_LENGTH 0.316 0.629 1.327 0.864
-score HTML_SHOUTING3 0.033 0.000 0.007 0.154
-score HTML_SHOUTING4 0.002 0.000 0.004 1.588
-score HTML_SHOUTING5 0.067 0.000 3.299 0.533
-score HTML_SHOUTING6 0.004 0.179 0.001 0.123
-score HTML_SHOUTING7 0.346 0.458 1.036 0.274
-score HTML_SHOUTING9 0.000 0.240 4.004 0.543
-score HTML_TABLE_THICK_BORD 0.000 0.013 0.001 0.001
-score HTML_TAG_BALANCE_BODY 0.008 0.491 0.318 0.196
-score HTML_TAG_BALANCE_HEAD 0.003 0.773 0.001 0.153
-score HTML_TAG_BALANCE_HTML 0.024 0.000 0.042 0.001
-score HTML_TAG_EXIST_MARQUEE 2.114 1.450 5.007 0.234
-score HTML_TAG_EXIST_PARAM 0.000 0.007 0.049 0.082
-score HTML_TAG_EXIST_TBODY 0.833 0.155 0.239 0.013
-score HTML_TEXT_AFTER_BODY 0.136 0.037 0.315 0.001
-score HTML_TEXT_AFTER_HTML 0.022 0.011 0.247 0.001
-score HTML_TITLE_EMPTY 0.004 0.039 0.010 0.001
-score HTML_TITLE_EXTRA 0.000 0.000 0.001 0.146
-score HTML_TITLE_UNTITLED 0.125 0.256 0.188 0.184
-score HTML_WEB_BUGS 0.369 0.037 0.001 0.001
-score HTML_WIN_OPEN 0.000 0.000 0.001 0.001
-score HTTP_77 1.479 0.045 0.206 0.418
-score HTTP_CTRL_CHARS_HOST 1.440 1.608 1.440 1.440
-score HTTP_ESCAPED_HOST 0.022 0.150 0.001 0.005
-score HTTP_EXCESSIVE_ESCAPES 0.054 0.780 0.001 0.576
-score HTTP_WITH_EMAIL_IN_URL 0.000 0.000 0.001 0.001
-score IMPOTENCE 0.059 0.462 0.001 0.420
-score INFO_TLD 1.527 0.517 0.775 0.125
-score INITIAL_INVEST 0.521 0.181 0.521 0.521
-score INVALID_DATE 0.004 0.339 0.542 1.645
-score INVALID_DATE_TZ_ABSURD 0.264 0.000 4.238 1.251
-score INVALID_MSGID 1.080 1.489 0.863 1.142
-score INVALID_TZ_CST 0.735 0.712 1.997 0.510
-score INVALID_TZ_EST 1.469 2.297 2.955 0.910
-score INVALID_TZ_GMT 1.462 0.788 1.548 0.505
-score IP_LINK_PLUS 0.072 0.222 0.015 1.312
-score ITS_LEGAL 0.088 1.109 2.944 0.444
-score JAVASCRIPT_URI 0.000 0.000 0.001 0.001
-score JOIN_MILLIONS 0.022 0.386 0.855 0.301
-score JS_FROMCHARCODE 1.437 0.800 1.437 1.437
-score KOREAN_UCE_SUBJECT 2.320 2.655 5.635 1.800
-score LIMITED_TIME_ONLY 0.020 0.000 0.001 0.001
-score LINES_OF_YELLING 0.000 0.004 0.001 0.051
-score LINES_OF_YELLING_2 0.001 0.004 0.001 0.001
-score LINES_OF_YELLING_3 0.002 0.004 0.001 0.389
-score LINK_TO_NO_SCHEME 0.000 0.000 0.001 0.073
-score LIVE_PORN 0.146 0.466 0.146 0.146
-score LONGWORDS 2.514 2.354 4.552 4.006
-score LOTS_OF_STUFF 0.443 0.005 0.001 0.038
-score LOW_INTEREST 0.000 0.000 0.001 0.001
-score LOW_PAYMENT 0.000 0.000 0.161 0.555
-score LOW_PRICE 0.510 0.000 0.988 0.001
-score MAILTO_SUBJ_REMOVE 0.906 0.000 1.519 0.414
-score MAILTO_TO_REMOVE 0.821 0.000 0.536 1.260
-score MAILTO_TO_SPAM_ADDR 0.000 0.000 0.018 0.280
-score MAILTO_WITH_SUBJ 0.012 0.000 0.010 0.001
-score MAIL_IN_ORDER_FORM 1.398 0.433 1.398 1.398
-score MANY_EXCLAMATIONS 0.156 0.007 0.315 0.001
-score MARKETING_PARTNERS 1.887 0.754 1.664 1.197
-score MEET_SINGLES 1.680 0.001 3.797 0.053
-score MICRO_CAP_WARNING 1.520 0.367 1.520 1.520
-score MILLION_EMAIL 0.446 0.010 0.834 0.067
-score MILLION_USD 1.157 0.954 0.841 0.481
-score MIME_BASE64_BLANKS 0.585 0.863 2.022 0.565
-score MIME_BASE64_ILLEGAL 0.000 0.000 1.028 0.933
-score MIME_BASE64_LATIN 0.000 0.007 0.001 0.001
-score MIME_BASE64_NO_NAME 0.025 0.007 0.025 0.025
-score MIME_BASE64_TEXT 1.528 0.397 1.903 0.890
-score MIME_BOUND_DASH_DIGIT 0.000 0.000 0.001 0.001
-score MIME_BOUND_DD_DIGITS 3.600 4.230 8.610 2.784
-score MIME_BOUND_DIGITS_15 2.326 3.149 3.787 0.618
-score MIME_BOUND_MANY_HEX 2.000 2.350 8.319 2.239
-score MIME_BOUND_NEXTPART 0.285 0.099 0.909 0.690
-score MIME_BOUND_RKFINDY 2.080 2.355 2.331 0.546
-score MIME_HEADER_CTYPE_ONLY 0.280 0.483 0.001 0.002
-score MIME_HTML_MOSTLY 1.591 0.141 2.151 1.178
-score MIME_HTML_NO_CHARSET 0.000 0.008 0.001 0.006
-score MIME_HTML_ONLY 0.884 1.247 1.140 0.999
-score MIME_HTML_ONLY_MULTI 0.000 0.000 3.629 2.207
-score MIME_MISSING_BOUNDARY 0.000 0.143 1.354 1.992
-score MIME_QP_DEFICIENT 0.020 0.000 0.001 0.262
-score MIME_QP_EXCESSIVE 0.000 0.000 0.023 0.001
-score MIME_QP_LONG_LINE 0.027 0.045 0.001 0.001
-score MISSING_DATE 0.002 0.026 0.001 0.001
-score MISSING_HEADERS 0.000 0.000 2.113 1.797
-score MISSING_MIMEOLE 0.136 0.000 1.680 1.829
-score MISSING_OUTLOOK_NAME 0.000 0.000 0.001 0.012
-score MISSING_SUBJECT 1.797 1.406 1.425 1.160
-score ML_MARKETING 0.001 0.000 2.371 0.982
-score MONEY_BACK 0.852 0.040 0.001 0.001
-score MORE_SEX 2.240 1.793 0.001 0.001
-score MORTGAGE_BEST 0.859 0.871 1.007 0.272
-score MORTGAGE_PITCH 0.207 0.000 0.059 0.504
-score MORTGAGE_RATES 0.000 0.525 1.263 0.988
-score MPART_ALT_DIFF 1.319 1.724 2.451 1.484
-score MSGID_DOLLARS 3.040 3.201 2.456 1.889
-score MSGID_FROM_MTA_HEADER 0.072 0.028 0.252 0.946
-score MSGID_FROM_MTA_HOTMAIL 1.600 1.796 1.600 1.600
-score MSGID_FROM_MTA_ID 1.516 1.762 4.464 2.428
-score MSGID_NO_HOST 0.238 0.000 0.230 0.163
-score MSGID_OUTLOOK_INVALID 1.996 2.323 6.442 0.924
-score MSGID_RANDY 1.922 1.759 1.867 0.740
-score MSGID_SPAM_99X9XX99 1.125 0.529 0.716 0.026
-score MSGID_SPAM_ALPHA_NUM 2.640 2.844 4.759 1.970
-score MSGID_SPAM_CAPS 3.520 3.069 6.845 1.916
-score MSGID_SPAM_LETTERS 2.960 2.812 7.941 2.966
-score MSGID_SPAM_ZEROES 1.539 1.382 0.976 0.397
-score MSGID_YAHOO_CAPS 2.112 0.727 0.869 0.273
-score MULTI_FORGED 1.509 0.552 0.558 0.550
-score NASTY_GIRLS 0.244 0.430 1.852 0.288
-score NA_DOLLARS 2.080 2.226 7.734 1.728
-score NIGERIAN_BODY1 2.426 2.914 6.585 2.524
-score NIGERIAN_BODY2 2.039 0.650 1.366 1.613
-score NIGERIAN_BODY3 0.344 1.399 2.252 0.410
-score NIGERIAN_BODY4 1.827 1.204 2.069 0.506
-score NIGERIAN_SUBJECT2 1.348 1.699 1.348 1.348
-score NORMAL_HTTP_TO_IP 0.354 0.115 0.474 0.001
-score NOT_ADVISOR 2.160 2.446 3.324 0.559
-score NO_COST 0.223 0.007 0.345 0.008
-score NO_CREDIT_CHECK 0.000 0.001 0.850 0.042
-score NO_DISAPPOINTMENT 0.000 1.404 0.001 0.001
-score NO_EXPERIENCE 0.000 0.000 0.001 0.246
-score NO_FEE 0.000 0.000 0.061 0.438
-score NO_FORMS 1.607 0.999 4.530 0.306
-score NO_MEDICAL 1.440 1.421 1.440 1.440
-score NO_OBLIGATION 0.709 0.468 1.173 0.356
-score NO_PURCHASE 0.000 0.000 0.001 0.001
-score NO_QS_ASKED 0.103 0.892 2.297 0.505
-score NO_RDNS_DOTCOM_HELO 0.025 0.031 0.001 0.001
-score NO_REAL_NAME 0.128 0.028 0.003 0.243
-score NUMERIC_HTTP_ADDR 1.545 1.348 4.029 0.655
-score OBFUSCATING_COMMENT 1.297 1.197 4.434 1.153
-score OBSCURED_EMAIL 2.513 3.196 2.134 1.630
-score OFFSHORE_SCAM 0.000 0.538 3.099 0.840
-score ONE_TIME 0.003 0.000 0.001 0.001
-score ONE_TIME_MAILING 0.000 0.000 0.031 0.001
-score ONLINE_PHARMACY 2.405 0.208 2.593 0.319
-score OPTING_OUT 0.191 0.548 0.689 0.933
-score OPTING_OUT_CAPS 0.290 0.051 0.143 0.625
-score ORDER_NOW 0.022 0.000 0.051 0.001
-score PERCENT_RANDOM 1.881 2.247 3.796 0.723
-score PLING_PLING 0.248 0.357 0.300 0.085
-score PLING_QUERY 0.449 1.146 0.382 0.513
-score PORN_15 1.656 1.949 3.084 0.369
-score PORN_16 0.454 0.717 2.074 0.228
-score PORN_CELEBRITY 0.772 1.539 0.772 0.772
-score PORN_URL_MISC 1.322 0.684 6.988 0.371
-score PORN_URL_SEX 1.461 1.289 0.405 0.001
-score PORN_URL_SLUT 1.079 0.915 1.007 0.165
-score PREST_NON_ACCREDITED 1.457 1.066 1.457 1.457
-score PRIORITY_NO_NAME 1.516 1.188 2.195 1.254
-score RATWARE_EGROUPS 2.205 0.764 2.301 0.070
-score RATWARE_GECKO_BUILD 0.469 0.749 2.090 0.423
-score RATWARE_HASH_2 0.005 0.000 0.008 0.139
-score RATWARE_HASH_2_V2 1.553 1.074 0.008 0.072
-score RATWARE_HASH_DASH 0.280 0.071 1.129 0.168
-score RATWARE_MOZ_MALFORMED 0.925 1.240 0.628 0.408
-score RATWARE_NETIP 1.742 0.786 0.640 0.170
-score RATWARE_OE_MALFORMED 2.014 2.327 1.942 0.833
-score RATWARE_RCVD_AT 2.560 1.116 1.628 1.014
-score RATWARE_RCVD_LC_ESMTP 1.755 1.258 5.934 0.197
-score RATWARE_RCVD_PF 2.880 3.384 7.796 5.184
-score RATWARE_STORM_URI 2.000 2.350 4.915 0.952
-score RATWARE_ZERO_TZ 3.022 1.923 4.070 0.407
-score RCVD_AM_PM 1.496 0.974 2.197 0.180
-score RCVD_BONUS_SPC_DATE 1.191 0.718 1.191 1.191
-score RCVD_BY_IP 0.038 0.040 0.001 0.701
-score RCVD_DOUBLE_IP_LOOSE 0.093 0.007 0.001 0.005
-score RCVD_DOUBLE_IP_SPAM 3.520 3.906 6.781 1.863
-score RCVD_FAKE_HELO_DOTCOM 0.685 0.046 1.721 1.803
-score RCVD_HELO_IP_MISMATCH 1.811 0.947 1.714 0.001
-score RCVD_ILLEGAL_IP 1.439 1.387 5.037 1.704
-score RCVD_NUMERIC_HELO 1.014 1.645 3.320 3.382
-score RECEIVE_OFFER 0.895 0.895 0.002 0.001
-score REFINANCE_NOW 0.936 0.006 0.515 0.310
-score REFINANCE_YOUR_HOME 1.227 0.597 1.919 0.289
-score REMOVE_FROM_LIST 0.000 0.043 0.001 0.001
-score REMOVE_PAGE 0.161 0.501 0.001 0.001
-score REMOVE_POSTAL 1.520 1.496 1.520 1.520
-score REPLY_TO_EMPTY 1.280 1.503 1.280 1.280
-score REPLY_TO_ULINE_NUMS 0.000 0.000 3.853 0.647
-score RESISTANCE_IS_FUTILE 1.520 1.786 4.389 0.689
-score REVERSE_AGING 1.492 1.503 0.001 0.200
-score RICH 0.000 0.211 0.009 0.001
-score RISK_FREE 0.027 0.393 0.001 0.004
-score ROUND_THE_WORLD_LOCAL 1.511 0.227 5.036 0.455
-score SATIS_GUAR 0.778 0.001 0.001 0.001
-score SAVE_MONEY 0.000 0.000 0.001 0.001
-score SAVE_THOUSANDS 1.053 1.428 1.090 0.001
-score SAVE_UP_TO 0.000 0.000 0.001 0.001
-score SAVINGS 0.001 0.000 0.519 0.226
-score SEDUCTION 1.464 1.677 2.670 0.032
-score SEE_FOR_YOURSELF 0.388 0.185 0.195 0.600
-score SELECTED_YOU 1.597 1.684 4.078 0.298
-score SENT_IN_COMPLIANCE 1.520 1.696 0.511 0.294
-score SOMETHING_FOR_ADULTS 0.826 1.543 1.987 0.537
-score SOME_BREAKTHROUGH 0.715 1.853 2.302 0.580
-score SORTED_RECIPS 0.693 0.942 4.380 2.266
-score START_NOW_CAPS 1.272 1.435 1.272 1.272
-score STOCK_ALERT 2.112 1.716 3.786 0.530
-score STOCK_PICK 0.052 0.118 0.052 0.052
-score STRONG_BUY 2.880 3.384 7.469 0.857
-score SUBJECT_DIET 0.289 0.484 0.001 0.542
-score SUBJECT_DRUG_GAP_C 1.523 1.749 0.612 0.723
-score SUBJECT_DRUG_GAP_L 2.002 2.726 1.459 0.124
-score SUBJECT_DRUG_GAP_P 1.020 0.834 2.612 0.829
-score SUBJECT_DRUG_GAP_S 1.863 1.180 3.770 0.764
-score SUBJECT_DRUG_GAP_VA 1.468 1.548 0.780 0.321
-score SUBJECT_DRUG_GAP_VIA 2.351 0.299 3.431 0.642
-score SUBJECT_DRUG_GAP_VIC 2.489 2.854 1.430 0.579
-score SUBJECT_DRUG_GAP_X 2.552 2.120 0.647 0.543
-score SUBJECT_SEXUAL 2.160 2.538 7.272 2.760
-score SUBJ_2_CREDIT 0.000 0.444 0.269 0.463
-score SUBJ_2_NUM_PARENS 0.538 0.744 1.391 0.324
-score SUBJ_ALL_CAPS 0.522 0.203 0.176 1.655
-score SUBJ_AS_SEEN 1.188 1.624 0.822 0.154
-score SUBJ_BUY 0.344 0.278 0.261 0.306
-score SUBJ_DOLLARS 1.993 0.987 0.384 0.008
-score SUBJ_FOR_ONLY 0.984 1.219 2.286 0.136
-score SUBJ_FREE_CAP 0.176 0.009 0.040 0.001
-score SUBJ_GUARANTEED 1.703 1.274 3.195 0.535
-score SUBJ_HAS_SPACES 1.763 0.698 6.829 1.684
-score SUBJ_HAS_UNIQ_ID 0.520 1.184 0.058 1.273
-score SUBJ_ILLEGAL_CHARS 2.810 2.613 0.205 0.873
-score SUBJ_LIFE_INSURANCE 1.791 2.038 2.839 0.378
-score SUBJ_YOUR_DEBT 1.760 1.982 1.431 1.608
-score SUBJ_YOUR_FAMILY 1.644 0.000 3.439 0.248
-score SUBJ_YOUR_OWN 0.876 1.313 1.125 0.289
-score SUB_FREE_OFFER 0.116 0.015 0.074 0.001
-score SUB_HELLO 1.409 1.251 2.936 1.203
-score SUSPICIOUS_RECIPS 1.161 1.205 2.625 1.697
-score TARGETED 0 0.834 0.001 0.001
-score TERRA_ES 0.003 1.786 0.740 0.625
-score THE_BEST_RATE 0.049 0.892 0.027 0.003
-score TO_ADDRESS_EQ_REAL 0.000 0.335 0.001 0.001
-score TO_MALFORMED 1.022 2.213 3.055 0.982
-score TO_NO_USER 0.377 0.159 0.001 0.096
-score TRACKER_ID 1.373 1.247 1.482 1.832
-score UNCLAIMED_MONEY 0.903 1.628 5.334 0.895
-score UNDISC_RECIPS 1.188 1.485 0.809 2.090
-score UNIQUE_WORDS 2.791 2.500 3.987 1.612
-score UNIVERSITY_DIPLOMAS 2.052 0.644 0.114 0.173
-score UNRESOLVED_TEMPLATE 1.409 0.748 3.836 0.719
-score UPPERCASE_25_50 0.200 0.063 0.041 0.260
-score UPPERCASE_50_75 0.446 1.086 2.246 0.867
-score UPPERCASE_75_100 0.014 0.766 1.521 0.598
-score URG_BIZ 0.005 0.129 1.445 0.110
-score URI_4YOU 1.053 1.972 0.097 0.297
-score URI_AFFILIATE 1.894 0.090 1.637 1.881
-score URI_IS_POUND 0.000 0.326 0.001 0.001
-score URI_LONG_HOSTNAME 0.000 0.000 5.980 0.366
-score URI_OFFERS 0.805 0.294 0.002 0.819
-score URI_REDIRECTOR 0.000 0.000 0.013 0.001
-score USERPASS 0.191 0.255 0.213 1.608
-score US_DOLLARS_2 0.000 0.020 0.009 0.682
-score US_DOLLARS_3 0.525 0.261 0.096 0.312
-score VIA_GAP_GRA 2.800 3.056 6.177 0.035
-score WEIRD_PORT 0.097 0.016 0.637 0.507
-score WEIRD_QUOTING 1.138 1.302 4.006 0.192
-score WE_HONOR_ALL 1.658 1.763 5.455 0.401
-score WHILE_SUPPLIES 0.000 0.000 0.001 0.001
-score WHILE_YOU_SLEEP 0.700 0.254 0.501 0.486
-score WHY_PAY_MORE 0.659 0.000 0.582 0.422
-score WHY_WAIT 2.320 2.021 0.049 0.001
-score WITH_LC_SMTP 1.600 0.290 2.333 0.448
-score WORK_AT_HOME 0.000 0.000 0.486 0.001
-score WRINKLES 1.693 2.057 2.239 0.093
-score X_AUTH_WARN_FAKED 1.547 2.135 2.098 0.575
-score X_ESMTP 0.000 0.000 0.001 0.001
-score X_LIBRARY 1.607 1.548 2.688 0.901
-score X_MESSAGE_INFO 3.600 4.077 7.503 2.253
-score X_MSMAIL_PRIORITY_HIGH 0.193 0.007 0.298 0.001
-score X_ORIG_IP_NOT_IPV4 0.096 0.804 2.698 0.061
-score X_PRIORITY_HIGH 0.068 0.021 1.340 2.458
-score YAHOO_DRS_REDIR 1.741 0.955 4.121 0.036
-score YAHOO_RD_REDIR 1.178 0.159 1.693 0.286
-score YOUR_INCOME 0.435 0.715 0.490 0.848
-score YOU_CAN_SEARCH 1.111 0.544 1.084 0.411
-score YOU_WON 0.150 0.448 3.360 0.091
-score AOL_USERS_LINK 0.001
-score APPLY_FREE 0.001
-score APPLY_ONLINE 0.001
-score BANG_BOSS 0.001
-score BILL_SECTION 0.001
-score BTAMAIL_HEADER 0.001
-score BTAMAIL_URL 0.001
-score BUGGY_CGI 0.001
-score BUY_JUDGEMENTS 0.001
-score BZ_TLD 0.001
-score CABLE_CONVERTER 0.001
-score CANNOT_BE_SPAM 0.001
-score CHANGE_TERMS 0.001
-score COPY_ACCURATELY 0.001
-score CREDITORS_CALLING 0.001
-score DATE_YEAR_ZERO_FIRST 0.001
-score DIG_UP_INFO 0.001
-score DRUG_ED_HERBAL 0.001
-score EARNINGS 0.001
-score EXCUSE_21 0.001
-score EXCUSE_22 0.001
-score FAKE_HELO_CARAMAIL 0.001
-score FAKE_HELO_EMAIL_COM 0.001
-score FAKE_HELO_MAILCITY 0.001
-score FORGED_AOL_RCVD 0.001
-score FORGED_GW05_RCVD 0.001
-score FORGED_JUNO_FROM 0.001
-score FORGED_MUA_APPLEMAIL 0.001
-score FORGED_MUA_MSN 0.001
-score FORGED_MX_HOTMAIL 0.001
-score FORGED_RCVD_FROM_NUM 0.001
-score FORGED_YAHOO_RCVD_SMTP 0.001
-score FREE_GRANT 0.001
-score FREE_INSTALL 0.001
-score FREE_INVESTMENT 0.001
-score FREE_PASSWORD 0.001
-score FRIEND_AT_PUBLIC 0.001
-score FRIEND_PUBLIC 0.001
-score FROM_HAS_MIXED_NUMS2 0.001
-score FURTHER_TRANSMISSIONS 0.001
-score GET_STARTED_NOW 0.001
-score HELO_DYNAMIC_TDS 0.001
-score HELO_DYNAMIC_TELIA 0.001
-score HELO_DYNAMIC_VIRTUA 0.001
-score HIDDEN_ASSETS 0.001
-score HTML_ALL_CAPS 0.001
-score HTML_SHOUTING8 0.001
-score HTTP_ENTITIES_HOST 0.001
-score IDENT_NOBODY 0.001
-score ID_UNIQUE 0.001
-score INCOME 0.001
-score INTL_DRIVERS_LICENSE 0.001
-score INVALUABLE_MARKETING 0.001
-score JAPANESE_UCE_SUBJECT 0.001
-score JODY 0.001
-score LESBIAN 0.001
-score LONG_DISTANCE 0.001
-score LOTS_OF_CC_LINES 0.001
-score LYING_EYES 0.001
-score MDAEMON_2_7_4 0.001
-score MEGA_SITE 0.001
-score MIME_BOUND_DIGITS_4 0.001
-score MIME_BOUND_DIGITS_7 0.001
-score MIME_BOUND_HEX_24 0.001
-score MIME_BOUND_MA 0.001
-score MIME_QP_NO_CHARSET 0.001
-score MORTGAGE_LINKS 0.001
-score MORTGAGE_NETWORK 0.001
-score MORTGAGE_WAITING 0.001
-score MSGID_3_DOLLARS 0.001
-score MSGID_4NUMS_DOLLAR 0.001
-score MSGID_SPAM_1 0.001
-score MSGID_SPAM_6LETTER 0.001
-score MSGID_THREESIXSIX 0.001
-score MULTI_REMOVAL_1WORD 0.001
-score NEVER_ANOTHER 0.001
-score NEW_CUSTOMER 0.001
-score NIGERIAN_BODY_GOVT_3 0.001
-score NIGERIAN_SCAM_VIRTUE 0.001
-score NIGERIAN_SUBJECT1 0.001
-score NIGERIAN_SUBJECT6 0.001
-score NONEXISTENT_CHARSET 0.001
-score NONSECURED_CREDIT 0.001
-score NOT_INTENDED 0.001
-score NOT_ML_MARKETING 0.001
-score NO_CATCH 0.001
-score NO_GIMMICK 0.001
-score NO_INVENTORY 0.001
-score NO_INVESTMENT 0.001
-score NO_MIDDLEMAN 0.001
-score NO_SELLING 0.001
-score ONCE_IN_LIFETIME 0.001
-score ORDER_REPORT 0.001
-score OUR_AFFILIATE_PARTNERS 0.001
-score OUR_STRICT_ANTI 0.001
-score PAY_SITE 0.001
-score PORN_URL_PANT 0.001
-score PRIORITY_MAIL 0.001
-score RATWARE_BAD_REFS 0.001
-score RATWARE_DIFFOND 0.001
-score RATWARE_EMPTY_HELO 0.001
-score RATWARE_EVAMAIL 0.001
-score RATWARE_IMKTG 0.001
-score RATWARE_JPFREE 0.001
-score RATWARE_MMAILER 0.001
-score RATWARE_OE_PI 0.001
-score RATWARE_SCREWUP_1 0.001
-score RATWARE_VC_IPA 0.001
-score RATWARE_XMAILER 0.001
-score RCVD_6_CAPS_ESMTP_ID 0.001
-score RCVD_BY_QVES_COM 0.001
-score READ_TO_END 0.001
-score RECEIVED_CACHEFLOW 0.001
-score RECEIVED_IDENT_SQUID 0.001
-score RUSSIAN_UCE_SUBJECT 0.001
-score SAFEGUARD_NOTICE 0.001
-score SERIOUS_ONLY 0.001
-score SEX_FEST 0.001
-score STOP_SNORING 0.001
-score SUBJ_DOUBLE_YOUR 0.001
-score SUBJ_FREE_INSTANT 0.001
-score SUBJ_HAS_TIME_ID 0.001
-score SUBJ_NOW_ONLY 0.001
-score SUBJ_RIPPED 0.001
-score THIS_IS_AN_AD 0.001
-score TO_EMPTY 0.001
-score TO_FILENAME 0.001
-score TO_INVESTORS 0.001
-score TO_RECIP_MARKER 0.001
-score TO_TXT 0.001
-score UP_TO_OR_MORES 0.001
-score USERNAME_IN_SUBJECT 0.001
-score USE_IDENTITY 0.001
-score VAR_REF_IN_RECEIVED 0.001
-score WALAA 0.001
-score WEALTH 0.001
-score WE_HATE_SPAM2 0.001
-score X_ENC_PRESENT 0.001
-score X_LIST_UNSUBSCRIBE 0.001
-score X_MAILER_GIBBERISH 0.001
-score X_MAIL_ID_PRESENT 0.001
-score X_PMFLAGS_PRESENT 0.001
-score X_PRECEDENCE_REF 0.001
-score X_PRI_MISMATCH_HI 0.001
-score X_SERV_HOST_PRESENT 0.001
-score X_STORMPOST_TO 0.001
-score YAHOO_SRD_REDIR 0.001
-score DNS_FROM_RFC_DSN 0 0.000 0 0.013
-score NO_DNS_FOR_FROM 0 1.105 0 1.650
-score ROUND_THE_WORLD 0 1.638 0 0.299
-score DIGEST_MULTIPLE 0 0.435 0 0.001
-score RAZOR2_CHECK 0 0.213 0 0.626
-score RAZOR2_CF_RANGE_11_50 0 0.042 0 0.019
-score RAZOR2_CF_RANGE_51_100 0 1.587 0 2.136
-score DCC_CHECK 0 1.489 0 0.155
-score PYZOR_CHECK 0 1.935 0 0.648
-score RCVD_IN_BL_SPAMCOP_NET 0 1.783 0 1.603
-score RCVD_IN_DSBL 0 2.767 0 2.900
-score RCVD_IN_NJABL_CGI 0 0.1 0 0.100
-score RCVD_IN_NJABL_DUL 0 1.580 0 1.708
-score RCVD_IN_NJABL_MULTI 0 0.101 0 0.101
-score RCVD_IN_NJABL_PROXY 0 1.186 0 2.342
-score RCVD_IN_NJABL_RELAY 0 1.133 0 0.824
-score RCVD_IN_NJABL_SPAM 0 0.899 0 0.951
-score RCVD_IN_RFC_IPWHOIS 0 1.233 0 1.209
-score RCVD_IN_RSL 0 1.043 0 0.428
-score RCVD_IN_SBL 0 0.814 0 0.875
-score RCVD_IN_SORBS_BLOCK 0 0.001 0 0.001
-score RCVD_IN_SORBS_DUL 0 0.067 0 0.092
-score RCVD_IN_SORBS_HTTP 0 0.000 0 1.203
-score RCVD_IN_SORBS_MISC 0 0.118 0 0.004
-score RCVD_IN_SORBS_SMTP 0 1.630 0 0.382
-score RCVD_IN_SORBS_SOCKS 0 1.603 0 0.927
-score RCVD_IN_SORBS_WEB 0 0.000 0 0.353
-score RCVD_IN_SORBS_ZOMBIE 0 0.948 0 0.918
-score RCVD_IN_XBL 0 2.333 0 4.923
-score DNS_FROM_AHBL_RHSBL 0 0.025 0 0.469
-score DNS_FROM_RFC_ABUSE 0 0.135 0 0.454
-score DNS_FROM_RFC_BOGUSMX 0 1.099 0 1.701
-score DNS_FROM_RFC_POST 0 1.470 0 0.687
-score DNS_FROM_RFC_WHOIS 0 0.502 0 0.001
-score URIBL_SBL 0 0.765 0 1.723
-score URIBL_SC_SURBL 0 3.831 0 3.752
-score URIBL_WS_SURBL 0 0.652 0 1.823
-score URIBL_PH_SURBL 0 0.689 0 1.0
-score URIBL_OB_SURBL 0 1.792 0 1.000
-score URIBL_AB_SURBL 0 2.508 0 1.000
-score BAYES_00 0 0 -9.983 -2.599
-score BAYES_05 0 0 -9.556 -0.413
-score BAYES_10 0 0 -3.671 -1.951
-score BAYES_25 0 0 -12.511 -1.096
-score BAYES_50 0 0 0.001 0.001
-score BAYES_75 0 0 1.155 0.372
-score BAYES_90 0 0 1.329 2.087
-score BAYES_95 0 0 1.365 2.063
-score BAYES_99 0 0 1.673 1.886
+score ACCEPT_CREDIT_CARDS 0.360 0.000 1.332 0.399
+score ACT_NOW_CAPS 0.222 0.002 0.426 0.093
+score ADDRESS_IN_SUBJECT 1.296 1.409 1.866 1.804
+score ADDR_FREE 0.194 0.078 1.038 1.832
+score ADDR_NUMS_AT_BIGSITE 0.072 0.748 0.112 0.081
+score ALL_CAPS_GUAR 0.000 0 0.000 0.004 # n=1
+score ALL_CAP_FOR_ADULTS 0 0 0.001 0.000 # n=0 n=1
+score ALL_NATURAL 2.640 1.828 2.246 1.061
+score ALL_TRUSTED -2.400 -2.820 -2.867 -3.300
+score AMATEUR_PORN 1.397 0.769 1.615 1.744
+score AMAZING_STUFF 0.949 1.269 0.069 0.102
+score AOL_USERS_LINK 0 0 0.034 0.109 # n=0 n=1
+score APPLY_FREE 0 # n=0 n=1 n=2 n=3
+score APPLY_ONLINE 0 # n=0 n=1 n=2 n=3
+score AS_SEEN_ON 0.393 0.320 0.613 0.020
+score BAD_CREDIT 1.161 0.252 0.817 0.000
+score BANG_BOSS 0 # n=0 n=1 n=2 n=3
+score BANG_EXERCISE 1.450 1.993 1.662 1.442
+score BANG_GUAR 0.297 0 0.254 0.000 # n=1
+score BANG_MONEY 0 0.003 0.014 0.000 # n=0
+score BANG_MORE 0.287 0 0.294 0.000 # n=1
+score BANG_OPRAH 0.666 0.212 1.717 1.975
+score BANG_QUOTE 1.680 1.880 1.942 1.964
+score BANKRUPTCY 0.249 1.088 1.112 0.489
+score BARELY_LEGAL 0 0.000 0.000 0.014 # n=0
+score BARGAIN_URL 1.503 1.520 1.686 1.833
+score BAYES_00 0 0 -1.665 -2.599 # n=0 n=1
+score BAYES_05 0 0 -0.925 -0.413 # n=0 n=1
+score BAYES_10 0 0 -0.730 -1.951 # n=0 n=1
+score BAYES_25 0 0 -0.276 -1.096 # n=0 n=1
+score BAYES_50 0 0 1.567 0.001 # n=0 n=1
+score BAYES_75 0 0 3.515 0.372 # n=0 n=1
+score BAYES_90 0 0 3.608 2.087 # n=0 n=1
+score BAYES_95 0 0 3.514 2.063 # n=0 n=1
+score BAYES_99 0 0 4.070 1.886 # n=0 n=1
+score BEEN_TURNED_DOWN 1.336 1.266 1.682 1.890
+score BEST_PORN 0.566 0.263 0.044 0.000
+score BE_BOSS 1.512 0.145 1.847 1.648
+score BILLION_DOLLARS 0.193 1.185 0.407 0.134
+score BILL_1618 0.994 1.692 1.798 1.895
+score BILL_SECTION 0 # n=0 n=1
+score BIZ_TLD 2.167 0.527 2.434 2.288
+score BLANK_LINES_70_80 1.668 1.127 0.745 1.515
+score BLANK_LINES_80_90 0.046 0 0.216 0.000 # n=1
+score BLANK_LINES_90_100 1.490 1.750 1.877 1.996
+score BODY_ENHANCEMENT 0.151 0.481 0.070 0.000
+score BODY_ENHANCEMENT2 0.814 0.845 0.109 0.000
+score BTAMAIL_HEADER 0 # n=0 n=1 n=2 n=3
+score BTAMAIL_URL 0 # n=0 n=1 n=2 n=3
+score BUGGY_CGI 0 # n=0 n=1 n=2 n=3
+score BUY_DIRECT 1.502 1.779 1.757 1.663
+score BUY_JUDGEMENTS 0 # n=0 n=1 n=2 n=3
+score BZ_TLD 0 # n=0 n=1 n=2 n=3
+score CABLE_CONVERTER 0 # n=0 n=1 n=2 n=3
+score CANNOT_BE_SPAM 0 0 1.546 1.769 # n=0 n=1
+score CASHCASHCASH 0 # n=0 n=1
+score CELL_PHONE_FREE 1.280 1.476 1.571 0.922
+score CELL_PHONE_IMPROVE 0.771 0.812 1.655 1.031
+score CHANGE_TERMS 0 # n=0 n=1 n=2 n=3
+score CHINA_HEADER 1.840 1.911 2.312 2.386
+score CLICK_BELOW 0.026 0.000 0.000 0.011
+score CLICK_BELOW_CAPS 0.135 0.000 0.001 0.112
+score CLICK_TO_REMOVE_1 0.050 0.000 0.192 0.791
+score COMPETE 1.600 1.791 1.804 2.050
+score COMPLETELY_FREE 0.086 0 0.840 0.026 # n=1
+score CONFIDENTIAL_ORDER 1.920 1.196 1.889 1.266
+score CONFIRMED_FORGED 1.822 2.350 1.984 2.251
+score CONGRATULATIONS 0.002 0.000 0.486 0.272
+score CONSOLIDATE_DEBT 0.886 0.653 0.000 0.245
+score COPY_ACCURATELY 0 0 1.324 0 # n=0 n=1 n=3
+score CREDITORS_CALLING 0 # n=0 n=1 n=2 n=3
+score CREDIT_CARD 0.030 0.896 0.032 0.310
+score CUM_SHOT 0.355 1.732 0.943 0.000
+score DATE_IN_FUTURE_03_06 1.288 0.072 2.052 0.847
+score DATE_IN_FUTURE_06_12 1.040 1.202 1.153 1.300
+score DATE_IN_FUTURE_12_24 2.118 2.329 2.863 3.031
+score DATE_IN_FUTURE_24_48 2.023 2.046 2.301 2.314
+score DATE_IN_FUTURE_48_96 2.080 2.296 2.498 2.689
+score DATE_IN_FUTURE_96_XX 1.393 1.428 1.930 1.962
+score DATE_IN_PAST_03_06 0.025 0 0.127 0.007 # n=1
+score DATE_IN_PAST_06_12 0.301 0.211 0.918 0.000
+score DATE_IN_PAST_12_24 0.374 0 0.571 0.703 # n=1
+score DATE_IN_PAST_24_48 0.000 0.302 0.133 0.089
+score DATE_IN_PAST_48_96 0.034 0.257 0.222 0.001
+score DATE_IN_PAST_96_XX 0.505 1.082 0.979 1.360
+score DATE_SPAMWARE_Y2K 2.958 2.888 3.384 3.911
+score DATE_YEAR_ZERO_FIRST 0 # n=0 n=1 n=2 n=3
+score DCC_CHECK 0 1.373 0 2.169 # n=0 n=2
+score DEAR_FRIEND 0.542 0.766 1.288 0.070
+score DEAR_SOMETHING 1.059 0.803 1.577 1.578
+score DEEP_DISC_MEDS 2.480 1.211 2.573 2.626
+score DIET_1 0.671 0.365 0.274 0.000
+score DIET_2 0.545 0.001 1.034 0.316
+score DIET_3 1.794 1.061 1.835 2.073
+score DIGEST_MULTIPLE 0 0.231 0 0.098 # n=0 n=2
+score DIG_UP_INFO 0 # n=0 n=1 n=2 n=3
+score DIRECT_EMAIL 0 0.019 0.015 0.022 # n=0
+score DISGUISE_PORN 1.490 1.835 0.798 0.030
+score DNS_FROM_AHBL_RHSBL 0 0.070 0 0.295 # n=0 n=2
+score DNS_FROM_RFC_ABUSE 0 0.374 0 0.000 # n=0 n=2
+score DNS_FROM_RFC_BOGUSMX 0 1.463 0 2.630 # n=0 n=2
+score DNS_FROM_RFC_DSN 0 # n=0 n=1 n=2
+score DNS_FROM_RFC_POST 0 1.376 0 1.614 # n=0 n=2
+score DNS_FROM_RFC_WHOIS 0 0.492 0 0.296 # n=0 n=2
+score DOMAIN_4U2 1.508 1.783 1.935 1.588
+score DOMAIN_RATIO 2.552 1.360 2.534 3.176
+score DO_IT_TODAY 0.036 0.047 0.000 0.000
+score DRUGS_ANXIETY 2.823 0 0.205 0.095 # n=1
+score DRUGS_ANXIETY_EREC 0 0 0.024 0.038 # n=0 n=1
+score DRUGS_ANXIETY_OBFU 3.440 3.964 3.885 3.490
+score DRUGS_DEPRESSION 0 # n=0 n=1
+score DRUGS_DEPR_EREC 0 # n=0 n=1
+score DRUGS_DIET 0.771 0.415 0.059 0.000
+score DRUGS_DIET_EREC 0 # n=0
+score DRUGS_DIET_OBFU 2.345 0.763 2.704 2.748
+score DRUGS_DIET_PAIN 0 0.011 0.004 0.000 # n=0
+score DRUGS_ERECTILE 1.250 0.026 0.804 0.216
+score DRUGS_ERECTILE_OBFU 2.090 0.832 2.390 0.877
+score DRUGS_MANYKINDS 0.031 2.734 0.005 0.000
+score DRUGS_MUSCLE 0.007 0.169 0.000 0.000
+score DRUGS_PAIN 2.871 0.041 1.358 0.126
+score DRUGS_PAIN_EREC 0 # n=0 n=1
+score DRUGS_PAIN_OBFU 3.155 2.431 3.449 3.176
+score DRUGS_SLEEP 0.320 0.107 0.053 0.000
+score DRUGS_SLEEP_EREC 3.360 2.719 2.959 3.340
+score DRUGS_SMEAR1 0.515 1.522 0.475 2.351
+score DRUG_DOSAGE 0.342 0.608 0.405 0.862
+score DRUG_ED_CAPS 0.122 1.535 0.000 0.185
+score DRUG_ED_COMBO 1.000 0.183 1.415 1.636
+score DRUG_ED_GENERIC 1.933 1.181 0.000 1.128
+score DRUG_ED_HERBAL 0 # n=0 n=1 n=2 n=3
+score DRUG_ED_ONLINE 0.553 1.820 1.097 2.300
+score DRUG_ED_SILD 1.856 0.421 1.597 1.666
+score EARNINGS 0 0 1.642 1.675 # n=0 n=1
+score EARN_MONEY 0 0.000 0.006 0.000 # n=0
+score EARN_PER_WEEK 1.360 0.856 1.757 1.896
+score EMAIL_ROT13 2.720 1.474 2.934 3.105
+score ENGLISH_UCE_SUBJECT 2.080 0.336 2.127 0.110
+score ENTITY_DEC_ALPHANUM 0.012 0 2.686 2.716 # n=1
+score ENTITY_DEC_OTHER 0 # n=0 n=1
+score ENTITY_DEC_SPACE 0 # n=0 n=1
+score EXCUSE_1 0 0.000 0.074 0.132 # n=0
+score EXCUSE_10 0.071 0.380 0.039 0.024
+score EXCUSE_11 0.036 0 0.011 0.000 # n=1
+score EXCUSE_12 0.153 0 0.354 0.197 # n=1
+score EXCUSE_15 0 # n=0
+score EXCUSE_19 0.056 0.357 0.021 0.000
+score EXCUSE_21 0 # n=0 n=1 n=2 n=3
+score EXCUSE_22 0 # n=0 n=1 n=2 n=3
+score EXCUSE_23 1.840 2.088 2.312 2.400
+score EXCUSE_24 1.440 1.272 1.874 2.080
+score EXCUSE_3 0 0.098 0.015 0.116 # n=0
+score EXCUSE_4 1.145 1.775 1.443 1.119
+score EXCUSE_6 1.444 0.734 1.782 1.696
+score EXCUSE_7 0 0.152 0.010 0.018 # n=0
+score EXCUSE_REMOVE 0.043 0 0.513 0.310 # n=1
+score EXTRA_CASH 0.117 0.987 0.629 0.447
+score EXTRA_MPART_TYPE 0 0.222 0.000 0.000 # n=0
+score FAKED_UNDISC_RECIPS 1.287 0.565 1.431 1.602
+score FAKE_HELO_CARAMAIL 0 # n=0 n=1 n=2 n=3
+score FAKE_HELO_EMAIL_COM 0 0 0 1.537 # n=0 n=1 n=2
+score FAKE_HELO_EUDORAMAIL 1.520 0.907 0 0 # n=2 n=3
+score FAKE_HELO_EXCITE 1.840 2.127 2.127 2.074
+score FAKE_HELO_LYCOS 1.410 1.645 0 0.988 # n=2
+score FAKE_HELO_MAILCITY 0 # n=0 n=1 n=2 n=3
+score FAKE_HELO_MAIL_COM 1.303 1.972 0.111 0.000
+score FAKE_HELO_MAIL_COM_DOM 1.920 2.173 2.312 2.108
+score FAKE_HELO_MSN 1.773 1.456 2.069 2.645
+score FAKE_HELO_YAHOO_CA 1.166 0 0.171 1.116 # n=1
+score FAKE_OUTBLAZE_RCVD 2.400 2.726 2.867 3.100
+score FIND_ANYTHING 0 # n=0 n=1
+score FIN_FREE 1.365 0.015 1.865 0.788
+score FORGED_AOL_HTML 0 # n=0 n=1
+score FORGED_AOL_RCVD 0 0 1.451 0 # n=0 n=1 n=3
+score FORGED_AOL_TAGS 0.020 0.794 1.198 1.698
+score FORGED_EUDORAMAIL_RCVD 1.657 0.653 1.130 0.290
+score FORGED_GW05_RCVD 0 0 1.495 1.697 # n=0 n=1
+score FORGED_HOTMAIL_RCVD 2.614 2.132 2.150 2.536
+score FORGED_HOTMAIL_RCVD2 0.787 1.079 1.415 1.177
+score FORGED_IMS_HTML 0.024 1.659 0.549 2.034
+score FORGED_IMS_TAGS 1.986 1.851 2.167 2.432
+score FORGED_JUNO_FROM 0 # n=0 n=1 n=2 n=3
+score FORGED_JUNO_RCVD 1.644 1.722 2.018 0.792
+score FORGED_MUA_AOL_FROM 1.076 1.278 0.863 1.516
+score FORGED_MUA_APPLEMAIL 0 # n=0 n=1 n=2 n=3
+score FORGED_MUA_EUDORA 1.510 0.054 0.496 0.000
+score FORGED_MUA_IMS 0.892 1.581 1.678 2.370
+score FORGED_MUA_MOZILLA 2.080 2.364 2.498 2.303
+score FORGED_MUA_MSN 0 # n=0 n=1 n=2 n=3
+score FORGED_MUA_OIMO 2.420 1.331 2.479 3.200
+score FORGED_MUA_OUTLOOK 3.200 3.037 3.800 3.920
+score FORGED_MUA_THEBAT_BOUN 2.480 1.394 2.453 2.724
+score FORGED_MUA_THEBAT_CS 1.345 0.413 1.213 1.877
+score FORGED_MX_HOTMAIL 0 # n=0 n=1 n=2 n=3
+score FORGED_OUTLOOK_HTML 0.081 0.022 0.000 0.629
+score FORGED_OUTLOOK_TAGS 0.000 0 0.036 0.074 # n=1
+score FORGED_QUALCOMM_TAGS 0 0.249 0.000 0.489 # n=0
+score FORGED_RCVD_FROM_NUM 0 # n=0 n=1 n=2 n=3
+score FORGED_RCVD_HELO 0.001 0.050 0.266 0.000
+score FORGED_RCVD_NET_HELO 0.011 0.026 0.000 0.000
+score FORGED_TELESP_RCVD 1.595 0.669 1.468 1.532
+score FORGED_THEBAT_HTML 2.400 1.065 2.426 2.528
+score FORGED_YAHOO_RCVD 1.668 2.174 2.095 2.700
+score FORGED_YAHOO_RCVD_SMTP 0 # n=0 n=1 n=2 n=3
+score FORWARD_LOOKING 1.840 2.162 2.120 2.200
+score FOR_FREE 0.000 # n=1
+score FREE_ACCESS 0.000 0 0.253 0.000 # n=1
+score FREE_GRANT 0 # n=0 n=1 n=2 n=3
+score FREE_INSTALL 0 # n=0 n=1 n=2 n=3
+score FREE_INVESTMENT 0 # n=0 n=1 n=2 n=3
+score FREE_MEMBERSHIP 0.492 1.182 1.587 0.873
+score FREE_PASSWORD 0 # n=0 n=1 n=2 n=3
+score FREE_PORN 0.794 0.023 1.937 0.000
+score FREE_PREVIEW 1.612 0.376 1.887 1.851
+score FREE_QUOTE_INSTANT 0.211 1.736 0.051 0.001
+score FREE_SAMPLE 0.089 0.168 0.223 0.941
+score FREE_TRIAL 0.052 0 0.043 0.000 # n=1
+score FRIEND_AT_PUBLIC 0 # n=0 n=1 n=2 n=3
+score FRIEND_PUBLIC 0 # n=0 n=1 n=2 n=3
+score FROM_ALL_NUMS 2.240 1.680 2.775 3.000
+score FROM_AND_TO_SAME 0 0.198 0.000 0.000 # n=0
+score FROM_ENDS_IN_NUMS 0.177 0.516 0.517 0.000
+score FROM_HAS_MIXED_NUMS 0.107 0.298 0.024 0.000
+score FROM_HAS_MIXED_NUMS2 0 # n=0 n=1 n=2 n=3
+score FROM_HAS_MIXED_NUMS3 1.132 1.113 1.513 1.614
+score FROM_HAS_ULINE_NUMS 0.000 0.361 0.082 0.056
+score FROM_ILLEGAL_CHARS 0.861 0.046 0.001 0.008
+score FROM_NONSENDING_DOMAIN 1.486 0.308 1.678 0.000
+score FROM_NO_LOWER 1.010 1.307 1.650 0.377
+score FROM_NO_USER 1.358 0.344 1.460 0.983
+score FROM_NUM_AT_WEBMAIL 1.389 0.258 1.901 1.617
+score FROM_OFFERS 1.822 0.861 2.243 1.491
+score FROM_STARTS_WITH_NUMS 1.218 1.492 1.441 0.300
+score FROM_WEBMAIL_END_NUMS6 0.178 0.046 0.389 0.000
+score FRONTPAGE 0.510 0.529 0.595 2.080
+score FULL_REFUND 0.853 1.114 0.079 1.272
+score FURTHER_TRANSMISSIONS 0 # n=0 n=1 n=2 n=3
+score GAPPY_SUBJECT 1.365 1.319 2.084 1.343
+score GET_PAID 1.390 1.764 1.466 0.862
+score GET_STARTED_NOW 0 # n=0 n=1 n=2 n=3
+score GUARANTEED_100_PERCENT 0.615 0.435 0.669 0.000
+score GUARANTEED_STUFF 0.100 0.238 0.403 0.000
+score HAIR_LOSS 1.381 2.371 1.428 1.738
+score HARDCORE_PORN 1.520 0.665 1.850 0.684
+score HDR_ORDER_MTSRIX 0.417 0.391 0.192 1.057
+score HDR_ORDER_TRIMRS 2.320 2.674 2.220 2.199
+score HEADER_COUNT_CTYPE 1.198 1.676 1.482 1.771
+score HEAD_ILLEGAL_CHARS 0.539 2.018 0.961 2.125
+score HELO_DYNAMIC_ADELPHIA 2.320 1.829 2.389 2.199
+score HELO_DYNAMIC_ATTBI 3.200 3.662 2.760 3.147
+score HELO_DYNAMIC_CHELLO_NL 1.762 0 0.542 0.244 # n=1
+score HELO_DYNAMIC_CHELLO_NO 1.388 0.226 1.409 1.570
+score HELO_DYNAMIC_COMCAST 3.040 3.533 3.217 3.700
+score HELO_DYNAMIC_DHCP 2.791 0.087 0.958 1.248
+score HELO_DYNAMIC_DIALIN 2.320 0.443 2.429 1.755
+score HELO_DYNAMIC_HCC 3.360 1.540 2.451 3.741
+score HELO_DYNAMIC_HEXIP 1.826 1.320 1.453 1.522
+score HELO_DYNAMIC_HOME_NL 1.737 0.635 1.660 1.878
+score HELO_DYNAMIC_IPADDR 3.520 2.754 4.070 4.400
+score HELO_DYNAMIC_IPADDR2 3.271 0.805 2.554 3.496
+score HELO_DYNAMIC_NTL 1.340 0.187 1.445 1.732
+score HELO_DYNAMIC_OOL 3.120 2.508 3.065 3.182
+score HELO_DYNAMIC_ROGERS 1.677 0.793 1.888 2.094
+score HELO_DYNAMIC_RR2 2.080 1.015 1.678 2.200
+score HELO_DYNAMIC_SPLIT_IP 2.869 0.887 0.992 0.775
+score HELO_DYNAMIC_TDS 0 # n=0 n=1 n=2 n=3
+score HELO_DYNAMIC_TELIA 0 0 1.216 1.515 # n=0 n=1
+score HELO_DYNAMIC_VELOX 1.680 1.877 1.803 2.003
+score HELO_DYNAMIC_VIRTUA 0 # n=0 n=1 n=2 n=3
+score HELO_DYNAMIC_VTR 1.916 0.805 2.013 1.960
+score HELO_DYNAMIC_YAHOOBB 2.800 2.776 2.572 3.000
+score HG_HORMONE 2.674 1.252 1.154 0.505
+score HIDDEN_ASSETS 0 # n=0 n=1 n=2 n=3
+score HIDDEN_CHARGES 0.046 0.961 0.001 0.000
+score HIDE_WIN_STATUS 0.032 0 0.000 0.063 # n=1
+score HOT_NASTY 0.765 0.586 0.967 0.088
+score HTML_00_10 0.985 0.138 1.070 1.068
+score HTML_10_20 1.050 0.295 1.350 0.246
+score HTML_20_30 1.241 0.504 0.567 0.226
+score HTML_30_40 0.879 0.056 0.437 0.021
+score HTML_40_50 0.527 0.086 0.052 0.035
+score HTML_50_60 1.053 0.095 0.539 0.087
+score HTML_60_70 0.516 0.027 0.000 0.000
+score HTML_70_80 0.151 0 0.039 0.020 # n=1
+score HTML_80_90 0.027 0 0.036 0.146 # n=1
+score HTML_90_100 0.346 0.189 0.043 0.022
+score HTML_ALL_CAPS 0 0 0.000 0.006 # n=0 n=1
+score HTML_ATTR_BAD 0.000 0.101 0.609 2.354
+score HTML_ATTR_UNIQUE 0.441 1.165 1.097 0.000
+score HTML_BACKHAIR_1 0.000 # n=1
+score HTML_BACKHAIR_2 0.144 0 0.032 0.000 # n=1
+score HTML_BACKHAIR_4 0.000 0 0.138 0.058 # n=1
+score HTML_BACKHAIR_8 1.075 0.569 1.137 0.727
+score HTML_BADTAG_00_10 0 0 0.001 0.000 # n=0 n=1
+score HTML_BADTAG_10_20 0.236 0 0.006 0.000 # n=1
+score HTML_BADTAG_20_30 0 0.169 0.035 0.000 # n=0
+score HTML_BADTAG_30_40 0 0.103 0.017 0.000 # n=0
+score HTML_BADTAG_40_50 0.002 0 0.000 0.010 # n=1
+score HTML_BADTAG_50_60 0.864 0.430 1.035 0.153
+score HTML_BADTAG_60_70 1.726 1.127 2.314 1.356
+score HTML_BADTAG_70_80 1.657 0.075 2.087 2.280
+score HTML_BADTAG_80_90 1.861 1.309 1.831 1.911
+score HTML_BADTAG_90_100 0.746 1.192 2.688 2.804
+score HTML_COMMENT_SAVED_URL 0.528 0.130 0.470 0.146
+score HTML_COMMENT_SHORT 0.014 0.625 0.000 0.000
+score HTML_COMMENT_SHOUTING 0 0 0.005 0.012 # n=0 n=1
+score HTML_CONVERTED 0.000 1.204 0.402 1.605
+score HTML_EMBEDS 0 0.084 0.108 0.207 # n=0
+score HTML_EVENT 0 0 0.000 0.017 # n=0 n=1
+score HTML_EVENT_UNSAFE 0 0 0.022 0.515 # n=0 n=1
+score HTML_FONT_BIG 0 0.232 0.000 0.142 # n=0
+score HTML_FONT_FACE_BAD 0 0.009 0.044 0.037 # n=0
+score HTML_FONT_FACE_CAPS 0.000 0.804 0.281 0.247
+score HTML_FONT_INVISIBLE 0 0.065 0.002 0.036 # n=0
+score HTML_FONT_LOW_CONTRAST 1.011 0.955 1.017 0.788
+score HTML_FONT_SIZE_HUGE 1.796 1.278 2.265 2.594
+score HTML_FONT_SIZE_LARGE 1.387 0.712 0.496 0.153
+score HTML_FONT_SIZE_NONE 0 0.455 1.119 0.033 # n=0
+score HTML_FONT_SIZE_TINY 0 0.419 0.005 0.533 # n=0
+score HTML_FONT_TINY 2.141 0.471 0.521 0.964
+score HTML_FORMACTION_MAILTO 1.840 2.162 1.907 2.353
+score HTML_IMAGE_ONLY_04 3.120 3.094 3.482 3.304
+score HTML_IMAGE_ONLY_08 2.881 1.970 2.730 3.036
+score HTML_IMAGE_ONLY_12 2.360 1.473 2.741 2.942
+score HTML_IMAGE_ONLY_16 1.352 1.279 1.990 1.047
+score HTML_IMAGE_ONLY_20 1.567 0.843 1.023 0.446
+score HTML_IMAGE_ONLY_24 1.088 1.003 0.787 0.502
+score HTML_IMAGE_RATIO_02 1.729 0.000 1.125 0.018
+score HTML_IMAGE_RATIO_04 1.038 0.184 0.515 0.105
+score HTML_IMAGE_RATIO_06 0.072 0 0.342 0.131 # n=1
+score HTML_IMAGE_RATIO_08 0.000 0.000 0.007 0.032
+score HTML_IMAGE_RATIO_10 0.000 # n=1
+score HTML_IMAGE_RATIO_12 0.003 0.017 0.000 0.000
+score HTML_IMAGE_RATIO_14 0 # n=0 n=1
+score HTML_JAVASCRIPT 0 0 0.000 0.017 # n=0 n=1
+score HTML_LINK_CLICK_CAPS 0.082 0 0.002 0.050 # n=1
+score HTML_LINK_CLICK_HERE 0.043 0 0.022 0.011 # n=1
+score HTML_LINK_PUSH_HERE 1.627 0.409 1.843 0.873
+score HTML_MIME_NO_HTML_TAG 0 0.098 0.080 0.137 # n=0
+score HTML_MISSING_CTYPE 1.907 0.375 1.136 0.559
+score HTML_NONELEMENT_00_10 0 0 0.001 0.001 # n=0 n=1
+score HTML_NONELEMENT_10_20 0.045 0 0.000 0.000 # n=1
+score HTML_NONELEMENT_20_30 0.346 0.070 0.005 0.000
+score HTML_NONELEMENT_30_40 0 0.012 0.010 0.000 # n=0
+score HTML_NONELEMENT_40_50 0.000 # n=1
+score HTML_NONELEMENT_50_60 0 # n=0 n=1
+score HTML_NONELEMENT_60_70 0.237 1.138 0.083 0.001
+score HTML_NONELEMENT_70_80 0.488 0.803 1.169 0.000
+score HTML_NONELEMENT_80_90 0.016 0.492 0.023 0.000
+score HTML_NONELEMENT_90_100 0.011 1.582 0.003 2.963
+score HTML_OBFUSCATE_05_10 0.428 0.483 0.563 0.257
+score HTML_OBFUSCATE_10_20 0.931 0.732 0.796 0.865
+score HTML_OBFUSCATE_20_30 0.997 0.597 0.014 0.000
+score HTML_OBFUSCATE_30_40 2.517 1.933 3.005 3.445
+score HTML_OBFUSCATE_40_50 2.641 1.746 2.739 3.089
+score HTML_OBFUSCATE_50_60 2.635 1.339 2.882 3.325
+score HTML_OBFUSCATE_60_70 2.257 0.971 2.432 2.805
+score HTML_OBFUSCATE_70_80 2.308 1.334 2.256 2.689
+score HTML_OBFUSCATE_80_90 1.600 0.489 1.656 1.939
+score HTML_OBFUSCATE_90_100 1.405 0.203 1.657 1.775
+score HTML_SHORT_CENTER 2.491 0.422 0.016 0.001
+score HTML_SHORT_COMMENT 0.000 1.823 0.096 0.122
+score HTML_SHORT_LENGTH 0.601 0.713 0.068 0.389
+score HTML_SHOUTING3 0.266 0 0.012 0.019 # n=1
+score HTML_SHOUTING4 0.076 0 0.052 0.000 # n=1
+score HTML_SHOUTING5 0.026 0 0.030 0.019 # n=1
+score HTML_SHOUTING6 0.000 0.004 0.000 0.000
+score HTML_SHOUTING7 0.450 0.472 0.001 0.646
+score HTML_SHOUTING8 0 # n=0 n=1 n=2 n=3
+score HTML_SHOUTING9 0 0.016 0.041 0.000 # n=0
+score HTML_TABLE_THICK_BORD 0 0.010 0.000 0.024 # n=0
+score HTML_TAG_BALANCE_BODY 0.043 0.389 0.096 0.000
+score HTML_TAG_BALANCE_HEAD 0.061 0.860 0.033 0.000
+score HTML_TAG_BALANCE_HTML 0.028 0 0.000 0.000 # n=1
+score HTML_TAG_EXIST_MARQUEE 2.160 1.758 1.840 2.034
+score HTML_TAG_EXIST_PARAM 0 0.000 0.094 0.025 # n=0
+score HTML_TAG_EXIST_TBODY 1.014 0.233 0.079 0.114
+score HTML_TEXT_AFTER_BODY 0.263 0.151 0.752 0.061
+score HTML_TEXT_AFTER_HTML 0.312 0.205 0.032 0.031
+score HTML_TITLE_EMPTY 0.022 0.045 0.036 0.004
+score HTML_TITLE_EXTRA 0 # n=0 n=1
+score HTML_TITLE_UNTITLED 0.222 0.259 0.792 0.000
+score HTML_WEB_BUGS 0.166 0.013 0.311 0.035
+score HTML_WIN_OPEN 0 # n=0 n=1
+score HTTP_77 1.514 0.605 1.812 1.981
+score HTTP_CTRL_CHARS_HOST 1.440 1.670 1.757 1.900
+score HTTP_ENTITIES_HOST 0 # n=0 n=1 n=2 n=3
+score HTTP_ESCAPED_HOST 0.034 0.094 0.000 0.477
+score HTTP_EXCESSIVE_ESCAPES 0.002 0.645 0.000 0.151
+score HTTP_WITH_EMAIL_IN_URL 0 0 0.002 0.000 # n=0 n=1
+score IDENT_NOBODY 0 # n=0 n=1 n=2 n=3
+score ID_UNIQUE 0 # n=0 n=1 n=2 n=3
+score IMPOTENCE 0.095 0.751 0.000 0.094
+score INCOME 0 # n=0 n=1 n=2 n=3
+score INFO_TLD 1.717 0.481 1.686 0.000
+score INITIAL_INVEST 0.433 0.450 1.026 1.230
+score INTL_DRIVERS_LICENSE 0 # n=0 n=1 n=2 n=3
+score INVALID_DATE 0.011 0.235 0.000 0.236
+score INVALID_DATE_TZ_ABSURD 0.009 0 0.664 0.960 # n=1
+score INVALID_MSGID 0.958 1.389 0.528 1.128
+score INVALID_TZ_CST 2.044 0.066 0.598 2.873
+score INVALID_TZ_EST 1.492 2.326 1.672 3.582
+score INVALID_TZ_GMT 1.708 0.636 1.549 0.198
+score INVALUABLE_MARKETING 0 0 1.201 0 # n=0 n=1 n=3
+score IP_LINK_PLUS 0.211 0.024 0.192 0.232
+score ITS_LEGAL 0.186 1.109 0.432 0.264
+score JAPANESE_UCE_SUBJECT 0 0 1.665 1.800 # n=0 n=1
+score JAVASCRIPT_URI 0 # n=0 n=1
+score JODY 0 0 1.326 0 # n=0 n=1 n=3
+score JOIN_MILLIONS 0.036 0.640 0.999 0.448
+score JS_FROMCHARCODE 1.508 1.078 1.698 2.020
+score KOREAN_UCE_SUBJECT 2.400 2.703 2.469 3.081
+score LESBIAN 0 # n=0 n=1 n=2 n=3
+score LIMITED_TIME_ONLY 0.000 # n=1
+score LINES_OF_YELLING 0 0.000 0.007 0.000 # n=0
+score LINES_OF_YELLING_2 0.000 0.000 0.030 0.000
+score LINES_OF_YELLING_3 0.000 0.000 0.030 0.000
+score LINK_TO_NO_SCHEME 0 0 0.083 0.000 # n=0 n=1
+score LIVE_PORN 0.040 0.360 0.019 0.000
+score LONGWORDS 2.786 2.259 1.912 2.260
+score LONG_DISTANCE 0 0 0.002 0.024 # n=0 n=1
+score LOTS_OF_CC_LINES 0 # n=0 n=1 n=2 n=3
+score LOTS_OF_STUFF 0.839 0.029 0.000 0.000
+score LOW_INTEREST 0 # n=0 n=1
+score LOW_PAYMENT 0 0 0.084 0.000 # n=0 n=1
+score LOW_PRICE 0.885 0 0.206 0.000 # n=1
+score LYING_EYES 0 # n=0 n=1 n=2 n=3
+score MAILTO_SUBJ_REMOVE 1.023 0 2.064 0.542 # n=1
+score MAILTO_TO_REMOVE 0.886 0 0.065 0.116 # n=1
+score MAILTO_TO_SPAM_ADDR 0 0 0.106 0.000 # n=0 n=1
+score MAILTO_WITH_SUBJ 0.000 # n=1
+score MAIL_IN_ORDER_FORM 1.440 0.351 0 0 # n=2 n=3
+score MANY_EXCLAMATIONS 0.067 0.000 0.596 0.000
+score MARKETING_PARTNERS 2.025 0.718 2.405 1.401
+score MDAEMON_2_7_4 0 # n=0 n=1 n=2 n=3
+score MEET_SINGLES 1.600 0.000 1.076 1.172
+score MEGA_SITE 0 # n=0 n=1 n=2 n=3
+score MICRO_CAP_WARNING 1.440 0.760 1.803 1.828
+score MILLION_EMAIL 0.093 0.417 0.937 0.000
+score MILLION_USD 1.594 1.290 1.535 2.796
+score MIME_BASE64_BLANKS 0.693 0.819 1.391 1.469
+score MIME_BASE64_ILLEGAL 0 # n=0 n=1
+score MIME_BASE64_LATIN 0 # n=0
+score MIME_BASE64_NO_NAME 0.022 0.000 0.017 0.000
+score MIME_BASE64_TEXT 1.780 0.110 1.403 0.298
+score MIME_BOUND_DASH_DIGIT 0 # n=0 n=1
+score MIME_BOUND_DD_DIGITS 3.600 4.230 4.162 4.139
+score MIME_BOUND_DIGITS_15 2.674 3.286 3.120 3.400
+score MIME_BOUND_DIGITS_4 0 # n=0 n=1 n=2 n=3
+score MIME_BOUND_DIGITS_7 0 0 1.460 0.893 # n=0 n=1
+score MIME_BOUND_HEX_24 0 # n=0 n=1 n=2 n=3
+score MIME_BOUND_MA 0 # n=0 n=1 n=2 n=3
+score MIME_BOUND_MANY_HEX 1.920 2.255 2.590 2.700
+score MIME_BOUND_NEXTPART 0.194 0.106 0.467 0.000
+score MIME_BOUND_RKFINDY 2.080 2.347 2.590 2.671
+score MIME_HEADER_CTYPE_ONLY 0.179 0.483 0.000 0.110
+score MIME_HTML_MOSTLY 1.540 0.285 0.713 1.023
+score MIME_HTML_NO_CHARSET 0 0.006 0.022 0.007 # n=0
+score MIME_HTML_ONLY 1.204 1.158 1.156 0.177
+score MIME_HTML_ONLY_MULTI 0 0 0.000 2.443 # n=0 n=1
+score MIME_MISSING_BOUNDARY 0 0.247 0.224 0.002 # n=0
+score MIME_QP_DEFICIENT 0.025 0 0.000 0.000 # n=1
+score MIME_QP_EXCESSIVE 0 0 0.000 0.058 # n=0 n=1
+score MIME_QP_LONG_LINE 0.001 0.000 0.105 0.039
+score MIME_QP_NO_CHARSET 0 # n=0 n=1 n=2 n=3
+score MISSING_DATE 0.000 0.019 0.647 0.000
+score MISSING_HEADERS 0 0 0.087 0.119 # n=0 n=1
+score MISSING_MIMEOLE 0.068 0 0.000 0.012 # n=1
+score MISSING_OUTLOOK_NAME 0 0 0.000 0.006 # n=0 n=1
+score MISSING_SUBJECT 1.109 1.570 1.282 1.226
+score ML_MARKETING 0.049 0 0.103 0.000 # n=1
+score MONEY_BACK 2.051 0.037 0.217 0.095
+score MORE_SEX 2.240 1.762 2.287 2.422
+score MORTGAGE_BEST 0.948 0.923 0.002 0.144
+score MORTGAGE_LINKS 0 # n=0 n=1 n=2 n=3
+score MORTGAGE_NETWORK 0 # n=0 n=1 n=2 n=3
+score MORTGAGE_PITCH 0.297 0 0.065 0.000 # n=1
+score MORTGAGE_RATES 0 0.689 0.174 0.202 # n=0
+score MORTGAGE_WAITING 0 # n=0 n=1 n=2 n=3
+score MPART_ALT_DIFF 1.837 1.505 1.823 0.066
+score MSGID_3_DOLLARS 0 # n=0 n=1 n=2 n=3
+score MSGID_4NUMS_DOLLAR 0 # n=0 n=1 n=2 n=3
+score MSGID_DOLLARS 3.040 3.076 3.608 2.661
+score MSGID_FROM_MTA_HEADER 0.036 0.000 0.075 0.054
+score MSGID_FROM_MTA_HOTMAIL 1.600 1.858 1.987 2.144
+score MSGID_FROM_MTA_ID 1.440 1.704 1.756 1.723
+score MSGID_NO_HOST 0.087 0 0.816 0.140 # n=1
+score MSGID_OUTLOOK_INVALID 2.000 2.290 2.498 2.700
+score MSGID_RANDY 2.626 1.737 2.550 1.940
+score MSGID_SPAM_1 0 # n=0 n=1 n=2 n=3
+score MSGID_SPAM_6LETTER 0 # n=0 n=1 n=2 n=3
+score MSGID_SPAM_99X9XX99 0.500 0.864 1.576 1.442
+score MSGID_SPAM_ALPHA_NUM 2.640 3.004 3.330 3.228
+score MSGID_SPAM_CAPS 3.500 3.221 3.545 3.791
+score MSGID_SPAM_LETTERS 2.960 3.151 3.052 2.709
+score MSGID_SPAM_ZEROES 1.584 1.763 1.783 1.859
+score MSGID_THREESIXSIX 0 # n=0 n=1 n=2 n=3
+score MSGID_YAHOO_CAPS 2.425 0.702 2.442 3.800
+score MULTI_FORGED 1.053 0.134 1.843 2.112
+score MULTI_REMOVAL_1WORD 1.005 0 0.916 0.802 # n=1
+score NASTY_GIRLS 0.350 0.439 0.022 2.196
+score NA_DOLLARS 2.078 2.193 2.485 2.611
+score NEVER_ANOTHER 0 # n=0 n=1 n=2 n=3
+score NEW_CUSTOMER 0 # n=0 n=1 n=2 n=3
+score NIGERIAN_BODY1 2.480 2.914 3.188 3.400
+score NIGERIAN_BODY2 2.400 0.489 2.186 0.599
+score NIGERIAN_BODY3 1.395 1.931 2.273 0.058
+score NIGERIAN_BODY4 1.819 1.379 1.517 2.663
+score NIGERIAN_BODY_GOVT_3 1.259 0 1.512 1.721 # n=1
+score NIGERIAN_SCAM_VIRTUE 0 # n=0 n=1 n=2 n=3
+score NIGERIAN_SUBJECT1 0 0 0.270 0 # n=0 n=1 n=3
+score NIGERIAN_SUBJECT2 1.235 1.765 1.935 2.090
+score NIGERIAN_SUBJECT6 0 # n=0 n=1 n=2 n=3
+score NONEXISTENT_CHARSET 0 0 1.411 1.418 # n=0 n=1
+score NONSECURED_CREDIT 0 0 1.074 0 # n=0 n=1 n=3
+score NORMAL_HTTP_TO_IP 0.104 0.080 0.830 0.028
+score NOT_ADVISOR 2.160 2.444 2.590 2.700
+score NOT_INTENDED 0 # n=0 n=1 n=2 n=3
+score NOT_ML_MARKETING 0 # n=0 n=1 n=2 n=3
+score NO_CATCH 0 0 0.127 0.001 # n=0 n=1
+score NO_COST 0.078 0.002 0.335 0.000
+score NO_CREDIT_CHECK 0 0.000 1.990 0.037 # n=0
+score NO_DISAPPOINTMENT 0 1.498 1.609 0.410 # n=0
+score NO_DNS_FOR_FROM 0 # n=0 n=1 n=2 n=3
+score NO_EXPERIENCE 0 # n=0 n=1
+score NO_FEE 0 # n=0 n=1
+score NO_FORMS 1.622 0.973 0.912 0.011
+score NO_GIMMICK 0 # n=0 n=1 n=2 n=3
+score NO_INVENTORY 0 # n=0 n=1 n=2 n=3
+score NO_INVESTMENT 0 # n=0 n=1 n=2 n=3
+score NO_MEDICAL 1.440 1.656 1.665 0 # n=3
+score NO_MIDDLEMAN 0 # n=0 n=1 n=2 n=3
+score NO_OBLIGATION 0.905 0.565 1.157 0.830
+score NO_PURCHASE 0 0 0.107 0.000 # n=0 n=1
+score NO_QS_ASKED 0.000 1.196 0.000 0.000
+score NO_RDNS_DOTCOM_HELO 0.025 0.024 0.601 0.016
+score NO_REAL_NAME 0.124 0.178 0.336 0.007
+score NO_SELLING 0 # n=0 n=1 n=2 n=3
+score NUMERIC_HTTP_ADDR 1.565 1.572 1.872 2.135
+score OBFUSCATING_COMMENT 1.593 1.196 1.874 1.688
+score OBSCURED_EMAIL 2.720 3.194 3.186 3.132
+score OFFSHORE_SCAM 0 0.337 0.127 0.144 # n=0
+score ONCE_IN_LIFETIME 0 # n=0 n=1 n=2 n=3
+score ONE_TIME 0.044 0 0.036 0.619 # n=1
+score ONE_TIME_MAILING 0 0 0.017 0.056 # n=0 n=1
+score ONLINE_PHARMACY 2.730 0.006 2.895 0.000
+score OPTING_OUT 0.157 0.494 0.030 0.479
+score OPTING_OUT_CAPS 0.067 0.026 0.483 0.000
+score ORDER_NOW 0.060 0 0.000 0.000 # n=1
+score ORDER_REPORT 0 0 1.230 0 # n=0 n=1 n=3
+score OUR_AFFILIATE_PARTNERS 0 0 0.041 1.443 # n=0 n=1
+score OUR_STRICT_ANTI 0 # n=0 n=1 n=2 n=3
+score PAY_SITE 0 0 1.850 1.900 # n=0 n=1
+score PERCENT_RANDOM 2.285 3.098 2.050 3.124
+score PLING_PLING 0.046 0.432 0.213 0.028
+score PLING_QUERY 0.201 0.857 0.906 0.368
+score PORN_15 1.680 1.974 2.035 2.168
+score PORN_16 0.907 0.462 1.305 0.017
+score PORN_CELEBRITY 0.675 1.569 0.319 0.038
+score PORN_URL_MISC 1.728 0.573 1.767 1.620
+score PORN_URL_PANT 0 # n=0 n=1 n=2 n=3
+score PORN_URL_SEX 1.865 1.427 1.817 0.011
+score PORN_URL_SLUT 0.941 1.022 0.194 0.094
+score PREST_NON_ACCREDITED 1.520 1.394 1.607 1.901
+score PRIORITY_MAIL 0 # n=0 n=1 n=2 n=3
+score PRIORITY_NO_NAME 1.455 1.185 1.836 1.097
+score PYZOR_CHECK 0 2.041 0 3.451 # n=0 n=2
+score RATWARE_BAD_REFS 0 # n=0 n=1 n=2 n=3
+score RATWARE_DIFFOND 0 # n=0 n=1 n=2 n=3
+score RATWARE_EGROUPS 2.180 2.701 2.552 2.805
+score RATWARE_EMPTY_HELO 0 # n=0 n=1 n=2 n=3
+score RATWARE_EVAMAIL 0 # n=0 n=1 n=2 n=3
+score RATWARE_GECKO_BUILD 0.002 0.826 0.784 1.385
+score RATWARE_HASH_2 0.039 0 0.085 0.037 # n=1
+score RATWARE_HASH_2_V2 1.798 1.319 1.767 0.980
+score RATWARE_HASH_DASH 1.133 0.947 1.500 1.646
+score RATWARE_IMKTG 0 # n=0 n=1 n=2 n=3
+score RATWARE_JPFREE 0 0 1.942 2.100 # n=0 n=1
+score RATWARE_MMAILER 0 # n=0 n=1 n=2 n=3
+score RATWARE_MOZ_MALFORMED 1.594 0.990 1.752 0.558
+score RATWARE_NETIP 0.439 1.033 2.312 2.286
+score RATWARE_OE_MALFORMED 2.160 2.407 2.522 2.588
+score RATWARE_OE_PI 0 # n=0 n=1 n=2 n=3
+score RATWARE_RCVD_AT 2.550 1.011 2.691 3.415
+score RATWARE_RCVD_LC_ESMTP 1.745 1.474 2.122 2.083
+score RATWARE_RCVD_PF 2.880 3.384 3.608 3.867
+score RATWARE_SCREWUP_1 0 # n=0 n=1 n=2 n=3
+score RATWARE_STORM_URI 1.920 1.518 2.405 2.295
+score RATWARE_VC_IPA 0 # n=0 n=1 n=2 n=3
+score RATWARE_XMAILER 0 # n=0 n=1 n=2 n=3
+score RATWARE_ZERO_TZ 3.200 2.372 3.875 4.100
+score RAZOR2_CF_RANGE_11_50 0 0.095 0 0.000 # n=0 n=2
+score RAZOR2_CF_RANGE_51_100 0 1.485 0 0.056 # n=0 n=2
+score RAZOR2_CHECK 0 0.150 0 1.511 # n=0 n=2
+score RCVD_6_CAPS_ESMTP_ID 0 # n=0 n=1 n=2 n=3
+score RCVD_AM_PM 1.558 0.091 1.802 1.927
+score RCVD_BONUS_SPC_DATE 1.371 0.904 1.575 1.872
+score RCVD_BY_IP 0.000 0.024 0.051 0.067
+score RCVD_BY_QVES_COM 0 # n=0 n=1 n=2 n=3
+score RCVD_DOUBLE_IP_LOOSE 0.086 0.000 0.043 0.000
+score RCVD_DOUBLE_IP_SPAM 3.520 4.106 4.162 4.101
+score RCVD_FAKE_HELO_DOTCOM 0.899 0.034 0.969 0.424
+score RCVD_HELO_IP_MISMATCH 2.799 0.618 1.647 2.178
+score RCVD_ILLEGAL_IP 1.335 1.370 1.588 0.944
+score RCVD_IN_BL_SPAMCOP_NET 0 1.832 0 1.216 # n=0 n=2
+score RCVD_IN_DSBL 0 2.765 0 3.805 # n=0 n=2
+score RCVD_IN_NJABL_CGI 0 # n=0 n=1 n=2 n=3
+score RCVD_IN_NJABL_DUL 0 1.655 0 0.088 # n=0 n=2
+score RCVD_IN_NJABL_MULTI 0 # n=0 n=1 n=2 n=3
+score RCVD_IN_NJABL_PROXY 0 1.026 0 0.438 # n=0 n=2
+score RCVD_IN_NJABL_RELAY 0 0.934 0 1.397 # n=0 n=2
+score RCVD_IN_NJABL_SPAM 0 1.051 0 1.841 # n=0 n=2
+score RCVD_IN_RFC_IPWHOIS 0 1.140 0 1.664 # n=0 n=2
+score RCVD_IN_RSL 0 0.677 0 1.720 # n=0 n=2
+score RCVD_IN_SBL 0 1.050 0 0.107 # n=0 n=2
+score RCVD_IN_SORBS_BLOCK 0 # n=0 n=1 n=2 n=3
+score RCVD_IN_SORBS_DUL 0 0.137 0 1.987 # n=0 n=2
+score RCVD_IN_SORBS_HTTP 0 0 0 0.043 # n=0 n=1 n=2
+score RCVD_IN_SORBS_MISC 0 0.000 0 0.338 # n=0 n=2
+score RCVD_IN_SORBS_SMTP 0 1.597 0 2.493 # n=0 n=2
+score RCVD_IN_SORBS_SOCKS 0 1.847 0 2.054 # n=0 n=2
+score RCVD_IN_SORBS_WEB 0 0 0 0.007 # n=0 n=1 n=2
+score RCVD_IN_SORBS_ZOMBIE 0 0.819 0 0.000 # n=0 n=2
+score RCVD_IN_XBL 0 2.511 0 3.076 # n=0 n=2
+score RCVD_NUMERIC_HELO 0.636 1.531 1.348 1.248
+score READ_TO_END 0 # n=0 n=1 n=2 n=3
+score RECEIVED_CACHEFLOW 0 # n=0 n=1 n=2 n=3
+score RECEIVED_IDENT_SQUID 0 # n=0 n=1 n=2 n=3
+score RECEIVE_OFFER 1.125 0.955 1.446 0.793
+score REFINANCE_NOW 1.611 0.009 1.191 0.029
+score REFINANCE_YOUR_HOME 1.321 0.394 0.917 0.340
+score REMOVE_FROM_LIST 0 0.039 0.000 0.000 # n=0
+score REMOVE_PAGE 0.081 0.604 0.000 0.191
+score REMOVE_POSTAL 1.520 1.362 1.757 1.900
+score REPLY_TO_EMPTY 1.274 1.410 1.568 1.643
+score REPLY_TO_ULINE_NUMS 0 0 0.000 0.003 # n=0 n=1
+score RESISTANCE_IS_FUTILE 1.520 1.786 1.850 0 # n=3
+score REVERSE_AGING 1.919 1.403 2.057 2.150
+score RICH 0 0.451 0.000 0.000 # n=0
+score RISK_FREE 0.036 0.247 0.135 0.230
+score ROUND_THE_WORLD 0 1.741 0 1.958 # n=0 n=2
+score ROUND_THE_WORLD_LOCAL 1.347 0.464 2.351 0.213
+score RUSSIAN_UCE_SUBJECT 0 # n=0 n=1 n=2 n=3
+score SAFEGUARD_NOTICE 0 # n=0 n=1 n=2 n=3
+score SATIS_GUAR 0.884 0.000 0.825 0.081
+score SAVE_MONEY 0 0 0.029 0.000 # n=0 n=1
+score SAVE_THOUSANDS 0.929 1.889 0.717 0.031
+score SAVE_UP_TO 0 0 0.036 0.000 # n=0 n=1
+score SAVINGS 0.000 0 0.042 0.000 # n=1
+score SEDUCTION 1.560 1.356 1.415 1.054
+score SEE_FOR_YOURSELF 0.544 0.381 0.591 0.044
+score SELECTED_YOU 1.485 1.865 1.841 1.897
+score SENT_IN_COMPLIANCE 1.520 1.786 1.850 2.000
+score SERIOUS_ONLY 0 0 1.664 1.748 # n=0 n=1
+score SEX_FEST 0 # n=0 n=1 n=2 n=3
+score SOMETHING_FOR_ADULTS 1.433 1.513 1.614 0.006
+score SOME_BREAKTHROUGH 0.232 1.921 0.907 1.610
+score SORTED_RECIPS 0.879 1.155 1.759 0.887
+score START_NOW_CAPS 1.280 1.499 1.124 0.857
+score STOCK_ALERT 2.362 1.782 2.378 2.385
+score STOCK_PICK 0.106 0.150 0.041 1.470
+score STOP_SNORING 0 # n=0 n=1 n=2 n=3
+score STRONG_BUY 2.880 3.384 3.018 3.117
+score SUBJECT_DIET 1.355 0.723 0.059 0.266
+score SUBJECT_DRUG_GAP_C 1.993 1.917 2.501 1.325
+score SUBJECT_DRUG_GAP_L 2.117 2.726 2.181 2.456
+score SUBJECT_DRUG_GAP_P 0.621 0.765 0.698 1.425
+score SUBJECT_DRUG_GAP_S 2.005 0.277 2.920 2.041
+score SUBJECT_DRUG_GAP_VA 2.005 1.922 2.934 3.680
+score SUBJECT_DRUG_GAP_VIA 2.659 1.770 3.158 0.253
+score SUBJECT_DRUG_GAP_VIC 2.560 2.961 2.691 2.868
+score SUBJECT_DRUG_GAP_X 2.538 2.282 2.945 2.512
+score SUBJECT_SEXUAL 2.160 2.538 2.775 2.900
+score SUBJ_2_CREDIT 0 0.500 0.000 0.076 # n=0
+score SUBJ_2_NUM_PARENS 1.472 0.276 1.672 2.102
+score SUBJ_ALL_CAPS 0.763 0.365 0.257 0.665
+score SUBJ_AS_SEEN 0.995 1.691 1.214 0.000
+score SUBJ_BUY 0.565 0.490 0.414 0.000
+score SUBJ_DOLLARS 2.449 0.973 1.935 0.054
+score SUBJ_DOUBLE_YOUR 0 # n=0 n=1 n=2 n=3
+score SUBJ_FOR_ONLY 0.646 1.100 1.726 0.044
+score SUBJ_FREE_CAP 0.011 0.000 0.146 0.000
+score SUBJ_FREE_INSTANT 0 # n=0 n=1 n=2 n=3
+score SUBJ_GUARANTEED 1.749 1.302 0.081 0.452
+score SUBJ_HAS_SPACES 2.240 0.637 1.899 1.175
+score SUBJ_HAS_TIME_ID 0 # n=0 n=1 n=2 n=3
+score SUBJ_HAS_UNIQ_ID 0.899 1.122 0.809 1.339
+score SUBJ_ILLEGAL_CHARS 2.880 2.854 3.459 2.854
+score SUBJ_LIFE_INSURANCE 1.840 2.068 2.184 2.020
+score SUBJ_NOW_ONLY 0 # n=0 n=1 n=2 n=3
+score SUBJ_RIPPED 0 # n=0 n=1 n=2 n=3
+score SUBJ_YOUR_DEBT 1.760 2.068 2.035 1.261
+score SUBJ_YOUR_FAMILY 1.647 0 2.033 0.011 # n=1
+score SUBJ_YOUR_OWN 0.872 1.294 1.371 0.000
+score SUB_FREE_OFFER 0.055 0.034 0.103 0.000
+score SUB_HELLO 1.405 1.358 0.954 0.007
+score SUSPICIOUS_RECIPS 1.473 1.459 0.820 1.915
+score TARGETED 0 0.692 1.471 0.480 # n=0
+score TERRA_ES 1.367 0.816 1.746 2.612
+score THE_BEST_RATE 0.000 0.550 0.000 0.000
+score THIS_IS_AN_AD 0 # n=0 n=1 n=2 n=3
+score TO_ADDRESS_EQ_REAL 0 0.470 0.131 0.026 # n=0
+score TO_EMPTY 0 0 0.164 0.097 # n=0 n=1
+score TO_FILENAME 0 # n=0 n=1 n=2 n=3
+score TO_INVESTORS 0 # n=0 n=1 n=2 n=3
+score TO_MALFORMED 0.895 2.253 0.455 2.187
+score TO_NO_USER 0.332 0.116 1.615 0.128
+score TO_RECIP_MARKER 0 0 1.370 1.539 # n=0 n=1
+score TO_TXT 0 0 1.362 1.580 # n=0 n=1
+score TRACKER_ID 1.825 1.064 1.818 0.555
+score UNCLAIMED_MONEY 1.263 1.703 1.945 1.584
+score UNDISC_RECIPS 0.966 1.391 1.295 1.302
+score UNIQUE_WORDS 3.109 2.549 1.639 2.273
+score UNIVERSITY_DIPLOMAS 2.242 0.523 0 0 # n=2 n=3
+score UNRESOLVED_TEMPLATE 1.324 0.618 1.369 2.866
+score UPPERCASE_25_50 0.028 0.207 0.039 0.026
+score UPPERCASE_50_75 0.350 0.928 0.017 0.000
+score UPPERCASE_75_100 0.000 0.539 0.029 0.000
+score UP_TO_OR_MORES 0 0 0.017 0.025 # n=0 n=1
+score URG_BIZ 0.288 0.030 1.064 1.808
+score URIBL_AB_SURBL 0 2.007 0 0.417 # n=0 n=2
+score URIBL_OB_SURBL 0 1.996 0 3.213 # n=0 n=2
+score URIBL_PH_SURBL 0 0.839 0 2.000 # n=0 n=2
+score URIBL_SBL 0 0.629 0 0.996 # n=0 n=2
+score URIBL_SC_SURBL 0 3.897 0 4.263 # n=0 n=2
+score URIBL_WS_SURBL 0 0.539 0 1.462 # n=0 n=2
+score URI_4YOU 1.027 1.812 0.898 1.966
+score URI_AFFILIATE 2.243 0.000 1.808 2.052
+score URI_IS_POUND 0 0.333 0.000 0.000 # n=0
+score URI_LONG_HOSTNAME 0 0 0.031 0.000 # n=0 n=1
+score URI_OFFERS 1.328 0.252 1.460 0.770
+score URI_REDIRECTOR 0 0 0.031 0.011 # n=0 n=1
+score USERNAME_IN_SUBJECT 0 # n=0 n=1 n=2 n=3
+score USERPASS 0.429 0.561 1.319 0.268
+score USE_IDENTITY 0 # n=0 n=1 n=2 n=3
+score US_DOLLARS_2 0 0.000 0.057 0.000 # n=0
+score US_DOLLARS_3 0.331 0.411 0.010 0.354
+score VAR_REF_IN_RECEIVED 0 # n=0 n=1 n=2 n=3
+score VIA_GAP_GRA 2.800 3.171 2.886 3.005
+score WALAA 0 # n=0 n=1 n=2 n=3
+score WEALTH 0 # n=0 n=1 n=2 n=3
+score WEIRD_PORT 0.001 0.507 0.228 0.109
+score WEIRD_QUOTING 1.353 1.966 1.774 2.000
+score WE_HATE_SPAM2 0 # n=0 n=1 n=2 n=3
+score WE_HONOR_ALL 2.063 2.365 1.789 2.029
+score WHILE_SUPPLIES 0 # n=0 n=1
+score WHILE_YOU_SLEEP 0.858 0.605 1.786 0.000
+score WHY_PAY_MORE 1.249 0 1.713 1.978 # n=1
+score WHY_WAIT 2.240 2.060 0.796 0.764
+score WITH_LC_SMTP 1.600 0.235 1.862 2.200
+score WORK_AT_HOME 0 0 0.325 0.030 # n=0 n=1
+score WRINKLES 1.730 2.097 1.917 2.091
+score X_AUTH_WARN_FAKED 2.094 2.599 1.654 3.105
+score X_ENC_PRESENT 0 # n=0 n=1 n=2 n=3
+score X_ESMTP 0 0 0.000 0.023 # n=0 n=1
+score X_LIBRARY 2.105 1.369 1.863 2.755
+score X_LIST_UNSUBSCRIBE 0 # n=0 n=1 n=2 n=3
+score X_MAILER_GIBBERISH 0 # n=0 n=1 n=2 n=3
+score X_MAIL_ID_PRESENT 0 # n=0 n=1 n=2 n=3
+score X_MESSAGE_INFO 3.600 4.187 4.162 4.244
+score X_MSMAIL_PRIORITY_HIGH 0.000 0.267 0.021 0.000
+score X_ORIG_IP_NOT_IPV4 0.009 1.006 0.081 2.582
+score X_PMFLAGS_PRESENT 0 # n=0 n=1 n=2 n=3
+score X_PRECEDENCE_REF 0 # n=0 n=1 n=2 n=3
+score X_PRIORITY_HIGH 0.125 0.093 0.077 0.000
+score X_PRI_MISMATCH_HI 0 # n=0 n=1 n=2 n=3
+score X_SERV_HOST_PRESENT 0 # n=0 n=1 n=2 n=3
+score X_STORMPOST_TO 0 # n=0 n=1 n=2 n=3
+score YAHOO_DRS_REDIR 1.911 0.911 1.956 0.984
+score YAHOO_RD_REDIR 1.237 1.083 1.366 1.642
+score YAHOO_SRD_REDIR 0 # n=0 n=1 n=2 n=3
+score YOUR_INCOME 0.674 0.892 0.372 1.092
+score YOU_CAN_SEARCH 1.370 0.444 1.246 1.630
+score YOU_WON 0.144 0.269 0.003 0.579
 
 # End of generated scores.  </gen:mutable>
 

Modified: spamassassin/trunk/rules/STATISTICS-set1.txt
==============================================================================
--- spamassassin/trunk/rules/STATISTICS-set1.txt	(original)
+++ spamassassin/trunk/rules/STATISTICS-set1.txt	Mon Aug  9 15:27:18 2004
@@ -3,160 +3,160 @@
 Classification success on test corpora, at default threshold:
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  28778  99.97%
-# Correctly spam:      55659  99.00%
-# False positives:         8  0.03%
-# False negatives:       560  1.00%
-# TCR(l=50): 58.561458  SpamRecall: 99.004%  SpamPrec: 99.986%
+# Correctly non-spam:  28655  99.96%
+# Correctly spam:      55676  98.84%
+# False positives:        11  0.04%
+# False negatives:       654  1.16%
+# TCR(l=50): 46.785714  SpamRecall: 98.839%  SpamPrec: 99.980%
 
 Results on test corpora at various alternative thresholds:
 
 # SUMMARY for threshold -4.0:
-# Correctly non-spam:    466  1.62%
-# Correctly spam:      56218  100.00%
-# False positives:     28320  98.38%
+# Correctly non-spam:    451  1.57%
+# Correctly spam:      56329  100.00%
+# False positives:     28215  98.43%
 # False negatives:         1  0.00%
-# TCR(l=50): 0.039703  SpamRecall: 99.998%  SpamPrec: 66.500%
+# TCR(l=50): 0.039929  SpamRecall: 99.998%  SpamPrec: 66.627%
 
 # SUMMARY for threshold -3.0:
-# Correctly non-spam:    466  1.62%
-# Correctly spam:      56218  100.00%
-# False positives:     28320  98.38%
+# Correctly non-spam:    489  1.71%
+# Correctly spam:      56329  100.00%
+# False positives:     28177  98.29%
 # False negatives:         1  0.00%
-# TCR(l=50): 0.039703  SpamRecall: 99.998%  SpamPrec: 66.500%
+# TCR(l=50): 0.039983  SpamRecall: 99.998%  SpamPrec: 66.657%
 
 # SUMMARY for threshold -2.0:
-# Correctly non-spam:   1086  3.77%
-# Correctly spam:      56216  99.99%
-# False positives:     27700  96.23%
-# False negatives:         3  0.01%
-# TCR(l=50): 0.040591  SpamRecall: 99.995%  SpamPrec: 66.991%
+# Correctly non-spam:   1076  3.75%
+# Correctly spam:      56329  100.00%
+# False positives:     27590  96.25%
+# False negatives:         1  0.00%
+# TCR(l=50): 0.040834  SpamRecall: 99.998%  SpamPrec: 67.123%
 
 # SUMMARY for threshold -1.0:
-# Correctly non-spam:   1423  4.94%
-# Correctly spam:      56216  99.99%
-# False positives:     27363  95.06%
-# False negatives:         3  0.01%
-# TCR(l=50): 0.041091  SpamRecall: 99.995%  SpamPrec: 67.261%
+# Correctly non-spam:   1361  4.75%
+# Correctly spam:      56329  100.00%
+# False positives:     27305  95.25%
+# False negatives:         1  0.00%
+# TCR(l=50): 0.041260  SpamRecall: 99.998%  SpamPrec: 67.352%
 
 # SUMMARY for threshold 0.0:
-# Correctly non-spam:   2927  10.17%
-# Correctly spam:      56216  99.99%
-# False positives:     25859  89.83%
-# False negatives:         3  0.01%
-# TCR(l=50): 0.043481  SpamRecall: 99.995%  SpamPrec: 68.493%
+# Correctly non-spam:   3032  10.58%
+# Correctly spam:      56329  100.00%
+# False positives:     25634  89.42%
+# False negatives:         1  0.00%
+# TCR(l=50): 0.043949  SpamRecall: 99.998%  SpamPrec: 68.725%
 
 # SUMMARY for threshold 1.0:
-# Correctly non-spam:  24778  86.08%
-# Correctly spam:      56136  99.85%
-# False positives:      4008  13.92%
-# False negatives:        83  0.15%
-# TCR(l=50): 0.280418  SpamRecall: 99.852%  SpamPrec: 93.336%
+# Correctly non-spam:  24503  85.48%
+# Correctly spam:      56265  99.88%
+# False positives:      4163  14.52%
+# False negatives:        65  0.12%
+# TCR(l=50): 0.270538  SpamRecall: 99.885%  SpamPrec: 93.111%
 
 # SUMMARY for threshold 2.0:
-# Correctly non-spam:  28141  97.76%
-# Correctly spam:      56079  99.75%
-# False positives:       645  2.24%
-# False negatives:       140  0.25%
-# TCR(l=50): 1.735690  SpamRecall: 99.751%  SpamPrec: 98.863%
+# Correctly non-spam:  27974  97.59%
+# Correctly spam:      56209  99.79%
+# False positives:       692  2.41%
+# False negatives:       121  0.21%
+# TCR(l=50): 1.622361  SpamRecall: 99.785%  SpamPrec: 98.784%
 
 # SUMMARY for threshold 3.0:
-# Correctly non-spam:  28615  99.41%
-# Correctly spam:      55999  99.61%
-# False positives:       171  0.59%
-# False negatives:       220  0.39%
-# TCR(l=50): 6.410376  SpamRecall: 99.609%  SpamPrec: 99.696%
+# Correctly non-spam:  28531  99.53%
+# Correctly spam:      56119  99.63%
+# False positives:       135  0.47%
+# False negatives:       211  0.37%
+# TCR(l=50): 8.092228  SpamRecall: 99.625%  SpamPrec: 99.760%
 
 # SUMMARY for threshold 4.0:
-# Correctly non-spam:  28742  99.85%
-# Correctly spam:      55875  99.39%
-# False positives:        44  0.15%
-# False negatives:       344  0.61%
-# TCR(l=50): 22.098664  SpamRecall: 99.388%  SpamPrec: 99.921%
+# Correctly non-spam:  28637  99.90%
+# Correctly spam:      55950  99.33%
+# False positives:        29  0.10%
+# False negatives:       380  0.67%
+# TCR(l=50): 30.781421  SpamRecall: 99.325%  SpamPrec: 99.948%
 
 # SUMMARY for threshold 4.5:
-# Correctly non-spam:  28773  99.95%
-# Correctly spam:      55793  99.24%
-# False positives:        13  0.05%
-# False negatives:       426  0.76%
-# TCR(l=50): 52.248141  SpamRecall: 99.242%  SpamPrec: 99.977%
+# Correctly non-spam:  28649  99.94%
+# Correctly spam:      55836  99.12%
+# False positives:        17  0.06%
+# False negatives:       494  0.88%
+# TCR(l=50): 41.912202  SpamRecall: 99.123%  SpamPrec: 99.970%
 
 # SUMMARY for threshold 5.5:
-# Correctly non-spam:  28781  99.98%
-# Correctly spam:      55501  98.72%
-# False positives:         5  0.02%
-# False negatives:       718  1.28%
-# TCR(l=50): 58.077479  SpamRecall: 98.723%  SpamPrec: 99.991%
+# Correctly non-spam:  28659  99.98%
+# Correctly spam:      55496  98.52%
+# False positives:         7  0.02%
+# False negatives:       834  1.48%
+# TCR(l=50): 47.576014  SpamRecall: 98.519%  SpamPrec: 99.987%
 
 # SUMMARY for threshold 6.0:
-# Correctly non-spam:  28781  99.98%
-# Correctly spam:      55310  98.38%
+# Correctly non-spam:  28661  99.98%
+# Correctly spam:      55263  98.11%
 # False positives:         5  0.02%
-# False negatives:       909  1.62%
-# TCR(l=50): 48.506471  SpamRecall: 98.383%  SpamPrec: 99.991%
+# False negatives:      1067  1.89%
+# TCR(l=50): 42.771450  SpamRecall: 98.106%  SpamPrec: 99.991%
 
 # SUMMARY for threshold 6.5:
-# Correctly non-spam:  28781  99.98%
-# Correctly spam:      55072  97.96%
-# False positives:         5  0.02%
-# False negatives:      1147  2.04%
-# TCR(l=50): 40.242663  SpamRecall: 97.960%  SpamPrec: 99.991%
+# Correctly non-spam:  28663  99.99%
+# Correctly spam:      54976  97.60%
+# False positives:         3  0.01%
+# False negatives:      1354  2.40%
+# TCR(l=50): 37.453457  SpamRecall: 97.596%  SpamPrec: 99.995%
 
 # SUMMARY for threshold 7.0:
-# Correctly non-spam:  28781  99.98%
-# Correctly spam:      54721  97.34%
-# False positives:         5  0.02%
-# False negatives:      1498  2.66%
-# TCR(l=50): 32.161899  SpamRecall: 97.335%  SpamPrec: 99.991%
+# Correctly non-spam:  28664  99.99%
+# Correctly spam:      54691  97.09%
+# False positives:         2  0.01%
+# False negatives:      1639  2.91%
+# TCR(l=50): 32.392179  SpamRecall: 97.090%  SpamPrec: 99.996%
 
 # SUMMARY for threshold 8.0:
-# Correctly non-spam:  28781  99.98%
-# Correctly spam:      54003  96.06%
-# False positives:         5  0.02%
-# False negatives:      2216  3.94%
-# TCR(l=50): 22.797648  SpamRecall: 96.058%  SpamPrec: 99.991%
+# Correctly non-spam:  28665  100.00%
+# Correctly spam:      53929  95.74%
+# False positives:         1  0.00%
+# False negatives:      2401  4.26%
+# TCR(l=50): 22.982456  SpamRecall: 95.738%  SpamPrec: 99.998%
 
 # SUMMARY for threshold 9.0:
-# Correctly non-spam:  28783  99.99%
-# Correctly spam:      53132  94.51%
-# False positives:         3  0.01%
-# False negatives:      3087  5.49%
-# TCR(l=50): 17.367624  SpamRecall: 94.509%  SpamPrec: 99.994%
+# Correctly non-spam:  28665  100.00%
+# Correctly spam:      53009  94.10%
+# False positives:         1  0.00%
+# False negatives:      3321  5.90%
+# TCR(l=50): 16.710175  SpamRecall: 94.104%  SpamPrec: 99.998%
 
 # SUMMARY for threshold 10.0:
-# Correctly non-spam:  28783  99.99%
-# Correctly spam:      52139  92.74%
-# False positives:         3  0.01%
-# False negatives:      4080  7.26%
-# TCR(l=50): 13.290544  SpamRecall: 92.743%  SpamPrec: 99.994%
+# Correctly non-spam:  28665  100.00%
+# Correctly spam:      52088  92.47%
+# False positives:         1  0.00%
+# False negatives:      4242  7.53%
+# TCR(l=50): 13.124418  SpamRecall: 92.469%  SpamPrec: 99.998%
 
 # SUMMARY for threshold 12.0:
-# Correctly non-spam:  28783  99.99%
-# Correctly spam:      50107  89.13%
-# False positives:         3  0.01%
-# False negatives:      6112  10.87%
-# TCR(l=50): 8.977803  SpamRecall: 89.128%  SpamPrec: 99.994%
+# Correctly non-spam:  28665  100.00%
+# Correctly spam:      50063  88.87%
+# False positives:         1  0.00%
+# False negatives:      6267  11.13%
+# TCR(l=50): 8.917208  SpamRecall: 88.874%  SpamPrec: 99.998%
 
 # SUMMARY for threshold 15.0:
-# Correctly non-spam:  28783  99.99%
-# Correctly spam:      46538  82.78%
-# False positives:         3  0.01%
-# False negatives:      9681  17.22%
-# TCR(l=50): 5.718543  SpamRecall: 82.780%  SpamPrec: 99.994%
+# Correctly non-spam:  28665  100.00%
+# Correctly spam:      46427  82.42%
+# False positives:         1  0.00%
+# False negatives:      9903  17.58%
+# TCR(l=50): 5.659600  SpamRecall: 82.420%  SpamPrec: 99.998%
 
 # SUMMARY for threshold 17.0:
-# Correctly non-spam:  28783  99.99%
-# Correctly spam:      43816  77.94%
-# False positives:         3  0.01%
-# False negatives:     12403  22.06%
-# TCR(l=50): 4.478531  SpamRecall: 77.938%  SpamPrec: 99.993%
+# Correctly non-spam:  28665  100.00%
+# Correctly spam:      43749  77.67%
+# False positives:         1  0.00%
+# False negatives:     12581  22.33%
+# TCR(l=50): 4.459663  SpamRecall: 77.666%  SpamPrec: 99.998%
 
 # SUMMARY for threshold 20.0:
-# Correctly non-spam:  28784  99.99%
-# Correctly spam:      38928  69.24%
-# False positives:         2  0.01%
-# False negatives:     17291  30.76%
-# TCR(l=50): 3.232649  SpamRecall: 69.243%  SpamPrec: 99.995%
+# Correctly non-spam:  28666  100.00%
+# Correctly spam:      38781  68.85%
+# False positives:         0  0.00%
+# False negatives:     17549  31.15%
+# TCR(l=50): 3.209870  SpamRecall: 68.846%  SpamPrec: 100.000%
 
 
 Test hit frequencies, for spam and ham corpora:
@@ -165,826 +165,829 @@
 and the 'score' field should be ignored.)
 
 OVERALL%   SPAM%     HAM%     S/O    RANK   SCORE  NAME
- 766280   506316   259964    0.661   0.00    0.00  (all messages)
-100.000  66.0745  33.9255    0.661   0.00    0.00  (all messages as %)
- 24.399  36.9269   0.0004    1.000   1.00    4.08  X_MESSAGE_INFO
- 22.283  33.7244   0.0004    1.000   1.00    4.23  MIME_BOUND_DD_DIGITS
- 14.416  21.8176   0.0012    1.000   0.99    2.65  HELO_DYNAMIC_IPADDR
-  9.492  14.3647   0.0004    1.000   0.98    3.91  RCVD_DOUBLE_IP_SPAM
- 10.511  15.9071   0.0012    1.000   0.98    2.51  URIBL_AB_SURBL
- 18.020  27.2693   0.0042    1.000   0.97    3.83  URIBL_SC_SURBL
-  8.014  12.1286   0.0008    1.000   0.97    3.07  MSGID_SPAM_CAPS
- 35.577  53.8409   0.0058    1.000   0.97    2.33  RCVD_IN_XBL
-  6.955  10.5254   0.0015    1.000   0.96    0.00  DRUGS_ANXIETY_EREC
-  5.557   8.4108   0.0004    1.000   0.95    2.24  DRUGS_MANYKINDS
-  6.069   9.1842   0.0015    1.000   0.95    0.03  DRUGS_DIET_EREC
-  6.574   9.9489   0.0023    1.000   0.95    1.58  DRUGS_DIET
-  5.071   7.6745   0.0000    1.000   0.95    3.78  DRUGS_ANXIETY_OBFU
-  9.843  14.8943   0.0054    1.000   0.94    0.43  DIGEST_MULTIPLE
-  6.116   9.2547   0.0035    1.000   0.94    0.55  HELO_DYNAMIC_DHCP
-  4.634   7.0136   0.0000    1.000   0.94    2.23  DRUGS_SLEEP_EREC
-  4.791   7.2510   0.0008    1.000   0.94    1.88  HELO_DYNAMIC_HCC
-  5.331   8.0665   0.0035    1.000   0.93    0.00  BAYES_99
-  4.397   6.6543   0.0008    1.000   0.93    1.16  DRUGS_DIET_PAIN
-  4.311   6.5236   0.0012    1.000   0.92    0.00  DRUGS_DEPR_EREC
- 44.500  67.3406   0.0138    1.000   0.92    2.77  RCVD_IN_DSBL
-  4.229   6.3996   0.0015    1.000   0.92    0.90  HELO_DYNAMIC_IPADDR2
- 13.071  19.7774   0.0108    0.999   0.92    0.95  RCVD_HELO_IP_MISMATCH
-  7.309  11.0573   0.0085    0.999   0.91    0.87  HTML_BACKHAIR_8
-  6.715  10.1579   0.0088    0.999   0.91    0.74  DRUGS_ERECTILE_OBFU
-  2.859   4.3269   0.0008    1.000   0.90    2.69  DATE_SPAMWARE_Y2K
-  2.392   3.6209   0.0000    1.000   0.90    2.12  SUBJECT_DRUG_GAP_X
-  3.692   5.5854   0.0031    0.999   0.90    2.19  DRUGS_PAIN_OBFU
- 29.956  45.3286   0.0162    1.000   0.90    0.00  MIME_HTML_ONLY_MULTI
-  2.244   3.3969   0.0000    1.000   0.90    1.12  RATWARE_RCVD_AT
-  2.218   3.3570   0.0000    1.000   0.89    1.55  SUBJECT_DRUG_GAP_VA
-  2.203   3.3343   0.0000    1.000   0.89    1.92  RATWARE_ZERO_TZ
-  2.220   3.3590   0.0004    1.000   0.89    0.89  HTML_NONELEMENT_90_100
-  4.768   7.2131   0.0069    0.999   0.89    0.20  DRUGS_SLEEP
-  8.253  12.4843   0.0131    0.999   0.89    0.00  DRUGS_ANXIETY
-  1.901   2.8769   0.0000    1.000   0.89    1.18  SUBJECT_DRUG_GAP_S
-  5.003   7.5676   0.0088    0.999   0.89    0.00  DRUGS_PAIN_EREC
-  3.072   0.0026   9.0505    0.000   0.88    0.00  BAYES_00
-  6.129   9.2687   0.0127    0.999   0.88    2.50  UNIQUE_WORDS
-  1.752   2.6511   0.0000    1.000   0.88    3.51  HELO_DYNAMIC_ATTBI
-  1.728   2.6146   0.0000    1.000   0.88    0.46  HTML_BADTAG_90_100
-  2.987   4.5167   0.0062    0.999   0.87    3.05  FORGED_MUA_OUTLOOK
-  3.166   4.7881   0.0081    0.998   0.86    1.76  MSGID_RANDY
-  4.924   7.4454   0.0123    0.998   0.86    0.91  DOMAIN_RATIO
-  7.763  11.7399   0.0173    0.999   0.86    1.65  HTML_IMAGE_ONLY_08
-  1.835   2.7751   0.0031    0.999   0.86    3.04  HTML_IMAGE_ONLY_04
-  4.603   6.9611   0.0112    0.998   0.86    0.33  DRUGS_MUSCLE
-  1.452   2.1982   0.0000    1.000   0.86    1.85  HELO_DYNAMIC_OOL
-  2.991   4.5221   0.0092    0.998   0.85    3.20  MSGID_DOLLARS
-  2.576   3.8946   0.0085    0.998   0.85    1.04  RCVD_IN_RSL
-  1.510   2.2834   0.0027    0.999   0.84    1.38  FORGED_MUA_AOL_FROM
-  1.138   1.7224   0.0000    1.000   0.84    0.73  MSGID_YAHOO_CAPS
-  1.109   1.6790   0.0000    1.000   0.84    3.37  HELO_DYNAMIC_COMCAST
-  2.311   3.4923   0.0088    0.997   0.84    0.75  UNRESOLVED_TEMPLATE
-  2.816   4.2564   0.0104    0.998   0.84    0.49  HTML_OBFUSCATE_10_20
-  1.228   1.8571   0.0015    0.999   0.84    0.56  HTML_NONELEMENT_80_90
-  1.011   1.5299   0.0000    1.000   0.83    2.33  HTML_OBFUSCATE_30_40
-  1.286   1.9452   0.0035    0.998   0.83    2.81  MSGID_SPAM_LETTERS
-  4.555   6.8852   0.0169    0.998   0.82    0.00  DRUGS_DEPRESSION
-  2.146   3.2422   0.0100    0.997   0.82    0.39  HTML_OBFUSCATE_20_30
-  3.156   4.7680   0.0150    0.997   0.82    1.94  PYZOR_CHECK
-  1.339   2.0242   0.0046    0.998   0.82    0.00  FORGED_AOL_HTML
-  0.909   1.3750   0.0000    1.000   0.82    0.77  DRUGS_DIET_OBFU
-  0.922   1.3948   0.0004    1.000   0.82    1.00  HTML_OBFUSCATE_50_60
-  1.099   1.6618   0.0035    0.998   0.81    2.30  INVALID_TZ_EST
-  0.850   1.2867   0.0004    1.000   0.81    0.79  HELO_DYNAMIC_SPLIT_IP
-  6.043   9.1332   0.0242    0.997   0.81    0.24  DRUGS_PAIN
-  0.983   1.4858   0.0027    0.998   0.81    1.60  RCVD_IN_SORBS_SOCKS
-  1.082   1.6361   0.0035    0.998   0.81    0.30  SUBJECT_DRUG_GAP_VIA
-  0.859   1.2992   0.0008    0.999   0.81    3.38  STRONG_BUY
-  0.821   1.2425   0.0004    1.000   0.81    3.38  RATWARE_RCVD_PF
-  0.849   1.2834   0.0015    0.999   0.80    3.15  MIME_BOUND_DIGITS_15
-  0.803   1.2149   0.0012    0.999   0.80    0.21  ONLINE_PHARMACY
-  0.718   1.0869   0.0000    1.000   0.80    1.63  HTML_OBFUSCATE_40_50
-  1.024   1.5467   0.0058    0.996   0.79    0.00  HTML_NONELEMENT_50_60
-  1.644   2.4820   0.0112    0.996   0.79    2.61  SUBJ_ILLEGAL_CHARS
-  9.067  13.7035   0.0354    0.997   0.78    1.49  DCC_CHECK
-  0.661   1.0008   0.0000    1.000   0.78    0.64  UNIVERSITY_DIPLOMAS
-  3.071   4.6368   0.0212    0.995   0.78    0.01  FORGED_OUTLOOK_HTML
- 35.602  53.8581   0.0454    0.999   0.78    1.72  MPART_ALT_DIFF
- 11.968  18.0927   0.0396    0.998   0.78    2.35  LONGWORDS
-  3.722   5.6210   0.0227    0.996   0.78    1.39  HTML_IMAGE_ONLY_12
-  2.174   3.2812   0.0173    0.995   0.78    0.00  FORGED_OUTLOOK_TAGS
-  0.616   0.9326   0.0000    1.000   0.78    2.06  HELO_DYNAMIC_YAHOOBB
-  0.791   1.1947   0.0042    0.996   0.78    1.14  HTML_ATTR_UNIQUE
-  0.804   1.2139   0.0050    0.996   0.77    1.20  OBFUSCATING_COMMENT
-  0.579   0.8763   0.0000    1.000   0.77    3.06  VIA_GAP_GRA
-  0.804   1.2137   0.0058    0.995   0.77    0.64  HTML_FONT_SIZE_LARGE
-  0.643   0.9719   0.0019    0.998   0.77    1.75  SUBJECT_DRUG_GAP_C
-  0.553   0.8368   0.0004    1.000   0.77    0.03  HTML_SHORT_CENTER
-  1.287   1.9413   0.0127    0.994   0.77    0.00  RCVD_IN_SORBS_WEB
-  0.676   1.0211   0.0035    0.997   0.76    0.43  HTML_NONELEMENT_70_80
-  0.547   0.8272   0.0004    1.000   0.76    0.70  HTML_BADTAG_50_60
-  0.585   0.8842   0.0019    0.998   0.76    1.04  HG_HORMONE
-  0.532   0.8052   0.0000    1.000   0.76    0.11  HTML_BADTAG_60_70
-  0.548   0.8285   0.0008    0.999   0.76    0.00  HTML_BADTAG_40_50
-  0.515   0.7794   0.0000    1.000   0.76    0.98  EMAIL_ROT13
-  0.529   0.8009   0.0004    1.000   0.76    2.25  PERCENT_RANDOM
-  0.552   0.8352   0.0015    0.998   0.76    1.72  STOCK_ALERT
-  0.512   0.7742   0.0000    1.000   0.76    0.71  INVALID_TZ_CST
-  2.080   3.1362   0.0219    0.993   0.75    0.09  URI_AFFILIATE
-  5.385   8.1309   0.0381    0.995   0.75    1.63  RCVD_IN_SORBS_SMTP
-  0.572   0.8641   0.0031    0.996   0.75    0.26  DRUG_DOSAGE
-  0.712   1.0742   0.0062    0.994   0.75    0.95  HTML_BADTAG_20_30
-  0.548   0.8287   0.0027    0.997   0.75    3.20  OBSCURED_EMAIL
-  1.667   2.5123   0.0200    0.992   0.74    1.21  SUSPICIOUS_RECIPS
-  0.726   1.0944   0.0081    0.993   0.74    0.12  STOCK_PICK
-  0.470   0.7098   0.0015    0.998   0.74    2.84  MSGID_SPAM_ALPHA_NUM
-  0.459   0.6946   0.0012    0.998   0.74    2.13  X_AUTH_WARN_FAKED
- 49.062  74.2173   0.0673    0.999   0.73    1.79  URIBL_OB_SURBL
-  0.892   1.3440   0.0127    0.991   0.73    1.97  FORGED_HOTMAIL_RCVD
-  2.446   3.6866   0.0285    0.992   0.73    1.03  HTML_FONT_LOW_CONTRAST
-  0.513   0.7748   0.0038    0.995   0.73    0.72  HTML_NONELEMENT_60_70
-  0.695   1.0474   0.0088    0.992   0.73    1.89  ALL_NATURAL
-  0.422   0.6385   0.0000    1.000   0.73    0.96  HTML_OBFUSCATE_60_70
-  1.439   2.1668   0.0215    0.990   0.72    0.30  HTML_OBFUSCATE_05_10
-  0.559   0.8428   0.0077    0.991   0.72    0.29  URI_OFFERS
-  0.460   0.6936   0.0042    0.994   0.71    0.48  SUBJECT_DIET
-  0.367   0.5554   0.0000    1.000   0.71    2.85  SUBJECT_DRUG_GAP_VIC
-  0.799   1.2010   0.0150    0.988   0.71    0.99  SUBJ_DOLLARS
-  0.417   0.6289   0.0035    0.995   0.70    0.26  FROM_ILLEGAL_CHARS
-  0.389   0.5870   0.0027    0.995   0.70    0.83  HTML_BADTAG_30_40
-  0.327   0.4949   0.0000    1.000   0.70    0.92  DEEP_DISC_MEDS
-  0.335   0.5064   0.0012    0.998   0.70    2.91  NIGERIAN_BODY1
-  0.683   1.0264   0.0138    0.987   0.70    0.04  MONEY_BACK
-  0.426   0.6425   0.0050    0.992   0.70    1.74  HTML_SHORT_COMMENT
-  0.370   0.5587   0.0031    0.995   0.69    0.83  SUBJECT_DRUG_GAP_P
-  0.489   0.7361   0.0085    0.989   0.69    0.77  HTML_TAG_BALANCE_HEAD
-  0.320   0.4837   0.0008    0.998   0.69    1.50  BANG_EXERCISE
-  0.312   0.4720   0.0004    0.999   0.69    1.36  FORGED_MUA_OIMO
-  0.308   0.4665   0.0000    1.000   0.69    0.76  RATWARE_EGROUPS
-  0.310   0.4693   0.0004    0.999   0.69    0.91  FORGED_AOL_TAGS
-  1.897   2.8530   0.0354    0.988   0.69    0.40  MIME_BASE64_TEXT
-  0.296   0.4477   0.0000    1.000   0.69    1.12  FORGED_MUA_THEBAT_BOUN
-  0.277   0.4185   0.0000    1.000   0.68    1.50  REVERSE_AGING
-  0.626   0.9387   0.0158    0.983   0.68    0.01  HTML_FONT_SIZE_NONE
-  0.409   0.6148   0.0073    0.988   0.68    0.46  IMPOTENCE
-  1.519   2.2820   0.0339    0.985   0.67    0.00  HTML_BACKHAIR_4
-  0.262   0.3968   0.0000    1.000   0.67    1.20  HTML_BADTAG_70_80
-  0.270   0.4090   0.0004    0.999   0.67    0.65  NIGERIAN_BODY2
-  0.315   0.4742   0.0035    0.993   0.67    0.12  FORGED_MUA_EUDORA
-  4.597   6.9263   0.0612    0.991   0.67    0.26  HTML_TITLE_UNTITLED
-  0.248   0.3747   0.0000    1.000   0.67    0.78  HTML_OBFUSCATE_70_80
-  0.246   0.3723   0.0000    1.000   0.67    0.86  FORGED_THEBAT_HTML
-  1.477   2.2168   0.0350    0.984   0.67    1.10  DNS_FROM_RFC_BOGUSMX
-  0.401   0.6022   0.0085    0.986   0.67    0.45  HTML_COMMENT_SHORT
-  1.038   0.0146   3.0316    0.005   0.66   -2.82  ALL_TRUSTED
-  0.233   0.3529   0.0000    1.000   0.66    2.59  FAKE_OUTBLAZE_RCVD
-  0.933   1.3981   0.0269    0.981   0.66    0.97  BODY_ENHANCEMENT2
- 10.328  15.5835   0.0916    0.994   0.66    0.01  DRUGS_ERECTILE
-  0.239   0.3612   0.0008    0.998   0.66    1.50  FORGED_IMS_HTML
-  0.223   0.3373   0.0000    1.000   0.66    2.65  KOREAN_UCE_SUBJECT
-  0.213   0.3217   0.0000    1.000   0.65    0.31  HELO_DYNAMIC_DIALIN
-  0.473   0.7083   0.0138    0.981   0.65    0.00  HTML_NONELEMENT_40_50
-  0.240   0.3628   0.0015    0.996   0.65    0.00  ENTITY_DEC_ALPHANUM
-  0.339   0.5086   0.0077    0.985   0.65    0.72  DRUG_ED_CAPS
-  0.261   0.3942   0.0027    0.993   0.65    0.48  FROM_NUM_AT_WEBMAIL
-  0.207   0.3136   0.0000    1.000   0.65    2.73  SUBJECT_DRUG_GAP_L
-  0.756   1.1309   0.0250    0.978   0.65    0.00  BANG_GUAR
-  0.205   0.3099   0.0000    1.000   0.65    1.79  HELO_DYNAMIC_ADELPHIA
-  4.175   6.2844   0.0673    0.989   0.65    1.39  RCVD_ILLEGAL_IP
-  0.323   0.4853   0.0077    0.984   0.65    0.94  SORTED_RECIPS
-  0.201   0.3044   0.0000    1.000   0.65    2.53  HDR_ORDER_TRIMRS
-  0.404   0.6052   0.0119    0.981   0.65    0.00  SATIS_GUAR
-  0.207   0.3132   0.0008    0.998   0.64    0.48  BANG_OPRAH
-  0.198   0.2990   0.0004    0.999   0.64    0.79  RATWARE_NETIP
-  1.632   2.4483   0.0435    0.983   0.64    2.39  DATE_IN_FUTURE_12_24
-  0.510   0.7630   0.0177    0.977   0.64    0.63  HTML_SHORT_LENGTH
-  0.183   0.2773   0.0000    1.000   0.64    1.40  NIGERIAN_BODY3
-  0.311   0.4665   0.0077    0.984   0.64    1.44  FORGED_MUA_IMS
-  0.467   0.6976   0.0169    0.976   0.63    0.53  BODY_ENHANCEMENT
-  0.290   0.4361   0.0069    0.984   0.63    1.43  SAVE_THOUSANDS
-  0.179   0.2706   0.0004    0.999   0.63    0.56  DRUG_ED_SILD
- 27.180  41.0649   0.1369    0.997   0.63    0.49  BIZ_TLD
-  0.179   0.2700   0.0004    0.999   0.63    0.56  FAKE_HELO_MSN
-  0.745   1.1137   0.0281    0.975   0.63    2.02  WHY_WAIT
-  0.278   0.4167   0.0069    0.984   0.63    0.33  GUARANTEED_STUFF
-  1.215   1.8172   0.0415    0.978   0.63    0.74  HTML_FONT_SIZE_TINY
-  0.190   0.2870   0.0019    0.993   0.63    0.33  HTML_MISSING_CTYPE
-  0.246   0.3697   0.0058    0.985   0.63    2.42  HAIR_LOSS
-  0.273   0.4098   0.0073    0.982   0.63    0.40  HTML_LINK_PUSH_HERE
-  0.162   0.2459   0.0000    1.000   0.63    1.62  FORGED_IMS_TAGS
-  1.176   1.7592   0.0415    0.977   0.63    0.70  SUBJ_HAS_SPACES
-  0.346   0.5169   0.0127    0.976   0.63    0.46  AS_SEEN_ON
-  4.276   6.4270   0.0877    0.987   0.62    0.20  HTML_MIME_NO_HTML_TAG
-  0.317   0.4740   0.0108    0.978   0.62    2.04  FROM_ALL_NUMS
-  0.358   0.5348   0.0138    0.975   0.62    0.28  SUBJ_BUY
-  0.160   0.2421   0.0008    0.997   0.62    1.79  MORE_SEX
-  0.715   1.0657   0.0308    0.972   0.62    0.00  MAILTO_SUBJ_REMOVE
-  0.174   0.2615   0.0023    0.991   0.61    0.00  HELO_DYNAMIC_CHELLO_NL
-  0.724   1.0788   0.0319    0.971   0.61    0.00  HTML_LINK_CLICK_CAPS
-  0.141   0.2133   0.0000    1.000   0.61    2.54  SUBJECT_SEXUAL
-  0.154   0.2317   0.0015    0.993   0.61    0.80  X_ORIG_IP_NOT_IPV4
-  0.135   0.2048   0.0000    1.000   0.61    2.33  RATWARE_OE_MALFORMED
-  1.642   2.4566   0.0565    0.977   0.61    0.49  HTML_FONT_TINY
-  0.129   0.1959   0.0000    1.000   0.60    1.07  HTML_BADTAG_80_90
-  0.215   0.3209   0.0073    0.978   0.60    0.00  MIME_BASE64_ILLEGAL
-  0.126   0.1910   0.0000    1.000   0.60    0.60  HELO_DYNAMIC_ROGERS
-  0.342   0.5098   0.0162    0.969   0.60    0.01  CLICK_TO_REMOVE_1
-  0.145   0.2188   0.0019    0.991   0.60    1.79  TERRA_ES
-  0.130   0.1967   0.0008    0.996   0.60    1.16  DRUG_ED_GENERIC
-  0.212   0.3168   0.0073    0.977   0.60    0.23  ROUND_THE_WORLD_LOCAL
-  5.643   8.4759   0.1254    0.985   0.60    0.81  RCVD_IN_SBL
- 16.624  25.0800   0.1554    0.994   0.60    1.78  RCVD_IN_BL_SPAMCOP_NET
-  3.107   4.6564   0.0904    0.981   0.60    2.08  FORGED_YAHOO_RCVD
-  0.145   0.2182   0.0027    0.988   0.59    1.55  X_LIBRARY
-  0.118   0.1785   0.0000    1.000   0.59    1.20  NIGERIAN_BODY4
-  0.770   1.1451   0.0408    0.966   0.59    0.14  MIME_HTML_MOSTLY
-  0.437   0.6498   0.0235    0.965   0.59    0.67  FRONTPAGE
- 10.550  15.8901   0.1496    0.991   0.59    1.23  RCVD_IN_RFC_IPWHOIS
-  0.117   0.1770   0.0004    0.998   0.59    1.26  DRUGS_SMEAR1
-  0.770   1.1439   0.0412    0.965   0.59    0.05  RCVD_FAKE_HELO_DOTCOM
-  0.163   0.2435   0.0050    0.980   0.59    1.45  HTML_TAG_EXIST_MARQUEE
-  0.120   0.1813   0.0012    0.994   0.59    1.06  HTML_FONT_SIZE_HUGE
-  1.168   1.7400   0.0531    0.970   0.59    0.32  BAD_CREDIT
-  0.144   0.2165   0.0035    0.984   0.59    0.95  MILLION_USD
-  0.111   0.1673   0.0000    1.000   0.59    2.45  NOT_ADVISOR
-  0.184   0.2743   0.0073    0.974   0.59    1.96  DATE_IN_FUTURE_24_48
-  1.270   1.8929   0.0573    0.971   0.59    0.01  HTML_TABLE_THICK_BORD
-  2.366   3.5346   0.0892    0.975   0.59    0.79  INVALID_TZ_GMT
-  0.433   0.6437   0.0238    0.964   0.59    0.00  HTML_COMMENT_SHOUTING
-  0.162   0.2417   0.0058    0.977   0.58    0.40  DIET_2
-  0.214   0.3186   0.0104    0.968   0.58    0.75  MARKETING_PARTNERS
-  0.123   0.1847   0.0027    0.986   0.58    0.37  ENGLISH_UCE_SUBJECT
-  0.104   0.1580   0.0000    1.000   0.58    1.63  HELO_DYNAMIC_RR2
-  0.845   1.2553   0.0458    0.965   0.58    0.00  HTML_BADTAG_10_20
-  1.384   2.0598   0.0669    0.969   0.58    0.48  MIME_HEADER_CTYPE_ONLY
-  0.105   0.1582   0.0008    0.995   0.58    1.76  WE_HONOR_ALL
-  0.122   0.1829   0.0035    0.981   0.57    2.28  FORGED_MUA_MOZILLA
-  0.131   0.1961   0.0046    0.977   0.57    1.07  RATWARE_HASH_2_V2
-  0.097   0.1471   0.0000    1.000   0.57    1.24  RATWARE_MOZ_MALFORMED
-  0.118   0.1774   0.0031    0.983   0.57    2.23  NA_DOLLARS
-  0.943   1.3997   0.0531    0.963   0.57    0.90  RCVD_IN_NJABL_SPAM
-  0.124   0.1859   0.0046    0.976   0.57    2.22  DATE_IN_FUTURE_48_96
-  0.095   0.1440   0.0000    1.000   0.57    2.35  MIME_BOUND_RKFINDY
-  1.465   2.1805   0.0715    0.968   0.57    0.50  DNS_FROM_RFC_WHOIS
-  0.095   0.1434   0.0000    1.000   0.57    0.85  HELO_DYNAMIC_VTR
-  0.098   0.1471   0.0012    0.992   0.56    0.75  RATWARE_GECKO_BUILD
-  0.154   0.2285   0.0077    0.967   0.56    0.42  GUARANTEED_100_PERCENT
-  0.102   0.1539   0.0023    0.985   0.56    1.00  NO_FORMS
-  0.133   0.1977   0.0065    0.968   0.56    0.45  CONSOLIDATE_DEBT
-  0.439   0.6492   0.0300    0.956   0.56    2.02  HEAD_ILLEGAL_CHARS
-  0.116   0.1726   0.0046    0.974   0.56    0.00  RATWARE_HASH_2
-  0.095   0.1436   0.0012    0.992   0.56    2.32  MSGID_OUTLOOK_INVALID
-  0.098   0.1469   0.0019    0.987   0.56    0.00  NO_CREDIT_CHECK
-  0.087   0.1321   0.0000    1.000   0.56    1.82  CONFIRMED_FORGED
-  0.104   0.1554   0.0035    0.978   0.56    1.03  FROM_OFFERS
-  0.704   1.0416   0.0462    0.958   0.56    0.07  HTML_NONELEMENT_20_30
-  0.089   0.1349   0.0008    0.994   0.56    0.53  HTML_CONVERTED
-  0.091   0.1379   0.0012    0.992   0.55    0.32  HTML_ATTR_BAD
-  0.084   0.1262   0.0004    0.997   0.55    2.00  DRUG_ED_ONLINE
-  0.347   0.5119   0.0262    0.951   0.55    0.00  HTML_SHOUTING4
-  0.077   0.1163   0.0000    1.000   0.55    0.97  HELO_DYNAMIC_HEXIP
-  0.453   0.6684   0.0342    0.951   0.55    0.00  LOW_PRICE
-  0.198   0.2925   0.0142    0.954   0.55    1.85  SOME_BREAKTHROUGH
-  2.945   4.3884   0.1335    0.970   0.55    1.41  MISSING_SUBJECT
-  0.077   0.1167   0.0008    0.993   0.55    2.35  RATWARE_STORM_URI
-  0.080   0.1201   0.0012    0.990   0.55    0.95  YAHOO_DRS_REDIR
-  0.076   0.1153   0.0008    0.993   0.54    2.35  MIME_BOUND_MANY_HEX
-  0.423   0.6239   0.0319    0.951   0.54    1.47  GAPPY_SUBJECT
-  0.347   0.5111   0.0273    0.949   0.54    0.15  HTML_COMMENT_SAVED_URL
-  7.474  11.2134   0.1916    0.983   0.54    0.00  HTML_IMAGE_RATIO_02
-  0.438   0.6456   0.0350    0.949   0.54    0.49  HTML_00_10
-  0.280   0.4118   0.0219    0.949   0.54    1.29  PORN_URL_SEX
-  0.193   0.2842   0.0154    0.949   0.54    2.21  TO_MALFORMED
-  0.071   0.1069   0.0000    1.000   0.54    0.74  SUBJ_2_NUM_PARENS
-  0.109   0.1612   0.0065    0.961   0.54    0.00  ONE_TIME_MAILING
-  0.068   0.1023   0.0000    1.000   0.54    0.55  MULTI_FORGED
-  0.739   1.0877   0.0589    0.949   0.53    0.86  MIME_BASE64_BLANKS
-  0.666   0.9810   0.0519    0.950   0.53    0.14  MIME_MISSING_BOUNDARY
-  0.115   0.1691   0.0085    0.952   0.53    0.87  MORTGAGE_BEST
-  0.066   0.0991   0.0000    1.000   0.53    2.08  FAKE_HELO_MAIL_COM_DOM
-  0.162   0.2390   0.0135    0.947   0.53    0.22  IP_LINK_PLUS
-  1.669   2.4716   0.1054    0.959   0.53    1.27  HTML_IMAGE_ONLY_16
-  1.532   2.2705   0.0942    0.960   0.53    0.83  FORGED_HOTMAIL_RCVD2
-  0.667   0.9812   0.0539    0.948   0.53    0.01  X_MSMAIL_PRIORITY_HIGH
-  0.061   0.0926   0.0000    1.000   0.53    1.12  DIET_3
-  0.061   0.0926   0.0000    1.000   0.53    0.74  CONFIDENTIAL_ORDER
-  1.732   2.5636   0.1123    0.958   0.53    0.49  HTML_TAG_BALANCE_BODY
-  0.059   0.0897   0.0000    1.000   0.53    1.67  EXCUSE_23
-  0.102   0.1509   0.0077    0.951   0.52    0.45  EXCUSE_6
-  0.059   0.0893   0.0000    1.000   0.52    2.06  WRINKLES
-  0.233   0.3421   0.0219    0.940   0.52    1.25  TRACKER_ID
-  0.057   0.0859   0.0000    1.000   0.52    2.10  HTML_FORMACTION_MAILTO
-  0.053   0.0802   0.0000    1.000   0.52    1.92  CHINA_HEADER
-  0.513   0.7527   0.0469    0.941   0.52    0.26  USERPASS
-  0.050   0.0754   0.0000    1.000   0.51    2.02  FAKE_HELO_EXCITE
-  2.398   3.5537   0.1458    0.961   0.51    0.01  RCVD_DOUBLE_IP_LOOSE
-  0.049   0.0745   0.0000    1.000   0.51    0.69  HELO_DYNAMIC_HOME_NL
-  0.699   1.0243   0.0669    0.939   0.51    0.38  EXCUSE_10
-  0.076   0.1126   0.0050    0.957   0.51    0.00  HTML_SHOUTING5
-  1.953   2.8842   0.1389    0.954   0.51    0.41  DIET_1
-  0.057   0.0849   0.0015    0.982   0.51    2.04  SUBJ_LIFE_INSURANCE
-  0.046   0.0693   0.0000    1.000   0.51    0.95  HDR_ORDER_MTSRIX
-  0.124   0.1813   0.0135    0.931   0.51    0.12  HTML_EMBEDS
-  0.048   0.0727   0.0004    0.995   0.51    2.06  FORWARD_LOOKING
-  0.091   0.1343   0.0077    0.946   0.51    0.68  PORN_URL_MISC
-  0.149   0.2175   0.0165    0.929   0.50    0.77  UPPERCASE_75_100
-  0.060   0.0897   0.0031    0.967   0.50    0.00  BAYES_95
-  1.938   2.8591   0.1443    0.952   0.50    0.00  HTML_SHOUTING3
-  0.047   0.0008   0.1358    0.006   0.50   -4.30  RCVD_IN_BSP_TRUSTED
-  0.073   0.1067   0.0062    0.945   0.50    1.98  SUBJ_YOUR_DEBT
-  1.796   2.6448   0.1439    0.948   0.50    0.00  HTML_BACKHAIR_2
-  0.055   0.0824   0.0031    0.964   0.50    1.72  FAKE_HELO_MAIL_COM
-  0.239   0.3484   0.0273    0.927   0.50    0.00  MORTGAGE_PITCH
-  0.084   0.1232   0.0088    0.933   0.49    0.53  MORTGAGE_RATES
-  4.462   6.6488   0.2035    0.970   0.49    0.11  HTML_FONT_INVISIBLE
-  0.999   1.4621   0.0958    0.939   0.49    0.01  DATE_IN_FUTURE_03_06
-  0.040   0.0596   0.0004    0.994   0.49    0.96  FORGED_QUALCOMM_TAGS
-  0.099   0.1442   0.0112    0.928   0.49    1.30  WEIRD_QUOTING
-  0.309   0.4491   0.0354    0.927   0.49    0.00  HTML_NONELEMENT_30_40
-  0.159   0.2299   0.0200    0.920   0.49    1.25  SUB_HELLO
-  0.043   0.0636   0.0015    0.976   0.49    0.92  PORN_URL_SLUT
-  4.546   6.7646   0.2243    0.968   0.49    0.00  DNS_FROM_RFC_DSN
-  0.044   0.0656   0.0023    0.966   0.49    1.75  AMAZING_STUFF
-  0.059   0.0861   0.0050    0.945   0.49    0.00  BAYES_90
-  0.040   0.0008   0.1166    0.007   0.49    0.00  BAYES_10
-  0.039   0.0581   0.0012    0.981   0.49    0.27  FREE_PREVIEW
-  0.036   0.0547   0.0000    1.000   0.48    0.00  WHY_PAY_MORE
-  0.605   0.8785   0.0715    0.925   0.48    0.15  HTTP_ESCAPED_HOST
-  0.035   0.0000   0.1031    0.000   0.48    0.00  BAYES_05
-  0.339   0.4922   0.0415    0.922   0.48    1.20  FROM_NO_LOWER
-  0.069   0.1001   0.0073    0.932   0.48    1.55  DATE_IN_FUTURE_96_XX
-  0.038   0.0575   0.0012    0.980   0.48    1.64  ROUND_THE_WORLD
-  0.041   0.0604   0.0023    0.963   0.48    0.00  HIDE_WIN_STATUS
-  0.034   0.0521   0.0000    1.000   0.48    0.04  HTTP_77
-  0.043   0.0642   0.0031    0.954   0.48    0.54  OFFSHORE_SCAM
-  0.492   0.7132   0.0615    0.921   0.48    1.33  BLANK_LINES_70_80
-  0.038   0.0571   0.0015    0.974   0.48    1.97  URI_4YOU
-  0.034   0.0506   0.0004    0.992   0.48    1.27  SUBJ_GUARANTEED
-  5.834   8.6740   0.3016    0.966   0.48    0.52  INFO_TLD
-  0.038   0.0569   0.0019    0.967   0.48    0.51  FORGED_EUDORAMAIL_RCVD
-  0.211   0.3051   0.0285    0.915   0.48    1.61  ADDRESS_IN_SUBJECT
-  0.037   0.0559   0.0015    0.973   0.48    1.26  RATWARE_RCVD_LC_ESMTP
-  0.182   0.2625   0.0254    0.912   0.47    1.19  FROM_HAS_MIXED_NUMS3
-  0.048   0.0697   0.0050    0.933   0.47    1.39  BILLION_DOLLARS
-  0.046   0.0677   0.0046    0.936   0.47    1.63  DISGUISE_PORN
-  0.032   0.0482   0.0000    1.000   0.47    0.58  HABEAS_INFRINGER
-  0.111   0.1596   0.0173    0.902   0.47    1.97  FORGED_JUNO_RCVD
-  0.033   0.0498   0.0012    0.977   0.47    0.00  SUBJ_YOUR_FAMILY
-  0.094   0.1355   0.0142    0.905   0.47    0.73  CREDIT_CARD
-  0.125   0.1787   0.0208    0.896   0.47    1.54  SOMETHING_FOR_ADULTS
- 30.949  46.6314   0.4062    0.991   0.47    0.07  RCVD_IN_SORBS_DUL
-  0.901   1.3027   0.1181    0.917   0.47    0.00  MAILTO_TO_REMOVE
-  0.034   0.0504   0.0023    0.956   0.46    0.43  NASTY_GIRLS
-  0.303   0.4375   0.0423    0.912   0.46    0.00  BANG_MORE
-  0.031   0.0466   0.0012    0.976   0.46    0.60  REFINANCE_YOUR_HOME
-  0.038   0.0559   0.0038    0.936   0.46    0.01  REFINANCE_NOW
- 31.321  47.1822   0.4304    0.991   0.46    1.58  RCVD_IN_NJABL_DUL
-  0.030   0.0452   0.0012    0.975   0.46    1.95  PORN_15
- 12.852  19.2500   0.3924    0.980   0.46    0.00  RCVD_IN_SORBS_HTTP
-  0.026   0.0389   0.0000    1.000   0.46    0.97  RCVD_AM_PM
-  0.026   0.0391   0.0004    0.990   0.46    1.86  HELO_DYNAMIC_VELOX
-  1.743   2.5441   0.1819    0.933   0.46    0.21  HTML_IMAGE_RATIO_04
-  0.025   0.0371   0.0000    1.000   0.45    1.93  BANG_QUOTE
-  0.043   0.0616   0.0065    0.904   0.45    0.48  ACT_NOW_CAPS
-  0.130   0.1849   0.0238    0.886   0.45    0.13  URG_BIZ
-  1.725   2.5156   0.1858    0.931   0.45    0.70  HTML_IMAGE_ONLY_20
-  0.024   0.0365   0.0004    0.990   0.45    0.50  COMPETE
-  0.040   0.0032   0.1123    0.027   0.45    0.00  BAYES_25
- 52.026  78.4982   0.4666    0.994   0.45    0.65  URIBL_WS_SURBL
-  0.028   0.0417   0.0019    0.956   0.45    0.03  FIN_FREE
-  0.023   0.0342   0.0000    1.000   0.45    0.29  WITH_LC_SMTP
-  0.034   0.0496   0.0042    0.921   0.45    0.57  FROM_NO_USER
-  0.030   0.0444   0.0027    0.943   0.45    0.00  MEET_SINGLES
-  0.030   0.0444   0.0027    0.943   0.45    1.52  CUM_SHOT
-  0.022   0.0338   0.0000    1.000   0.45    0.37  HTML_OBFUSCATE_90_100
-  0.022   0.0328   0.0000    1.000   0.44    1.80  MSGID_FROM_MTA_HOTMAIL
- 13.755  20.5958   0.4304    0.980   0.44    0.12  RCVD_IN_SORBS_MISC
-  0.021   0.0322   0.0000    1.000   0.44    0.85  HTML_OBFUSCATE_80_90
-  0.025   0.0367   0.0019    0.950   0.44    1.35  NUMERIC_HTTP_ADDR
- 15.282  22.8950   0.4547    0.981   0.44    1.47  DNS_FROM_RFC_POST
-  0.103   0.1448   0.0212    0.872   0.44    0.69  ADDR_FREE
-  1.225   1.7702   0.1623    0.916   0.44    0.75  HTML_IMAGE_ONLY_24
-  0.021   0.0312   0.0000    1.000   0.44    1.38  MSGID_SPAM_ZEROES
-  4.763   7.0296   0.3481    0.953   0.44    0.04  EXCUSE_3
-  0.106   0.1485   0.0223    0.869   0.44    1.13  RCVD_IN_NJABL_RELAY
- 42.603  64.2219   0.4974    0.992   0.44    0.77  URIBL_SBL
-  0.019   0.0292   0.0000    1.000   0.44    0.69  FORGED_TELESP_RCVD
-  0.042   0.0593   0.0088    0.870   0.43    1.22  SUBJ_FOR_ONLY
-  0.020   0.0298   0.0004    0.987   0.43    1.21  BARGAIN_URL
-  0.022   0.0324   0.0012    0.966   0.43    1.41  EXCUSE_24
-  0.064   0.0901   0.0138    0.867   0.43    0.01  HTML_TAG_EXIST_PARAM
-  0.019   0.0288   0.0000    1.000   0.43    0.26  FAKED_UNDISC_RECIPS
-  0.028   0.0405   0.0038    0.913   0.43    1.22  FREE_QUOTE_INSTANT
-  0.022   0.0322   0.0012    0.965   0.43    0.80  JS_FROMCHARCODE
-  0.121   0.1702   0.0262    0.867   0.43    0.00  REPLY_TO_ULINE_NUMS
-  0.187   0.2649   0.0365    0.879   0.43    0.18  SEE_FOR_YOURSELF
-  0.022   0.0324   0.0015    0.955   0.43    1.78  BLANK_LINES_90_100
-  0.385   0.5481   0.0677    0.890   0.43    1.49  INVALID_MSGID
-  0.020   0.0296   0.0008    0.975   0.43    0.46  HTML_SHOUTING7
-  0.025   0.0357   0.0031    0.921   0.43    1.68  SELECTED_YOU
-  0.031   0.0438   0.0046    0.905   0.43    0.39  JOIN_MILLIONS
-  0.046   0.0636   0.0104    0.860   0.43    0.89  THE_BEST_RATE
-  0.018   0.0273   0.0004    0.986   0.43    1.70  BUY_DIRECT
-  0.081   0.1134   0.0177    0.865   0.43    0.00  MSGID_NO_HOST
-  0.045   0.0632   0.0104    0.859   0.43    0.00  URI_LONG_HOSTNAME
-  0.082   0.1142   0.0185    0.861   0.43    0.00  BLANK_LINES_80_90
-  0.086   0.1195   0.0196    0.859   0.43    0.00  EXCUSE_REMOVE
- 18.035  27.0444   0.4885    0.982   0.43    1.19  RCVD_IN_NJABL_PROXY
-  0.016   0.0247   0.0000    1.000   0.43    0.53  MSGID_SPAM_99X9XX99
-  0.116   0.1623   0.0262    0.861   0.43    1.11  ITS_LEGAL
-  0.034   0.0484   0.0069    0.875   0.43    0.46  DOMAIN_4U2
- 12.762  19.0760   0.4654    0.976   0.43    1.76  MSGID_FROM_MTA_ID
-  0.016   0.0241   0.0000    1.000   0.43    1.70  SENT_IN_COMPLIANCE
-  0.018   0.0267   0.0008    0.972   0.43    1.81  BE_BOSS
-  0.779   1.1084   0.1385    0.889   0.43    0.64  HOT_NASTY
-  2.987   4.3583   0.3174    0.932   0.42    0.31  HTML_10_20
-  0.022   0.0316   0.0023    0.932   0.42    1.63  UNCLAIMED_MONEY
-  0.024   0.0340   0.0035    0.908   0.42    1.68  SEDUCTION
-  0.986   1.4120   0.1577    0.900   0.42    0.00  HTML_TAG_BALANCE_HTML
-  0.015   0.0221   0.0000    1.000   0.42    1.07  PREST_NON_ACCREDITED
-  0.015   0.0231   0.0004    0.984   0.42    0.66  HARDCORE_PORN
-  1.016   1.4536   0.1623    0.900   0.42    0.00  HTML_NONELEMENT_10_20
-  0.014   0.0219   0.0000    1.000   0.42    0.72  RCVD_BONUS_SPC_DATE
-  0.029   0.0405   0.0058    0.875   0.42    1.70  NIGERIAN_SUBJECT2
-  1.155   1.6553   0.1804    0.902   0.42    0.10  MIME_BOUND_NEXTPART
-  0.016   0.0237   0.0008    0.969   0.42    0.83  FROM_NONSENDING_DOMAIN
-  1.226   1.7596   0.1866    0.904   0.42    0.12  NORMAL_HTTP_TO_IP
-  0.014   0.0211   0.0000    1.000   0.42    1.50  REMOVE_POSTAL
-  0.023   0.0330   0.0038    0.896   0.42    0.33  URI_IS_POUND
-  0.014   0.0209   0.0000    1.000   0.42    1.79  RESISTANCE_IS_FUTILE
-  0.071   0.0984   0.0173    0.850   0.42    0.00  HTML_WIN_OPEN
-  0.025   0.0350   0.0046    0.883   0.42    1.69  EXCUSE_4
-  2.859   4.1579   0.3300    0.926   0.42    1.19  PRIORITY_NO_NAME
-  0.013   0.0201   0.0000    1.000   0.42    0.16  FAKE_HELO_EUDORAMAIL
-  0.245   0.3464   0.0481    0.878   0.42    0.01  SUB_FREE_OFFER
-  0.033   0.0462   0.0077    0.857   0.41    1.55  GET_PAID
-  0.023   0.0328   0.0042    0.886   0.41    0.47  LIVE_PORN
-  0.025   0.0356   0.0054    0.868   0.41    0.25  WHILE_YOU_SLEEP
-  0.013   0.0194   0.0000    1.000   0.41    0.37  MICRO_CAP_WARNING
-  0.688   0.9719   0.1346    0.878   0.41    1.18  SUBJ_HAS_UNIQ_ID
-  0.036   0.0500   0.0096    0.839   0.41    0.01  FREE_PORN
-  0.013   0.0196   0.0004    0.981   0.41    0.43  MAIL_IN_ORDER_FORM
-  0.012   0.0186   0.0000    1.000   0.41    0.16  YAHOO_RD_REDIR
-  5.064   7.4590   0.4001    0.949   0.41    0.01  HTML_TEXT_AFTER_HTML
- 13.236  19.7675   0.5147    0.975   0.41    0.02  FORGED_RCVD_NET_HELO
-  0.035   0.0478   0.0092    0.838   0.41    0.24  HTML_SHOUTING9
-  6.475   9.5648   0.4578    0.954   0.41    0.60  HTML_20_30
-  0.016   0.0231   0.0023    0.909   0.41    1.08  HIDDEN_CHARGES
-  0.012   0.0178   0.0000    1.000   0.41    0.54  YOU_CAN_SEARCH
-  2.007   2.8848   0.2970    0.907   0.41    0.01  MIME_BASE64_NO_NAME
-  0.419   0.5876   0.0896    0.868   0.41    0.03  NO_RDNS_DOTCOM_HELO
-  0.018   0.0253   0.0035    0.880   0.41    0.00  ONE_TIME
-  1.846   2.6566   0.2662    0.909   0.41    0.50  REMOVE_PAGE
-  0.012   0.0176   0.0000    1.000   0.41    0.59  DRUG_ED_COMBO
-  0.023   0.0318   0.0050    0.864   0.41    0.20  FREE_SAMPLE
-  0.013   0.0186   0.0008    0.960   0.41    0.55  AMATEUR_PORN
-  0.011   0.0170   0.0000    1.000   0.40    0.58  HELO_DYNAMIC_NTL
-  0.038   0.0515   0.0112    0.822   0.40    1.01  EXTRA_CASH
-  0.016   0.0223   0.0027    0.892   0.40    0.16  TO_NO_USER
-  1.712   2.4605   0.2550    0.906   0.40    0.00  HTML_IMAGE_RATIO_06
-  0.016   0.0221   0.0027    0.891   0.40    0.92  BEEN_TURNED_DOWN
-  0.011   0.0166   0.0000    1.000   0.40    1.42  NO_MEDICAL
-  0.054   0.0737   0.0169    0.813   0.40    0.00  LOW_INTEREST
-  0.203   0.2824   0.0473    0.857   0.40    0.67  DEAR_SOMETHING
-  0.010   0.0158   0.0000    1.000   0.40    0.07  RATWARE_HASH_DASH
-  0.010   0.0154   0.0000    1.000   0.40    0.18  HELO_DYNAMIC_CHELLO_NO
-  0.011   0.0166   0.0008    0.956   0.40    0.69  URIBL_PH_SURBL
-  0.012   0.0180   0.0015    0.921   0.40    0.37  BANKRUPTCY
-  0.079   0.1076   0.0235    0.821   0.40    0.90  RECEIVE_OFFER
-  0.035   0.0472   0.0108    0.814   0.40    0.00  LOW_PAYMENT
-  0.034   0.0456   0.0104    0.815   0.40    1.62  SUBJ_AS_SEEN
-  0.010   0.0146   0.0000    1.000   0.39    1.61  HTTP_CTRL_CHARS_HOST
-  0.018   0.0251   0.0050    0.834   0.39    1.58  FAKE_HELO_LYCOS
-  0.044   0.0587   0.0154    0.792   0.39    0.00  BAYES_75
-  0.013   0.0190   0.0027    0.876   0.39    1.69  BILL_1618
-  0.010   0.0144   0.0000    1.000   0.39    0.00  FAKE_HELO_EMAIL_COM
-  0.012   0.0176   0.0019    0.901   0.39    0.24  FORGED_MUA_THEBAT_CS
-  0.009   0.0138   0.0000    1.000   0.39    0.00  NIGERIAN_BODY_GOVT_3
-  0.295   0.4098   0.0700    0.854   0.39    0.04  REMOVE_FROM_LIST
-  0.614   0.8566   0.1427    0.857   0.39    0.00  ORDER_NOW
-  0.329   0.4564   0.0804    0.850   0.39    0.78  HTTP_EXCESSIVE_ESCAPES
-  1.762   2.5154   0.2935    0.896   0.39    0.04  HTML_WEB_BUGS
-  0.033   0.0444   0.0108    0.805   0.39    0.00  INVALID_DATE_TZ_ABSURD
-  0.022   0.0298   0.0069    0.812   0.39    1.61  HEADER_COUNT_CTYPE
+ 766289   506205   260084    0.661   0.00    0.00  (all messages)
+100.000  66.0593  33.9407    0.661   0.00    0.00  (all messages as %)
+ 24.399  36.9344   0.0004    1.000   1.00    4.19  X_MESSAGE_INFO
+ 22.283  33.7310   0.0004    1.000   1.00    4.23  MIME_BOUND_DD_DIGITS
+ 14.409  21.8111   0.0015    1.000   0.98    2.75  HELO_DYNAMIC_IPADDR
+ 10.497  15.8904   0.0008    1.000   0.98    2.01  URIBL_AB_SURBL
+  9.499  14.3797   0.0004    1.000   0.98    4.11  RCVD_DOUBLE_IP_SPAM
+ 35.591  53.8744   0.0054    1.000   0.97    2.51  RCVD_IN_XBL
+  8.028  12.1516   0.0008    1.000   0.97    3.22  MSGID_SPAM_CAPS
+ 18.019  27.2741   0.0046    1.000   0.97    3.90  URIBL_SC_SURBL
+  6.968  10.5477   0.0015    1.000   0.96    0.00  DRUGS_ANXIETY_EREC
+  5.567   8.4274   0.0000    1.000   0.96    2.73  DRUGS_MANYKINDS
+  6.584   9.9659   0.0023    1.000   0.95    0.41  DRUGS_DIET
+  6.076   9.1967   0.0015    1.000   0.95    0.00  DRUGS_DIET_EREC
+  5.079   7.6886   0.0000    1.000   0.95    3.96  DRUGS_ANXIETY_OBFU
+  6.105   9.2407   0.0031    1.000   0.94    0.09  HELO_DYNAMIC_DHCP
+  9.837  14.8876   0.0058    1.000   0.94    0.23  DIGEST_MULTIPLE
+  4.646   7.0327   0.0000    1.000   0.94    2.72  DRUGS_SLEEP_EREC
+  4.783   7.2407   0.0008    1.000   0.94    1.54  HELO_DYNAMIC_HCC
+  5.319   8.0499   0.0027    1.000   0.93    0.00  BAYES_99
+  7.307  11.0572   0.0065    0.999   0.93    0.57  HTML_BACKHAIR_8
+  4.399   6.6584   0.0008    1.000   0.93    0.01  DRUGS_DIET_PAIN
+  4.319   6.5377   0.0008    1.000   0.92    0.00  DRUGS_DEPR_EREC
+ 44.479  67.3249   0.0135    1.000   0.92    2.77  RCVD_IN_DSBL
+  4.220   6.3879   0.0015    1.000   0.92    0.81  HELO_DYNAMIC_IPADDR2
+ 13.079  19.7932   0.0123    0.999   0.91    0.62  RCVD_HELO_IP_MISMATCH
+  6.725  10.1755   0.0096    0.999   0.90    0.83  DRUGS_ERECTILE_OBFU
+  2.857   4.3241   0.0008    1.000   0.90    2.89  DATE_SPAMWARE_Y2K
+  2.404   3.6398   0.0000    1.000   0.90    2.28  SUBJECT_DRUG_GAP_X
+  4.778   7.2305   0.0062    0.999   0.90    0.11  DRUGS_SLEEP
+  3.703   5.6041   0.0035    0.999   0.90    2.43  DRUGS_PAIN_OBFU
+ 29.959  45.3433   0.0165    1.000   0.90    0.00  MIME_HTML_ONLY_MULTI
+  2.237   3.3868   0.0000    1.000   0.90    1.01  RATWARE_RCVD_AT
+  2.218   3.3577   0.0000    1.000   0.89    1.58  HTML_NONELEMENT_90_100
+  2.218   3.3573   0.0000    1.000   0.89    1.92  SUBJECT_DRUG_GAP_VA
+  2.206   3.3401   0.0000    1.000   0.89    2.37  RATWARE_ZERO_TZ
+  1.909   2.8895   0.0000    1.000   0.88    0.28  SUBJECT_DRUG_GAP_S
+  5.014   7.5849   0.0092    0.999   0.88    0.00  DRUGS_PAIN_EREC
+  8.267  12.5076   0.0138    0.999   0.88    0.00  DRUGS_ANXIETY
+  3.061   0.0024   9.0148    0.000   0.88    0.00  BAYES_00
+  6.111   9.2449   0.0123    0.999   0.88    2.55  UNIQUE_WORDS
+  1.759   2.6632   0.0000    1.000   0.88    3.66  HELO_DYNAMIC_ATTBI
+  1.729   2.6169   0.0000    1.000   0.87    1.19  HTML_BADTAG_90_100
+  7.763  11.7435   0.0150    0.999   0.87    1.97  HTML_IMAGE_ONLY_08
+  2.979   4.5059   0.0058    0.999   0.87    3.04  FORGED_MUA_OUTLOOK
+  4.614   6.9796   0.0108    0.998   0.86    0.17  DRUGS_MUSCLE
+  1.841   2.7848   0.0031    0.999   0.86    3.09  HTML_IMAGE_ONLY_04
+  3.161   4.7801   0.0088    0.998   0.86    1.74  MSGID_RANDY
+  1.449   2.1930   0.0000    1.000   0.86    2.51  HELO_DYNAMIC_OOL
+  4.925   7.4482   0.0135    0.998   0.85    1.36  DOMAIN_RATIO
+  2.992   4.5243   0.0092    0.998   0.85    3.08  MSGID_DOLLARS
+  2.581   3.9020   0.0088    0.998   0.84    0.68  RCVD_IN_RSL
+  1.509   2.2837   0.0027    0.999   0.84    1.28  FORGED_MUA_AOL_FROM
+  1.145   1.7327   0.0000    1.000   0.84    0.70  MSGID_YAHOO_CAPS
+  1.110   1.6796   0.0000    1.000   0.84    3.53  HELO_DYNAMIC_COMCAST
+  1.231   1.8631   0.0015    0.999   0.83    0.49  HTML_NONELEMENT_80_90
+  2.814   4.2546   0.0112    0.997   0.83    0.73  HTML_OBFUSCATE_10_20
+  2.314   3.4980   0.0096    0.997   0.83    0.62  UNRESOLVED_TEMPLATE
+  1.018   1.5407   0.0000    1.000   0.83    1.93  HTML_OBFUSCATE_30_40
+  1.294   1.9571   0.0035    0.998   0.82    3.15  MSGID_SPAM_LETTERS
+  4.559   6.8935   0.0165    0.998   0.82    0.00  DRUGS_DEPRESSION
+  2.154   3.2556   0.0104    0.997   0.82    0.60  HTML_OBFUSCATE_20_30
+  0.928   1.4046   0.0004    1.000   0.82    1.34  HTML_OBFUSCATE_50_60
+  1.336   2.0207   0.0046    0.998   0.82    0.00  FORGED_AOL_HTML
+  0.916   1.3868   0.0000    1.000   0.82    0.76  DRUGS_DIET_OBFU
+  1.085   1.6408   0.0023    0.999   0.82    1.77  SUBJECT_DRUG_GAP_VIA
+  3.143   4.7501   0.0150    0.997   0.81    2.04  PYZOR_CHECK
+  0.849   1.2856   0.0004    1.000   0.81    0.89  HELO_DYNAMIC_SPLIT_IP
+  0.983   1.4862   0.0027    0.998   0.81    1.85  RCVD_IN_SORBS_SOCKS
+  0.863   1.3056   0.0008    0.999   0.81    3.38  STRONG_BUY
+  1.102   1.6653   0.0042    0.997   0.81    2.33  INVALID_TZ_EST
+  0.824   1.2473   0.0004    1.000   0.81    3.38  RATWARE_RCVD_PF
+  6.061   9.1627   0.0246    0.997   0.80    0.04  DRUGS_PAIN
+  0.846   1.2795   0.0015    0.999   0.80    3.29  MIME_BOUND_DIGITS_15
+  0.800   1.2106   0.0012    0.999   0.80    0.01  ONLINE_PHARMACY
+  1.640   2.4769   0.0112    0.996   0.79    2.85  SUBJ_ILLEGAL_CHARS
+  0.709   1.0735   0.0000    1.000   0.79    1.75  HTML_OBFUSCATE_40_50
+  1.025   1.5484   0.0062    0.996   0.79    0.00  HTML_NONELEMENT_50_60
+  2.174   3.2833   0.0161    0.995   0.78    0.00  FORGED_OUTLOOK_TAGS
+  9.062  13.6996   0.0350    0.997   0.78    1.37  DCC_CHECK
+  3.073   4.6410   0.0211    0.995   0.78    0.02  FORGED_OUTLOOK_HTML
+  0.655   0.9923   0.0000    1.000   0.78    0.52  UNIVERSITY_DIPLOMAS
+  0.618   0.9362   0.0000    1.000   0.77    2.78  HELO_DYNAMIC_YAHOOBB
+ 35.592  53.8558   0.0461    0.999   0.77    1.50  MPART_ALT_DIFF
+  0.800   1.2092   0.0050    0.996   0.77    1.20  OBFUSCATING_COMMENT
+  0.796   1.2027   0.0050    0.996   0.77    1.17  HTML_ATTR_UNIQUE
+  0.575   0.8706   0.0000    1.000   0.77    3.17  VIA_GAP_GRA
+ 11.971  18.0998   0.0419    0.998   0.77    2.26  LONGWORDS
+  0.677   1.0241   0.0027    0.997   0.77    0.80  HTML_NONELEMENT_70_80
+  0.645   0.9761   0.0019    0.998   0.76    1.92  SUBJECT_DRUG_GAP_C
+  1.285   1.9383   0.0123    0.994   0.76    0.00  RCVD_IN_SORBS_WEB
+  3.712   5.6066   0.0254    0.995   0.76    1.47  HTML_IMAGE_ONLY_12
+  0.554   0.8390   0.0004    1.000   0.76    0.42  HTML_SHORT_CENTER
+  0.586   0.8864   0.0015    0.998   0.76    1.25  HG_HORMONE
+  0.802   1.2112   0.0069    0.994   0.76    0.71  HTML_FONT_SIZE_LARGE
+  0.550   0.8323   0.0004    1.000   0.76    0.43  HTML_BADTAG_50_60
+  0.532   0.8050   0.0000    1.000   0.76    1.13  HTML_BADTAG_60_70
+  2.070   3.1230   0.0211    0.993   0.76    0.00  URI_AFFILIATE
+  0.519   0.7851   0.0000    1.000   0.75    1.47  EMAIL_ROT13
+  0.540   0.8169   0.0008    0.999   0.75    0.00  HTML_BADTAG_40_50
+  0.524   0.7930   0.0004    1.000   0.75    3.10  PERCENT_RANDOM
+  0.713   1.0766   0.0058    0.995   0.75    0.17  HTML_BADTAG_20_30
+  0.508   0.7696   0.0000    1.000   0.75    0.07  INVALID_TZ_CST
+  0.554   0.8378   0.0019    0.998   0.75    1.78  STOCK_ALERT
+  5.391   8.1416   0.0369    0.995   0.75    1.60  RCVD_IN_SORBS_SMTP
+  0.551   0.8325   0.0023    0.997   0.75    3.19  OBSCURED_EMAIL
+  1.673   2.5227   0.0196    0.992   0.74    1.46  SUSPICIOUS_RECIPS
+  0.571   0.8625   0.0035    0.996   0.74    0.61  DRUG_DOSAGE
+ 49.029  74.1861   0.0654    0.999   0.74    2.00  URIBL_OB_SURBL
+  0.728   1.0982   0.0088    0.992   0.74    0.15  STOCK_PICK
+  0.466   0.7051   0.0015    0.998   0.73    3.00  MSGID_SPAM_ALPHA_NUM
+  2.454   3.7003   0.0281    0.992   0.73    0.95  HTML_FONT_LOW_CONTRAST
+  0.457   0.6912   0.0012    0.998   0.73    2.60  X_AUTH_WARN_FAKED
+  0.891   1.3421   0.0127    0.991   0.73    2.13  FORGED_HOTMAIL_RCVD
+  0.514   0.7768   0.0038    0.995   0.73    1.14  HTML_NONELEMENT_60_70
+  0.422   0.6391   0.0000    1.000   0.73    0.97  HTML_OBFUSCATE_60_70
+  0.695   1.0464   0.0096    0.991   0.72    1.83  ALL_NATURAL
+  0.378   0.5727   0.0000    1.000   0.72    2.96  SUBJECT_DRUG_GAP_VIC
+  1.434   2.1598   0.0219    0.990   0.72    0.48  HTML_OBFUSCATE_05_10
+  0.565   0.8514   0.0077    0.991   0.71    0.25  URI_OFFERS
+  0.464   0.6993   0.0050    0.993   0.70    0.72  SUBJECT_DIET
+  0.388   0.5861   0.0027    0.995   0.70    0.10  HTML_BADTAG_30_40
+  0.418   0.6314   0.0038    0.994   0.70    0.05  FROM_ILLEGAL_CHARS
+  0.322   0.4881   0.0000    1.000   0.70    1.21  DEEP_DISC_MEDS
+  0.429   0.6472   0.0054    0.992   0.69    1.82  HTML_SHORT_COMMENT
+  0.336   0.5073   0.0015    0.997   0.69    2.91  NIGERIAN_BODY1
+  0.489   0.7355   0.0081    0.989   0.69    0.86  HTML_TAG_BALANCE_HEAD
+  0.691   1.0383   0.0138    0.987   0.69    0.04  MONEY_BACK
+  0.367   0.5547   0.0031    0.994   0.69    0.77  SUBJECT_DRUG_GAP_P
+  0.312   0.4715   0.0000    1.000   0.69    1.33  FORGED_MUA_OIMO
+  0.321   0.4854   0.0008    0.998   0.69    1.99  BANG_EXERCISE
+  0.796   1.1966   0.0173    0.986   0.69    0.97  SUBJ_DOLLARS
+  0.305   0.4613   0.0000    1.000   0.69    2.70  RATWARE_EGROUPS
+  0.309   0.4682   0.0004    0.999   0.68    0.79  FORGED_AOL_TAGS
+  0.296   0.4484   0.0000    1.000   0.68    1.39  FORGED_MUA_THEBAT_BOUN
+  1.902   2.8597   0.0365    0.987   0.68    0.11  MIME_BASE64_TEXT
+  0.417   0.6272   0.0073    0.988   0.67    0.75  IMPOTENCE
+  0.274   0.4147   0.0000    1.000   0.67    1.40  REVERSE_AGING
+  4.590   6.9168   0.0623    0.991   0.67    0.26  HTML_TITLE_UNTITLED
+  0.310   0.4688   0.0023    0.995   0.67    0.05  FORGED_MUA_EUDORA
+  1.527   2.2939   0.0338    0.985   0.67    0.00  HTML_BACKHAIR_4
+  0.263   0.3975   0.0000    1.000   0.67    0.07  HTML_BADTAG_70_80
+  0.619   0.9285   0.0161    0.983   0.67    0.46  HTML_FONT_SIZE_NONE
+  0.270   0.4081   0.0008    0.998   0.67    0.49  NIGERIAN_BODY2
+  0.244   0.3688   0.0000    1.000   0.66    1.06  FORGED_THEBAT_HTML
+  1.473   2.2123   0.0346    0.985   0.66    1.46  DNS_FROM_RFC_BOGUSMX
+  0.243   0.3684   0.0000    1.000   0.66    1.33  HTML_OBFUSCATE_70_80
+  1.046   0.0140   3.0548    0.005   0.66   -2.82  ALL_TRUSTED
+  0.237   0.3582   0.0000    1.000   0.66    2.73  FAKE_OUTBLAZE_RCVD
+  0.401   0.6027   0.0092    0.985   0.66    0.62  HTML_COMMENT_SHORT
+  0.239   0.3613   0.0008    0.998   0.65    1.66  FORGED_IMS_HTML
+  0.222   0.3362   0.0000    1.000   0.65    2.70  KOREAN_UCE_SUBJECT
+ 10.343  15.6087   0.0942    0.994   0.65    0.03  DRUGS_ERECTILE
+  0.934   1.3994   0.0273    0.981   0.65    0.84  BODY_ENHANCEMENT2
+  0.214   0.3234   0.0000    1.000   0.65    0.44  HELO_DYNAMIC_DIALIN
+  0.242   0.3655   0.0019    0.995   0.65    0.00  ENTITY_DEC_ALPHANUM
+  0.262   0.3955   0.0031    0.992   0.65    0.26  FROM_NUM_AT_WEBMAIL
+  0.208   0.3147   0.0000    1.000   0.65    1.83  HELO_DYNAMIC_ADELPHIA
+  0.469   0.7035   0.0138    0.981   0.65    0.00  HTML_NONELEMENT_40_50
+  0.339   0.5081   0.0085    0.984   0.65    1.53  DRUG_ED_CAPS
+  0.208   0.3145   0.0000    1.000   0.65    2.73  SUBJECT_DRUG_GAP_L
+  4.174   6.2816   0.0707    0.989   0.64    1.37  RCVD_ILLEGAL_IP
+  0.199   0.3015   0.0000    1.000   0.64    2.67  HDR_ORDER_TRIMRS
+  0.205   0.3102   0.0008    0.998   0.64    0.21  BANG_OPRAH
+  1.623   2.4340   0.0438    0.982   0.64    2.33  DATE_IN_FUTURE_12_24
+  0.320   0.4806   0.0081    0.983   0.64    1.16  SORTED_RECIPS
+  0.757   1.1320   0.0258    0.978   0.64    0.00  BANG_GUAR
+  0.197   0.2983   0.0004    0.999   0.64    1.03  RATWARE_NETIP
+  0.313   0.4692   0.0077    0.984   0.64    1.58  FORGED_MUA_IMS
+  0.410   0.6144   0.0127    0.980   0.63    0.00  SATIS_GUAR
+  0.509   0.7621   0.0173    0.978   0.63    0.71  HTML_SHORT_LENGTH
+  1.209   1.8103   0.0400    0.978   0.63    0.42  HTML_FONT_SIZE_TINY
+  0.183   0.2776   0.0004    0.999   0.63    0.42  DRUG_ED_SILD
+  0.291   0.4372   0.0069    0.984   0.63    1.89  SAVE_THOUSANDS
+  0.183   0.2770   0.0004    0.999   0.63    1.93  NIGERIAN_BODY3
+ 27.177  41.0685   0.1411    0.997   0.63    0.53  BIZ_TLD
+  0.181   0.2732   0.0004    0.999   0.63    1.46  FAKE_HELO_MSN
+  0.283   0.4243   0.0073    0.983   0.63    0.24  GUARANTEED_STUFF
+  0.343   0.5126   0.0115    0.978   0.63    0.32  AS_SEEN_ON
+  1.175   1.7572   0.0408    0.977   0.63    0.64  SUBJ_HAS_SPACES
+  0.742   1.1086   0.0281    0.975   0.62    2.06  WHY_WAIT
+  0.471   0.7039   0.0177    0.975   0.62    0.48  BODY_ENHANCEMENT
+  0.244   0.3665   0.0058    0.985   0.62    2.37  HAIR_LOSS
+  0.191   0.2884   0.0023    0.992   0.62    0.38  HTML_MISSING_CTYPE
+  0.164   0.2479   0.0000    1.000   0.62    1.85  FORGED_IMS_TAGS
+  0.277   0.4150   0.0081    0.981   0.62    0.41  HTML_LINK_PUSH_HERE
+  4.270   6.4187   0.0884    0.986   0.61    0.10  HTML_MIME_NO_HTML_TAG
+  0.161   0.2426   0.0008    0.997   0.61    1.76  MORE_SEX
+  0.315   0.4714   0.0115    0.976   0.61    1.68  FROM_ALL_NUMS
+  1.634   2.4453   0.0542    0.978   0.61    0.47  HTML_FONT_TINY
+  0.174   0.2619   0.0023    0.991   0.61    0.00  HELO_DYNAMIC_CHELLO_NL
+  0.357   0.5334   0.0146    0.973   0.61    0.49  SUBJ_BUY
+  0.214   0.3206   0.0065    0.980   0.60    0.46  ROUND_THE_WORLD_LOCAL
+  0.724   1.0794   0.0323    0.971   0.60    0.00  HTML_LINK_CLICK_CAPS
+ 16.644  25.1171   0.1534    0.994   0.60    1.83  RCVD_IN_BL_SPAMCOP_NET
+  0.719   1.0715   0.0319    0.971   0.60    0.00  MAILTO_SUBJ_REMOVE
+  0.152   0.2296   0.0015    0.993   0.60    1.01  X_ORIG_IP_NOT_IPV4
+  0.138   0.2094   0.0000    1.000   0.60    2.54  SUBJECT_SEXUAL
+  0.132   0.2001   0.0000    1.000   0.60    2.41  RATWARE_OE_MALFORMED
+  0.215   0.3210   0.0073    0.978   0.60    0.00  MIME_BASE64_ILLEGAL
+  0.129   0.1946   0.0000    1.000   0.60    1.31  HTML_BADTAG_80_90
+  5.636   8.4657   0.1288    0.985   0.60    1.05  RCVD_IN_SBL
+  0.128   0.1932   0.0000    1.000   0.60    0.79  HELO_DYNAMIC_ROGERS
+  0.145   0.2183   0.0019    0.991   0.59    0.82  TERRA_ES
+  0.127   0.1926   0.0008    0.996   0.59    1.18  DRUG_ED_GENERIC
+  2.369   3.5416   0.0869    0.976   0.59    0.64  INVALID_TZ_GMT
+  0.119   0.1796   0.0000    1.000   0.59    1.38  NIGERIAN_BODY4
+  3.113   4.6663   0.0911    0.981   0.59    2.17  FORGED_YAHOO_RCVD
+  1.271   1.8951   0.0565    0.971   0.59    0.01  HTML_TABLE_THICK_BORD
+  1.161   1.7309   0.0515    0.971   0.59    0.25  BAD_CREDIT
+  0.164   0.2456   0.0046    0.982   0.59    1.76  HTML_TAG_EXIST_MARQUEE
+ 10.564  15.9113   0.1553    0.990   0.59    1.14  RCVD_IN_RFC_IPWHOIS
+  0.768   1.1412   0.0408    0.966   0.59    0.03  RCVD_FAKE_HELO_DOTCOM
+  0.346   0.5140   0.0188    0.965   0.58    0.00  CLICK_TO_REMOVE_1
+  0.141   0.2122   0.0031    0.986   0.58    1.37  X_LIBRARY
+  0.142   0.2128   0.0035    0.984   0.58    1.29  MILLION_USD
+  0.114   0.1727   0.0004    0.998   0.58    1.52  DRUGS_SMEAR1
+  0.183   0.2728   0.0073    0.974   0.58    2.05  DATE_IN_FUTURE_24_48
+  0.111   0.1681   0.0000    1.000   0.58    2.44  NOT_ADVISOR
+  0.431   0.6406   0.0235    0.965   0.58    0.00  HTML_COMMENT_SHOUTING
+  0.765   1.1365   0.0427    0.964   0.58    0.28  MIME_HTML_MOSTLY
+  0.118   0.1784   0.0015    0.991   0.58    1.28  HTML_FONT_SIZE_HUGE
+  0.213   0.3165   0.0104    0.968   0.58    0.72  MARKETING_PARTNERS
+  0.126   0.1885   0.0031    0.984   0.57    0.34  ENGLISH_UCE_SUBJECT
+  0.103   0.1553   0.0000    1.000   0.57    1.01  HELO_DYNAMIC_RR2
+  0.435   0.6454   0.0246    0.963   0.57    0.53  FRONTPAGE
+  0.160   0.2386   0.0065    0.973   0.57    0.00  DIET_2
+  0.941   1.3984   0.0515    0.964   0.57    1.05  RCVD_IN_NJABL_SPAM
+  0.105   0.1590   0.0008    0.995   0.57    2.37  WE_HONOR_ALL
+  1.373   2.0425   0.0704    0.967   0.57    0.48  MIME_HEADER_CTYPE_ONLY
+  0.132   0.1977   0.0046    0.977   0.57    1.32  RATWARE_HASH_2_V2
+  0.126   0.1887   0.0038    0.980   0.57    2.30  DATE_IN_FUTURE_48_96
+  0.845   1.2536   0.0492    0.962   0.57    0.00  HTML_BADTAG_10_20
+  0.122   0.1823   0.0038    0.979   0.57    2.36  FORGED_MUA_MOZILLA
+  0.096   0.1454   0.0000    1.000   0.57    0.99  RATWARE_MOZ_MALFORMED
+  0.096   0.1446   0.0000    1.000   0.56    2.35  MIME_BOUND_RKFINDY
+  0.095   0.1432   0.0000    1.000   0.56    0.81  HELO_DYNAMIC_VTR
+  0.119   0.1782   0.0038    0.979   0.56    2.19  NA_DOLLARS
+  1.466   2.1792   0.0773    0.966   0.56    0.49  DNS_FROM_RFC_WHOIS
+  0.096   0.1454   0.0012    0.992   0.56    0.83  RATWARE_GECKO_BUILD
+  0.437   0.6472   0.0292    0.957   0.56    2.02  HEAD_ILLEGAL_CHARS
+  0.132   0.1972   0.0065    0.968   0.56    0.65  CONSOLIDATE_DEBT
+  0.154   0.2286   0.0085    0.964   0.56    0.43  GUARANTEED_100_PERCENT
+  0.102   0.1527   0.0023    0.985   0.55    0.97  NO_FORMS
+  0.099   0.1488   0.0019    0.987   0.55    0.00  NO_CREDIT_CHECK
+  0.117   0.1754   0.0046    0.974   0.55    0.00  RATWARE_HASH_2
+  0.095   0.1426   0.0012    0.992   0.55    2.29  MSGID_OUTLOOK_INVALID
+  0.086   0.1308   0.0000    1.000   0.55    2.35  CONFIRMED_FORGED
+  0.103   0.1541   0.0035    0.978   0.55    0.86  FROM_OFFERS
+  0.088   0.1326   0.0008    0.994   0.55    1.20  HTML_CONVERTED
+  0.090   0.1357   0.0012    0.992   0.55    0.10  HTML_ATTR_BAD
+  0.423   0.6246   0.0296    0.955   0.55    1.32  GAPPY_SUBJECT
+  7.466  11.2032   0.1930    0.983   0.55    0.00  HTML_IMAGE_RATIO_02
+  0.703   1.0387   0.0492    0.955   0.54    0.07  HTML_NONELEMENT_20_30
+  2.944   4.3879   0.1342    0.970   0.54    1.57  MISSING_SUBJECT
+  0.083   0.1254   0.0008    0.994   0.54    1.82  DRUG_ED_ONLINE
+  0.345   0.5089   0.0258    0.952   0.54    0.00  HTML_SHOUTING4
+  0.077   0.1171   0.0000    1.000   0.54    1.32  HELO_DYNAMIC_HEXIP
+  0.079   0.1185   0.0008    0.994   0.54    2.25  MIME_BOUND_MANY_HEX
+  0.081   0.1215   0.0012    0.991   0.54    0.91  YAHOO_DRS_REDIR
+  0.200   0.2943   0.0150    0.952   0.54    1.92  SOME_BREAKTHROUGH
+  0.451   0.6644   0.0358    0.949   0.54    0.00  LOW_PRICE
+  0.191   0.2821   0.0146    0.951   0.54    2.25  TO_MALFORMED
+  0.078   0.1177   0.0012    0.990   0.54    1.52  RATWARE_STORM_URI
+  0.108   0.1596   0.0062    0.963   0.54    0.00  ONE_TIME_MAILING
+  0.070   0.1059   0.0000    1.000   0.53    0.28  SUBJ_2_NUM_PARENS
+  0.068   0.1025   0.0000    1.000   0.53    0.13  MULTI_FORGED
+  0.739   1.0869   0.0611    0.947   0.53    0.82  MIME_BASE64_BLANKS
+  1.729   2.5634   0.1054    0.961   0.53    0.39  HTML_TAG_BALANCE_BODY
+  0.065   0.0988   0.0000    1.000   0.53    2.17  FAKE_HELO_MAIL_COM_DOM
+  0.442   0.6507   0.0365    0.947   0.53    0.14  HTML_00_10
+  0.343   0.5055   0.0281    0.947   0.53    0.13  HTML_COMMENT_SAVED_URL
+  0.665   0.9794   0.0527    0.949   0.53    0.25  MIME_MISSING_BOUNDARY
+  0.666   0.9804   0.0542    0.948   0.53    0.27  X_MSMAIL_PRIORITY_HIGH
+  0.063   0.0950   0.0000    1.000   0.53    1.20  CONFIDENTIAL_ORDER
+  1.659   2.4581   0.1034    0.960   0.53    1.28  HTML_IMAGE_ONLY_16
+  0.061   0.0928   0.0000    1.000   0.53    1.06  DIET_3
+  1.529   2.2653   0.0954    0.960   0.52    1.08  FORGED_HOTMAIL_RCVD2
+  0.059   0.0893   0.0000    1.000   0.52    2.10  WRINKLES
+  0.112   0.1659   0.0085    0.951   0.52    0.92  MORTGAGE_BEST
+  0.232   0.3408   0.0211    0.942   0.52    1.06  TRACKER_ID
+  0.058   0.0881   0.0000    1.000   0.52    2.09  EXCUSE_23
+  0.279   0.4099   0.0238    0.945   0.52    1.43  PORN_URL_SEX
+  2.400   3.5578   0.1469    0.960   0.52    0.00  RCVD_DOUBLE_IP_LOOSE
+  0.056   0.0847   0.0000    1.000   0.52    2.16  HTML_FORMACTION_MAILTO
+  0.514   0.7554   0.0450    0.944   0.52    0.56  USERPASS
+  0.101   0.1488   0.0077    0.951   0.52    0.73  EXCUSE_6
+  0.161   0.2355   0.0150    0.940   0.51    0.02  IP_LINK_PLUS
+  0.053   0.0802   0.0000    1.000   0.51    1.91  CHINA_HEADER
+  1.955   2.8872   0.1403    0.954   0.51    0.36  DIET_1
+  0.050   0.0763   0.0000    1.000   0.51    2.13  FAKE_HELO_EXCITE
+  0.091   0.1337   0.0065    0.953   0.51    0.57  PORN_URL_MISC
+  0.048   0.0731   0.0000    1.000   0.51    0.64  HELO_DYNAMIC_HOME_NL
+  0.050   0.0755   0.0004    0.995   0.51    2.16  FORWARD_LOOKING
+  0.077   0.1140   0.0050    0.958   0.51    0.00  HTML_SHOUTING5
+  0.696   1.0178   0.0684    0.937   0.51    0.38  EXCUSE_10
+  0.045   0.0684   0.0000    1.000   0.51    0.39  HDR_ORDER_MTSRIX
+  1.936   2.8556   0.1450    0.952   0.50    0.00  HTML_SHOUTING3
+  0.122   0.1788   0.0127    0.934   0.50    0.08  HTML_EMBEDS
+  0.156   0.2278   0.0165    0.932   0.50    1.36  SUB_HELLO
+  0.044   0.0000   0.1296    0.000   0.50   -8.00  HABEAS_USER
+  0.054   0.0804   0.0019    0.977   0.50    2.07  SUBJ_LIFE_INSURANCE
+  4.463   6.6522   0.2007    0.971   0.50    0.07  HTML_FONT_INVISIBLE
+  0.150   0.2185   0.0169    0.928   0.50    0.54  UPPERCASE_75_100
+  0.046   0.0008   0.1330    0.006   0.49   -4.30  RCVD_IN_BSP_TRUSTED
+  0.058   0.0867   0.0035    0.962   0.49    0.00  BAYES_95
+  1.790   2.6333   0.1473    0.947   0.49    0.00  HTML_BACKHAIR_2
+  0.055   0.0820   0.0035    0.960   0.49    1.97  FAKE_HELO_MAIL_COM
+  0.040   0.0597   0.0004    0.994   0.49    0.25  FORGED_QUALCOMM_TAGS
+  0.103   0.1493   0.0115    0.928   0.49    1.97  WEIRD_QUOTING
+  0.059   0.0871   0.0042    0.954   0.49    0.00  BAYES_90
+  0.043   0.0640   0.0015    0.977   0.49    1.02  PORN_URL_SLUT
+  0.997   1.4595   0.0961    0.938   0.49    0.07  DATE_IN_FUTURE_03_06
+  0.041   0.0008   0.1207    0.007   0.49    0.00  BAYES_10
+  4.549   6.7726   0.2207    0.968   0.49    0.00  DNS_FROM_RFC_DSN
+  0.237   0.3441   0.0273    0.927   0.49    0.00  MORTGAGE_PITCH
+  0.044   0.0660   0.0023    0.966   0.49    1.27  AMAZING_STUFF
+  0.081   0.1187   0.0088    0.931   0.49    0.69  MORTGAGE_RATES
+  0.038   0.0573   0.0012    0.980   0.48    0.38  FREE_PREVIEW
+  0.073   0.1067   0.0077    0.933   0.48    2.07  SUBJ_YOUR_DEBT
+  5.829   8.6718   0.2953    0.967   0.48    0.48  INFO_TLD
+  0.310   0.4510   0.0361    0.926   0.48    0.01  HTML_NONELEMENT_30_40
+  0.037   0.0553   0.0004    0.993   0.48    0.00  WHY_PAY_MORE
+  0.034   0.0518   0.0000    1.000   0.48    0.60  HTTP_77
+  0.037   0.0561   0.0012    0.980   0.48    1.74  ROUND_THE_WORLD
+  0.038   0.0565   0.0015    0.974   0.48    1.81  URI_4YOU
+  0.038   0.0565   0.0015    0.974   0.48    1.47  RATWARE_RCVD_LC_ESMTP
+  0.178   0.2576   0.0231    0.918   0.48    1.11  FROM_HAS_MIXED_NUMS3
+  0.040   0.0597   0.0023    0.963   0.48    0.00  HIDE_WIN_STATUS
+  0.609   0.8840   0.0738    0.923   0.48    0.09  HTTP_ESCAPED_HOST
+ 30.961  46.6673   0.3922    0.992   0.48    0.14  RCVD_IN_SORBS_DUL
+  0.046   0.0680   0.0042    0.941   0.48    1.83  DISGUISE_PORN
+  0.047   0.0693   0.0046    0.938   0.48    1.19  BILLION_DOLLARS
+  0.115   0.1655   0.0154    0.915   0.47    1.72  FORGED_JUNO_RCVD
+  0.034   0.0004   0.1004    0.004   0.47    0.00  BAYES_05
+  0.033   0.0498   0.0004    0.992   0.47    1.30  SUBJ_GUARANTEED
+  0.043   0.0628   0.0038    0.942   0.47    0.34  OFFSHORE_SCAM
+  0.037   0.0547   0.0015    0.973   0.47    0.65  FORGED_EUDORAMAIL_RCVD
+  0.067   0.0972   0.0081    0.923   0.47    1.43  DATE_IN_FUTURE_96_XX
+  0.032   0.0478   0.0000    1.000   0.47   16.00  HABEAS_INFRINGER
+  0.342   0.4949   0.0442    0.918   0.47    1.31  FROM_NO_LOWER
+  0.493   0.7126   0.0657    0.916   0.47    1.13  BLANK_LINES_70_80
+ 31.331  47.2168   0.4133    0.991   0.47    1.66  RCVD_IN_NJABL_DUL
+  0.305   0.4409   0.0411    0.915   0.46    0.00  BANG_MORE
+  0.095   0.1373   0.0138    0.908   0.46    0.90  CREDIT_CARD
+  0.214   0.3082   0.0300    0.911   0.46    1.41  ADDRESS_IN_SUBJECT
+  0.034   0.0504   0.0023    0.956   0.46    0.44  NASTY_GIRLS
+  0.903   1.3078   0.1165    0.918   0.46    0.00  MAILTO_TO_REMOVE
+  0.030   0.0450   0.0008    0.983   0.46    0.39  REFINANCE_YOUR_HOME
+  0.032   0.0474   0.0015    0.969   0.46    0.00  SUBJ_YOUR_FAMILY
+  0.026   0.0399   0.0000    1.000   0.46    0.09  RCVD_AM_PM
+  0.030   0.0450   0.0012    0.975   0.46    1.97  PORN_15
+ 12.849  19.2495   0.3926    0.980   0.46    0.00  RCVD_IN_SORBS_HTTP
+  0.037   0.0543   0.0038    0.934   0.46    0.01  REFINANCE_NOW
+  1.742   2.5399   0.1876    0.931   0.46    0.18  HTML_IMAGE_RATIO_04
+  0.024   0.0369   0.0000    1.000   0.45    1.88  BANG_QUOTE
+  1.720   2.5102   0.1830    0.932   0.45    0.84  HTML_IMAGE_ONLY_20
+  0.025   0.0369   0.0004    0.990   0.45    1.88  HELO_DYNAMIC_VELOX
+  0.029   0.0427   0.0015    0.965   0.45    0.01  FIN_FREE
+  0.023   0.0346   0.0000    1.000   0.45    0.23  WITH_LC_SMTP
+  0.023   0.0348   0.0004    0.989   0.45    1.79  COMPETE
+  0.022   0.0340   0.0000    1.000   0.45    1.86  MSGID_FROM_MTA_HOTMAIL
+  0.034   0.0500   0.0042    0.922   0.45    0.34  FROM_NO_USER
+  0.132   0.1881   0.0231    0.891   0.45    0.03  URG_BIZ
+  0.124   0.1768   0.0223    0.888   0.45    1.51  SOMETHING_FOR_ADULTS
+ 51.999  78.4712   0.4756    0.994   0.45    0.54  URIBL_WS_SURBL
+  0.045   0.0640   0.0081    0.888   0.45    0.00  ACT_NOW_CAPS
+  0.022   0.0326   0.0000    1.000   0.45    0.49  HTML_OBFUSCATE_80_90
+  0.029   0.0431   0.0027    0.941   0.44    1.73  CUM_SHOT
+  0.039   0.0032   0.1084    0.028   0.44    0.00  BAYES_25
+  0.030   0.0437   0.0031    0.934   0.44    0.00  MEET_SINGLES
+  0.025   0.0363   0.0015    0.959   0.44    1.57  NUMERIC_HTTP_ADDR
+  0.021   0.0320   0.0000    1.000   0.44    0.20  HTML_OBFUSCATE_90_100
+  1.219   1.7629   0.1592    0.917   0.44    1.00  HTML_IMAGE_ONLY_24
+ 13.754  20.6003   0.4291    0.980   0.44    0.00  RCVD_IN_SORBS_MISC
+  0.020   0.0308   0.0000    1.000   0.44    1.76  MSGID_SPAM_ZEROES
+  0.384   0.5478   0.0654    0.893   0.44    1.39  INVALID_MSGID
+  0.021   0.0320   0.0008    0.977   0.44    1.27  EXCUSE_24
+ 15.276  22.8917   0.4537    0.981   0.44    1.38  DNS_FROM_RFC_POST
+  0.043   0.0610   0.0085    0.878   0.44    1.10  SUBJ_FOR_ONLY
+  0.020   0.0304   0.0004    0.988   0.44    1.52  BARGAIN_URL
+  0.993   1.4271   0.1484    0.906   0.44    0.00  HTML_TAG_BALANCE_HTML
+  0.026   0.0371   0.0031    0.924   0.44    1.86  SELECTED_YOU
+  0.019   0.0281   0.0000    1.000   0.43    0.56  FAKED_UNDISC_RECIPS
+  0.044   0.0618   0.0092    0.870   0.43    0.00  URI_LONG_HOSTNAME
+  0.023   0.0334   0.0019    0.946   0.43    1.70  UNCLAIMED_MONEY
+  0.020   0.0300   0.0008    0.975   0.43    1.08  JS_FROMCHARCODE
+ 42.600  64.2313   0.4979    0.992   0.43    0.63  URIBL_SBL
+  0.023   0.0332   0.0019    0.945   0.43    1.75  BLANK_LINES_90_100
+  0.027   0.0391   0.0038    0.910   0.43    1.74  FREE_QUOTE_INSTANT
+  0.019   0.0286   0.0008    0.974   0.43    0.14  BE_BOSS
+  0.017   0.0265   0.0000    1.000   0.43    0.67  FORGED_TELESP_RCVD
+  0.062   0.0873   0.0131    0.870   0.43    0.00  HTML_TAG_EXIST_PARAM
+  0.044   0.0612   0.0096    0.864   0.43    0.55  THE_BEST_RATE
+  0.017   0.0259   0.0000    1.000   0.43    0.86  MSGID_SPAM_99X9XX99
+  0.033   0.0468   0.0058    0.890   0.43    1.76  GET_PAID
+  0.121   0.1703   0.0242    0.875   0.43    0.00  REPLY_TO_ULINE_NUMS
+  4.761   7.0234   0.3568    0.952   0.43    0.10  EXCUSE_3
+  0.033   0.0474   0.0062    0.885   0.43    1.78  DOMAIN_4U2
+  0.102   0.1430   0.0211    0.871   0.43    0.08  ADDR_FREE
+  0.019   0.0284   0.0012    0.961   0.43    0.47  HTML_SHOUTING7
+  0.016   0.0245   0.0000    1.000   0.43    1.79  SENT_IN_COMPLIANCE
+ 18.023  27.0363   0.4818    0.982   0.43    1.03  RCVD_IN_NJABL_PROXY
+  0.024   0.0344   0.0035    0.909   0.43    1.36  SEDUCTION
+  1.014   1.4532   0.1592    0.901   0.43    0.00  HTML_NONELEMENT_10_20
+  0.770   1.0946   0.1369    0.889   0.43    0.59  HOT_NASTY
+  0.018   0.0269   0.0012    0.959   0.42    1.78  BUY_DIRECT
+  0.031   0.0435   0.0062    0.876   0.42    0.64  JOIN_MILLIONS
+ 12.771  19.0917   0.4687    0.976   0.42    1.70  MSGID_FROM_MTA_ID
+  0.186   0.2627   0.0369    0.877   0.42    0.38  SEE_FOR_YOURSELF
+  0.025   0.0356   0.0046    0.885   0.42    0.60  WHILE_YOU_SLEEP
+  0.081   0.1140   0.0181    0.863   0.42    0.00  MSGID_NO_HOST
+  1.148   1.6460   0.1780    0.902   0.42    0.11  MIME_BOUND_NEXTPART
+  0.081   0.1134   0.0181    0.863   0.42    0.00  BLANK_LINES_80_90
+  2.982   4.3467   0.3249    0.930   0.42    0.29  HTML_10_20
+  1.218   1.7467   0.1880    0.903   0.42    0.08  NORMAL_HTTP_TO_IP
+  2.855   4.1562   0.3211    0.928   0.42    1.19  PRIORITY_NO_NAME
+  0.030   0.0421   0.0062    0.872   0.42    1.76  NIGERIAN_SUBJECT2
+  0.033   0.0462   0.0073    0.864   0.42    0.02  HTML_SHOUTING9
+  0.014   0.0213   0.0000    1.000   0.42    1.39  PREST_NON_ACCREDITED
+  0.014   0.0209   0.0000    1.000   0.42    1.36  REMOVE_POSTAL
+  0.025   0.0348   0.0050    0.874   0.42    1.77  EXCUSE_4
+  0.015   0.0221   0.0004    0.983   0.42    0.67  HARDCORE_PORN
+  0.014   0.0205   0.0000    1.000   0.42    1.79  RESISTANCE_IS_FUTILE
+  0.023   0.0326   0.0042    0.885   0.42    0.36  LIVE_PORN
+  0.015   0.0225   0.0008    0.967   0.42    0.31  FROM_NONSENDING_DOMAIN
+  0.013   0.0201   0.0000    1.000   0.41    0.90  RCVD_BONUS_SPC_DATE
+  0.245   0.3459   0.0492    0.875   0.41    0.03  SUB_FREE_OFFER
+  0.680   0.9617   0.1323    0.879   0.41    1.12  SUBJ_HAS_UNIQ_ID
+  0.070   0.0974   0.0173    0.849   0.41    0.00  HTML_WIN_OPEN
+  0.013   0.0196   0.0000    1.000   0.41    0.76  MICRO_CAP_WARNING
+  0.016   0.0239   0.0019    0.926   0.41    0.96  HIDDEN_CHARGES
+  0.023   0.0320   0.0046    0.874   0.41    0.33  URI_IS_POUND
+  0.013   0.0190   0.0000    1.000   0.41    0.91  FAKE_HELO_EUDORAMAIL
+  0.013   0.0198   0.0004    0.981   0.41    0.35  MAIL_IN_ORDER_FORM
+  6.468   9.5594   0.4506    0.955   0.41    0.50  HTML_20_30
+  0.112   0.1567   0.0261    0.857   0.41    1.11  ITS_LEGAL
+  0.012   0.0188   0.0000    1.000   0.41    1.08  YAHOO_RD_REDIR
+  0.036   0.0496   0.0096    0.838   0.41    0.02  FREE_PORN
+  0.035   0.0478   0.0092    0.838   0.41    1.69  SUBJ_AS_SEEN
+  0.012   0.0180   0.0000    1.000   0.41    0.18  DRUG_ED_COMBO
+  5.067   7.4604   0.4087    0.948   0.41    0.20  HTML_TEXT_AFTER_HTML
+  0.035   0.0482   0.0096    0.834   0.41    0.00  LOW_PAYMENT
+  0.085   0.1171   0.0215    0.845   0.41    0.00  EXCUSE_REMOVE
+  0.011   0.0174   0.0000    1.000   0.41    0.19  HELO_DYNAMIC_NTL
+ 13.245  19.7835   0.5187    0.974   0.41    0.03  FORGED_RCVD_NET_HELO
+  0.022   0.0310   0.0054    0.852   0.41    0.17  FREE_SAMPLE
+  1.833   2.6400   0.2626    0.910   0.41    0.60  REMOVE_PAGE
+  2.013   2.8913   0.3030    0.905   0.40    0.00  MIME_BASE64_NO_NAME
+  0.012   0.0182   0.0008    0.959   0.40    0.77  AMATEUR_PORN
+  0.011   0.0168   0.0000    1.000   0.40    0.95  RATWARE_HASH_DASH
+  0.011   0.0166   0.0000    1.000   0.40    0.23  HELO_DYNAMIC_CHELLO_NO
+  0.011   0.0166   0.0000    1.000   0.40    0.44  YOU_CAN_SEARCH
+  0.055   0.0743   0.0161    0.821   0.40    0.00  LOW_INTEREST
+  0.018   0.0255   0.0038    0.869   0.40    0.00  ONE_TIME
+  0.011   0.0164   0.0000    1.000   0.40    1.66  NO_MEDICAL
+  1.711   2.4611   0.2518    0.907   0.40    0.00  HTML_IMAGE_RATIO_06
+  0.016   0.0231   0.0031    0.883   0.40    1.27  BEEN_TURNED_DOWN
+  0.017   0.0245   0.0038    0.864   0.40    1.65  FAKE_HELO_LYCOS
+  0.191   0.2661   0.0446    0.856   0.40    1.00  SPF_HELO_SOFTFAIL
+  0.010   0.0154   0.0000    1.000   0.40    1.67  HTTP_CTRL_CHARS_HOST
+  0.015   0.0213   0.0031    0.874   0.40    0.12  TO_NO_USER
+  0.105   0.1452   0.0265    0.846   0.40    0.93  RCVD_IN_NJABL_RELAY
+  0.009   0.0142   0.0000    1.000   0.40    0.00  NIGERIAN_BODY_GOVT_3
+  0.203   0.2825   0.0484    0.854   0.40    0.80  DEAR_SOMETHING
+  0.012   0.0174   0.0015    0.919   0.40    1.09  BANKRUPTCY
+  0.012   0.0170   0.0015    0.917   0.39    0.41  FORGED_MUA_THEBAT_CS
+  0.009   0.0000   0.0269    0.000   0.39   -0.10  RCVD_IN_BSP_OTHER
+  0.037   0.0504   0.0123    0.804   0.39    0.99  EXTRA_CASH
+  0.022   0.0292   0.0065    0.817   0.39    1.68  HEADER_COUNT_CTYPE
   0.009   0.0132   0.0000    1.000   0.39    0.00  RATWARE_JPFREE
-  0.190   0.2629   0.0477    0.846   0.39    1.00  SPF_HELO_SOFTFAIL
- 15.966  23.7792   0.7501    0.969   0.39    1.65  RCVD_NUMERIC_HELO
-  0.010   0.0148   0.0012    0.928   0.39    0.72  PORN_16
-  1.031   1.4538   0.2081    0.875   0.39    0.02  X_PRIORITY_HIGH
+  0.012   0.0176   0.0023    0.884   0.39    1.69  BILL_1618
+  0.420   0.5875   0.0927    0.864   0.39    0.02  NO_RDNS_DOTCOM_HELO
+  0.010   0.0140   0.0008    0.948   0.39    0.46  PORN_16
+  0.010   0.0146   0.0012    0.927   0.39    0.84  URIBL_PH_SURBL
   0.008   0.0124   0.0000    1.000   0.39    0.00  HELO_DYNAMIC_TELIA
-  0.463   0.6429   0.1119    0.852   0.39    0.03  HTML_FONT_FACE_BAD
-  0.659   0.9208   0.1477    0.862   0.39    0.00  MIME_QP_EXCESSIVE
-  0.008   0.0000   0.0238    0.000   0.39   -0.10  RCVD_IN_BSP_OTHER
-  0.009   0.0134   0.0008    0.946   0.39    0.00  PAY_SITE
-  0.074   0.0995   0.0238    0.807   0.39    0.00  ENTITY_DEC_SPACE
-  0.075   0.1005   0.0242    0.806   0.38    0.21  RICH
-  0.007   0.0113   0.0000    1.000   0.38    0.00  NONEXISTENT_CHARSET
-  1.354   1.9166   0.2589    0.881   0.38    0.00  SAVE_MONEY
-  0.040   0.0525   0.0154    0.773   0.38    0.00  LINK_TO_NO_SCHEME
-  0.019   0.0253   0.0069    0.785   0.38    0.85  CELL_PHONE_IMPROVE
-  0.007   0.0111   0.0000    1.000   0.38    0.00  CABLE_CONVERTER
-  0.055   0.0733   0.0208    0.779   0.38    0.58  BEST_PORN
-  0.017   0.0231   0.0062    0.790   0.38    0.44  SUBJ_2_CREDIT
-  0.008   0.0122   0.0008    0.941   0.38    0.00  NO_CATCH
-  1.166   1.6448   0.2343    0.875   0.38    0.01  HTML_IMAGE_RATIO_08
-  0.098   0.1321   0.0312    0.809   0.38    0.01  MIME_BASE64_LATIN
+  1.765   2.5189   0.2976    0.894   0.39    0.01  HTML_WEB_BUGS
+ 15.971  23.7864   0.7590    0.969   0.39    1.53  RCVD_NUMERIC_HELO
+  0.073   0.0986   0.0223    0.816   0.39    0.45  RICH
+  0.008   0.0122   0.0000    1.000   0.39    0.00  FAKE_HELO_EMAIL_COM
+  0.041   0.0549   0.0142    0.794   0.39    0.00  BAYES_75
+  0.032   0.0427   0.0112    0.793   0.39    0.00  INVALID_DATE_TZ_ABSURD
+  0.617   0.8589   0.1469    0.854   0.39    0.00  ORDER_NOW
+  0.330   0.4593   0.0781    0.855   0.38    0.65  HTTP_EXCESSIVE_ESCAPES
+  0.007   0.0109   0.0000    1.000   0.38    0.00  NONEXISTENT_CHARSET
+  0.296   0.4101   0.0731    0.849   0.38    0.04  REMOVE_FROM_LIST
+  0.079   0.1079   0.0242    0.817   0.38    0.95  RECEIVE_OFFER
+  0.008   0.0122   0.0008    0.941   0.38    0.00  PAY_SITE
+  1.027   1.4484   0.2076    0.875   0.38    0.09  X_PRIORITY_HIGH
+  0.007   0.0103   0.0000    1.000   0.38    0.00  CABLE_CONVERTER
+  0.007   0.0103   0.0000    1.000   0.38    0.00  FORGED_GW05_RCVD
+  7.441  10.9722   0.5683    0.951   0.38    0.19  HTML_90_100
+  0.658   0.9182   0.1507    0.859   0.38    0.00  MIME_QP_EXCESSIVE
   0.007   0.0099   0.0000    1.000   0.38    0.00  JAPANESE_UCE_SUBJECT
-  0.008   0.0119   0.0008    0.939   0.38    0.00  LONG_DISTANCE
-  7.447  10.9738   0.5778    0.950   0.38    0.41  HTML_90_100
-  0.012   0.0164   0.0035    0.826   0.38    1.54  PORN_CELEBRITY
-  0.306   0.4191   0.0866    0.829   0.38    0.00  ENTITY_DEC_OTHER
-  5.832   8.5575   0.5228    0.942   0.38    0.00  MISSING_MIMEOLE
-  0.720   1.0057   0.1650    0.859   0.38    0.01  CLICK_BELOW_CAPS
-  0.006   0.0095   0.0000    1.000   0.38    0.00  INVALUABLE_MARKETING
-  0.006   0.0095   0.0000    1.000   0.38    0.00  JODY
+  0.460   0.6377   0.1130    0.849   0.38    0.01  HTML_FONT_FACE_BAD
+  0.007   0.0101   0.0004    0.963   0.38    0.00  FREE_GRANT
+  0.007   0.0109   0.0008    0.934   0.38    0.00  NO_CATCH
   0.006   0.0095   0.0000    1.000   0.38    0.00  FORGED_AOL_RCVD
-  0.008   0.0119   0.0012    0.911   0.38    0.00  EARNINGS
-  0.009   0.0132   0.0019    0.873   0.38    0.24  FAKE_HELO_YAHOO_CA
-  0.006   0.0093   0.0000    1.000   0.38    0.00  FORGED_GW05_RCVD
-  0.006   0.0093   0.0000    1.000   0.38    0.00  COPY_ACCURATELY
-  0.007   0.0097   0.0004    0.962   0.38    0.00  OUR_AFFILIATE_PARTNERS
-  0.006   0.0091   0.0000    1.000   0.37    0.00  ORDER_REPORT
-  0.030   0.0387   0.0123    0.759   0.37    0.00  ALL_CAPS_GUAR
-  0.010   0.0138   0.0027    0.837   0.37    0.00  MULTI_REMOVAL_1WORD
-  0.006   0.0089   0.0000    1.000   0.37    0.00  TO_RECIP_MARKER
-  2.099   2.9918   0.3600    0.893   0.37    0.03  MSGID_FROM_MTA_HEADER
-  0.006   0.0085   0.0000    1.000   0.37    0.00  FORGED_MX_HOTMAIL
-  0.013   0.0178   0.0050    0.780   0.37    1.16  FREE_MEMBERSHIP
+  0.009   0.0128   0.0019    0.870   0.38    0.00  MULTI_REMOVAL_1WORD
+  5.828   8.5584   0.5144    0.943   0.38    0.00  MISSING_MIMEOLE
+  0.009   0.0122   0.0015    0.888   0.38    0.00  EARNINGS
+  0.006   0.0093   0.0000    1.000   0.38    0.00  INVALUABLE_MARKETING
+  1.360   1.9253   0.2599    0.881   0.38    0.00  SAVE_MONEY
+  0.020   0.0257   0.0077    0.770   0.38    0.81  CELL_PHONE_IMPROVE
+  0.055   0.0729   0.0204    0.782   0.38    0.26  BEST_PORN
+  0.006   0.0091   0.0000    1.000   0.38    0.00  JODY
+  0.006   0.0091   0.0000    1.000   0.38    0.00  COPY_ACCURATELY
+  0.031   0.0401   0.0123    0.765   0.38    0.00  ALL_CAPS_GUAR
+  0.009   0.0124   0.0019    0.866   0.38    0.00  FAKE_HELO_YAHOO_CA
+  0.018   0.0235   0.0069    0.773   0.38    0.50  SUBJ_2_CREDIT
+  0.722   1.0051   0.1723    0.854   0.38    0.00  CLICK_BELOW_CAPS
+  1.783   2.5241   0.3414    0.881   0.38    0.04  HTML_TITLE_EMPTY
+  0.006   0.0089   0.0000    1.000   0.38    0.00  ORDER_REPORT
+  0.006   0.0089   0.0000    1.000   0.38    0.00  FORGED_MX_HOTMAIL
+  0.006   0.0089   0.0000    1.000   0.38    0.00  TO_RECIP_MARKER
+  0.013   0.0168   0.0042    0.799   0.38    1.18  FREE_MEMBERSHIP
+  1.169   1.6493   0.2353    0.875   0.38    0.00  HTML_IMAGE_RATIO_08
+  0.006   0.0093   0.0004    0.960   0.38    0.00  OUR_AFFILIATE_PARTNERS
+  0.006   0.0087   0.0000    1.000   0.37    0.00  USERNAME_IN_SUBJECT
+  0.012   0.0166   0.0042    0.797   0.37    0.86  EARN_PER_WEEK
+  0.007   0.0095   0.0008    0.925   0.37    0.00  NONSECURED_CREDIT
+  0.006   0.0085   0.0000    1.000   0.37    0.00  PORN_URL_PANT
   0.006   0.0085   0.0000    1.000   0.37    0.00  FORGED_MUA_APPLEMAIL
-  0.007   0.0097   0.0008    0.926   0.37    0.00  NONSECURED_CREDIT
-  0.340   0.4681   0.0900    0.839   0.37    0.06  EXTRA_MPART_TYPE
-  1.784   2.5217   0.3470    0.879   0.37    0.04  HTML_TITLE_EMPTY
-  0.005   0.0083   0.0000    1.000   0.37    0.00  USERNAME_IN_SUBJECT
-  4.917   7.1997   0.4712    0.939   0.37    0.04  HTML_TEXT_AFTER_BODY
-  0.006   0.0089   0.0004    0.959   0.37    0.00  FREE_GRANT
-  0.005   0.0079   0.0000    1.000   0.37    0.00  PORN_URL_PANT
-  0.005   0.0079   0.0000    1.000   0.37    0.00  HELO_DYNAMIC_VIRTUA
-  0.005   0.0077   0.0000    1.000   0.37    0.00  MDAEMON_2_7_4
-  0.114   0.1517   0.0404    0.790   0.37    1.53  FROM_STARTS_WITH_NUMS
- 14.439  21.3742   0.9317    0.958   0.37    0.04  RCVD_BY_IP
-  0.012   0.0160   0.0046    0.776   0.37    0.01  BARELY_LEGAL
-  5.507   8.0521   0.5493    0.936   0.37    0.03  DNS_FROM_AHBL_RHSBL
-  0.004   0.0067   0.0000    1.000   0.37    0.00  FORGED_JUNO_FROM
-  0.012   0.0162   0.0050    0.764   0.37    1.53  EARN_PER_WEEK
-  0.006   0.0089   0.0012    0.885   0.37    0.00  SERIOUS_ONLY
-  0.301   0.4092   0.0889    0.822   0.37    0.00  SAVE_UP_TO
- 56.112  83.9790   1.8368    0.979   0.37    1.59  RAZOR2_CF_RANGE_51_100
-  0.004   0.0063   0.0000    1.000   0.36    0.00  NO_GIMMICK
-  0.014   0.0182   0.0065    0.735   0.36    0.83  ACCEPT_CREDIT_CARDS
-  0.007   0.0101   0.0023    0.814   0.36    0.00  BILL_SECTION
-  0.005   0.0067   0.0004    0.946   0.36    0.00  CANNOT_BE_SPAM
-  0.006   0.0083   0.0012    0.878   0.36    0.00  NIGERIAN_SUBJECT1
-  0.068   0.0895   0.0265    0.771   0.36    0.49  DO_IT_TODAY
-  0.004   0.0061   0.0000    1.000   0.36    0.00  MSGID_3_DOLLARS
-  0.004   0.0061   0.0000    1.000   0.36    0.00  RATWARE_VC_IPA
- 41.958  62.6164   1.7222    0.973   0.36    1.25  MIME_HTML_ONLY
-  0.009   0.0122   0.0035    0.780   0.36    0.00  APPLY_ONLINE
-  0.005   0.0071   0.0008    0.902   0.36    0.00  LESBIAN
- 18.488  27.4179   1.0967    0.962   0.36    0.01  MIME_HTML_NO_CHARSET
-  0.004   0.0061   0.0004    0.941   0.36    0.00  GET_STARTED_NOW
-  0.411   0.5601   0.1216    0.822   0.36    0.26  US_DOLLARS_3
-  0.199   0.2692   0.0631    0.810   0.36    0.00  HTML_EVENT_UNSAFE
- 12.378  18.2376   0.9655    0.950   0.36    0.16  HTML_FONT_BIG
-  0.272   0.3662   0.0873    0.807   0.36    1.24  DATE_IN_PAST_96_XX
-  0.003   0.0051   0.0000    1.000   0.36    0.00  TO_TXT
-  0.004   0.0055   0.0004    0.935   0.36    0.00  MEGA_SITE
- 55.829  83.4516   2.0291    0.976   0.36    0.21  RAZOR2_CHECK
-  0.003   0.0049   0.0000    1.000   0.36    0.00  NIGERIAN_SCAM_VIRTUE
-  1.713   2.4131   0.3504    0.873   0.36    0.34  INVALID_DATE
-  0.003   0.0047   0.0000    1.000   0.36    0.00  FAKE_HELO_MAILCITY
-  0.011   0.0136   0.0050    0.732   0.36    0.18  INITIAL_INVEST
-  0.012   0.0152   0.0058    0.725   0.36    1.40  NO_DISAPPOINTMENT
-  0.005   0.0071   0.0015    0.822   0.36    0.00  FREE_PASSWORD
-  0.026   0.0322   0.0127    0.717   0.36    0.18  HTML_SHOUTING6
-  0.003   0.0045   0.0000    1.000   0.36    0.00  NIGERIAN_SUBJECT6
-  0.003   0.0045   0.0000    1.000   0.36    0.00  BTAMAIL_URL
-  0.245   0.3269   0.0858    0.792   0.36    0.39  RISK_FREE
-  0.272   0.3664   0.0889    0.805   0.36    0.03  MISSING_DATE
+  0.012   0.0160   0.0042    0.791   0.37    1.57  PORN_CELEBRITY
+  2.089   2.9773   0.3603    0.892   0.37    0.00  MSGID_FROM_MTA_HEADER
+  0.041   0.0541   0.0165    0.766   0.37    0.00  LINK_TO_NO_SCHEME
+  4.914   7.1971   0.4714    0.939   0.37    0.15  HTML_TEXT_AFTER_BODY
+  0.012   0.0156   0.0042    0.787   0.37    0.00  BARELY_LEGAL
+  0.304   0.4156   0.0854    0.830   0.37    0.00  SAVE_UP_TO
+  0.008   0.0117   0.0023    0.835   0.37    0.00  LONG_DISTANCE
+ 14.451  21.3959   0.9347    0.958   0.37    0.02  RCVD_BY_IP
+  0.005   0.0073   0.0000    1.000   0.37    0.00  HELO_DYNAMIC_VIRTUA
+  0.005   0.0073   0.0000    1.000   0.37    0.00  MDAEMON_2_7_4
+  0.005   0.0071   0.0000    1.000   0.37    0.00  FORGED_JUNO_FROM
+  0.075   0.0998   0.0261    0.792   0.37    0.00  ENTITY_DEC_SPACE
+  0.004   0.0065   0.0000    1.000   0.37    0.00  NO_GIMMICK
+  0.096   0.1294   0.0308    0.808   0.37    0.00  MIME_BASE64_LATIN
+ 56.104  83.9836   1.8417    0.979   0.37    1.49  RAZOR2_CF_RANGE_51_100
+  0.007   0.0101   0.0023    0.814   0.37    0.00  BILL_SECTION
+  0.005   0.0077   0.0008    0.909   0.37    0.00  LESBIAN
+  0.004   0.0063   0.0000    1.000   0.37    0.00  MSGID_3_DOLLARS
+  0.004   0.0063   0.0000    1.000   0.37    0.00  RATWARE_VC_IPA
+  0.344   0.4733   0.0911    0.839   0.37    0.22  EXTRA_MPART_TYPE
+  5.505   8.0458   0.5591    0.935   0.37    0.07  DNS_FROM_AHBL_RHSBL
+ 41.957  62.6268   1.7275    0.973   0.36    1.16  MIME_HTML_ONLY
+  0.009   0.0121   0.0035    0.777   0.36    0.00  APPLY_ONLINE
+  1.715   2.4190   0.3441    0.875   0.36    0.23  INVALID_DATE
+  0.004   0.0063   0.0004    0.943   0.36    0.00  CANNOT_BE_SPAM
+  0.006   0.0085   0.0015    0.847   0.36    0.00  SERIOUS_ONLY
+ 18.494  27.4278   1.1070    0.961   0.36    0.01  MIME_HTML_NO_CHARSET
+  0.004   0.0053   0.0000    1.000   0.36    0.00  BTAMAIL_URL
+  0.004   0.0053   0.0000    1.000   0.36    0.00  NIGERIAN_SCAM_VIRTUE
+  0.014   0.0176   0.0065    0.729   0.36    0.00  ACCEPT_CREDIT_CARDS
+  0.006   0.0079   0.0015    0.837   0.36    0.00  FREE_PASSWORD
+  0.013   0.0160   0.0058    0.735   0.36    1.50  NO_DISAPPOINTMENT
+  0.005   0.0073   0.0012    0.864   0.36    0.00  NIGERIAN_SUBJECT1
+ 12.366  18.2335   0.9466    0.951   0.36    0.23  HTML_FONT_BIG
+  0.200   0.2695   0.0650    0.806   0.36    0.00  HTML_EVENT_UNSAFE
+  0.112   0.1495   0.0392    0.792   0.36    1.49  FROM_STARTS_WITH_NUMS
+ 55.815  83.4460   2.0359    0.976   0.36    0.15  RAZOR2_CHECK
+  0.004   0.0053   0.0004    0.933   0.36    0.00  MEGA_SITE
+  0.069   0.0905   0.0261    0.776   0.36    0.05  DO_IT_TODAY
+  0.003   0.0047   0.0000    1.000   0.36    0.00  TO_TXT
+  0.412   0.5630   0.1184    0.826   0.36    0.41  US_DOLLARS_3
+  0.004   0.0051   0.0004    0.930   0.36    0.00  GET_STARTED_NOW
   0.003   0.0049   0.0004    0.928   0.36    0.00  X_PRI_MISMATCH_HI
-  0.015   0.0184   0.0081    0.695   0.35    1.43  CELL_PHONE_FREE
-  0.004   0.0057   0.0012    0.832   0.35    0.00  LYING_EYES
-  0.003   0.0041   0.0000    1.000   0.35    0.00  X_PMFLAGS_PRESENT
-  0.010   0.0120   0.0046    0.723   0.35    0.83  TARGETED
-  0.003   0.0045   0.0004    0.922   0.35    0.00  YAHOO_SRD_REDIR
-  0.005   0.0067   0.0019    0.777   0.35    0.00  SEX_FEST
-  0.224   0.2996   0.0754    0.799   0.35    0.01  SUBJ_FREE_CAP
-  0.002   0.0034   0.0000    1.000   0.35    0.00  INTL_DRIVERS_LICENSE
-  0.002   0.0034   0.0000    1.000   0.35    0.00  RECEIVED_IDENT_SQUID
-  1.904   2.6809   0.3904    0.873   0.35    0.00  HTML_NONELEMENT_00_10
-  0.525   0.7152   0.1546    0.822   0.35    0.01  LOTS_OF_STUFF
-  0.008   0.0097   0.0038    0.716   0.35    0.00  HTML_ALL_CAPS
-  0.002   0.0032   0.0000    1.000   0.35    0.00  SAFEGUARD_NOTICE
-  0.002   0.0032   0.0000    1.000   0.35    0.00  OUR_STRICT_ANTI
-  0.003   0.0038   0.0004    0.907   0.35    0.00  NOT_ML_MARKETING
-  0.106   0.1386   0.0412    0.771   0.35    0.89  DEAR_FRIEND
-  0.002   0.0030   0.0000    1.000   0.35    0.00  MSGID_THREESIXSIX
-  0.002   0.0028   0.0000    1.000   0.35    0.00  BZ_TLD
+  0.026   0.0322   0.0127    0.717   0.36    0.00  HTML_SHOUTING6
+  0.008   0.0109   0.0038    0.739   0.36    0.00  HTML_ALL_CAPS
+  0.003   0.0041   0.0000    1.000   0.36    0.00  NIGERIAN_SUBJECT6
+  0.003   0.0041   0.0000    1.000   0.36    0.00  FAKE_HELO_MAILCITY
+  0.006   0.0075   0.0019    0.796   0.36    0.00  SEX_FEST
+  0.004   0.0061   0.0012    0.842   0.36    0.00  LYING_EYES
+  0.010   0.0122   0.0046    0.726   0.36    0.69  TARGETED
+  0.003   0.0040   0.0000    1.000   0.36    0.00  RECEIVED_IDENT_SQUID
+  0.003   0.0043   0.0004    0.919   0.36    0.00  YAHOO_SRD_REDIR
+  0.002   0.0038   0.0000    1.000   0.36    0.00  INTL_DRIVERS_LICENSE
+  0.002   0.0038   0.0000    1.000   0.36    0.00  X_PMFLAGS_PRESENT
+  0.002   0.0036   0.0000    1.000   0.35    0.00  MSGID_THREESIXSIX
+  0.014   0.0174   0.0077    0.693   0.35    1.48  CELL_PHONE_FREE
+  0.010   0.0126   0.0054    0.701   0.35    0.45  INITIAL_INVEST
+  0.301   0.4099   0.0888    0.822   0.35    0.00  ENTITY_DEC_OTHER
+  0.002   0.0034   0.0000    1.000   0.35    0.00  SAFEGUARD_NOTICE
+  0.011   0.0132   0.0058    0.697   0.35    1.50  START_NOW_CAPS
+  1.905   2.6841   0.3880    0.874   0.35    0.00  HTML_NONELEMENT_00_10
+  0.277   0.3746   0.0880    0.810   0.35    0.02  MISSING_DATE
+  0.221   0.2975   0.0727    0.804   0.35    0.00  SUBJ_FREE_CAP
+  0.002   0.0036   0.0004    0.902   0.35    0.00  NOT_ML_MARKETING
+  0.002   0.0028   0.0000    1.000   0.35    0.00  LOTS_OF_CC_LINES
   0.002   0.0028   0.0000    1.000   0.35    0.00  USE_IDENTITY
-  0.002   0.0028   0.0000    1.000   0.35    0.00  STOP_SNORING
-  0.107   0.1400   0.0415    0.771   0.35    0.63  ADDR_NUMS_AT_BIGSITE
-  0.010   0.0120   0.0054    0.691   0.35    0.65  FIND_ANYTHING
-  0.018   0.0215   0.0104    0.675   0.35    0.01  MILLION_EMAIL
-  0.002   0.0026   0.0000    1.000   0.35    0.00  LOTS_OF_CC_LINES
-  0.333   0.4485   0.1081    0.806   0.35    0.00  LIMITED_TIME_ONLY
-  0.711   0.9721   0.2031    0.827   0.35    0.02  HTML_IMAGE_RATIO_12
-  0.002   0.0034   0.0008    0.814   0.35    0.00  INCOME
-  0.011   0.0130   0.0062    0.679   0.35    1.44  START_NOW_CAPS
-  0.014   0.0168   0.0085    0.665   0.35    1.50  REPLY_TO_EMPTY
-  0.001   0.0022   0.0000    1.000   0.35    0.00  WALAA
-  0.001   0.0022   0.0000    1.000   0.35    0.00  FAKE_HELO_CARAMAIL
-  0.006   0.0075   0.0035    0.684   0.35    0.00  HTML_SHOUTING8
-  0.002   0.0024   0.0004    0.860   0.34    0.00  FORGED_YAHOO_RCVD_SMTP
-  0.003   0.0034   0.0012    0.744   0.34    0.00  THIS_IS_AN_AD
-  5.321   7.6713   0.7420    0.912   0.34    0.16  HTML_40_50
-  0.001   0.0018   0.0000    1.000   0.34    0.00  READ_TO_END
-  0.002   0.0022   0.0004    0.850   0.34    0.00  FREE_INVESTMENT
-  0.001   0.0016   0.0000    1.000   0.34    0.00  TO_INVESTORS
-  0.001   0.0016   0.0000    1.000   0.34    0.00  BTAMAIL_HEADER
-  0.001   0.0016   0.0000    1.000   0.34    0.00  RATWARE_SCREWUP_1
-  0.001   0.0016   0.0000    1.000   0.34    0.00  MORTGAGE_LINKS
-  0.001   0.0014   0.0000    1.000   0.34    0.00  HIDDEN_ASSETS
-  0.001   0.0014   0.0000    1.000   0.34    0.00  RATWARE_IMKTG
-  0.167   0.2210   0.0631    0.778   0.34    0.00  SAVINGS
-  0.001   0.0014   0.0000    1.000   0.34    0.00  BUY_JUDGEMENTS
+  0.009   0.0113   0.0050    0.693   0.35    0.00  FIND_ANYTHING
+  0.002   0.0026   0.0000    1.000   0.35    0.00  BZ_TLD
+  0.017   0.0209   0.0100    0.677   0.35    0.42  MILLION_EMAIL
+  0.269   0.3615   0.0877    0.805   0.35    1.08  DATE_IN_PAST_96_XX
+  0.003   0.0036   0.0008    0.822   0.35    0.00  INCOME
+  0.002   0.0024   0.0000    1.000   0.35    0.00  OUR_STRICT_ANTI
+  0.002   0.0024   0.0000    1.000   0.35    0.00  STOP_SNORING
+  0.002   0.0034   0.0008    0.814   0.35    0.00  THIS_IS_AN_AD
+  0.002   0.0026   0.0004    0.870   0.35    0.00  FORGED_MUA_MSN
+  0.001   0.0020   0.0000    1.000   0.35    0.00  WALAA
+  0.710   0.9723   0.1999    0.829   0.35    0.02  HTML_IMAGE_RATIO_12
+  0.001   0.0018   0.0000    1.000   0.35    0.00  TO_INVESTORS
+  0.001   0.0018   0.0000    1.000   0.35    0.00  READ_TO_END
+  0.001   0.0018   0.0000    1.000   0.35    0.00  RATWARE_SCREWUP_1
+  0.001   0.0018   0.0000    1.000   0.35    0.00  FAKE_HELO_CARAMAIL
+  0.006   0.0073   0.0035    0.679   0.35    0.00  HTML_SHOUTING8
+  0.002   0.0022   0.0004    0.850   0.35    0.00  FORGED_YAHOO_RCVD_SMTP
+  0.001   0.0016   0.0000    1.000   0.35    0.00  BTAMAIL_HEADER
+  0.002   0.0030   0.0012    0.720   0.34    0.00  SUBJ_DOUBLE_YOUR
+  5.323   7.6807   0.7340    0.913   0.34    0.09  HTML_40_50
   0.001   0.0014   0.0000    1.000   0.34    0.00  NOT_INTENDED
+  0.001   0.0014   0.0000    1.000   0.34    0.00  MORTGAGE_LINKS
   0.001   0.0014   0.0000    1.000   0.34    0.00  X_ENC_PRESENT
   0.001   0.0014   0.0000    1.000   0.34    0.00  RATWARE_EVAMAIL
- 52.642  75.7335   7.6668    0.908   0.34    0.00  HTML_MESSAGE
+  0.008   0.0097   0.0054    0.643   0.34    0.00  UP_TO_OR_MORES
+  0.005   0.0059   0.0031    0.658   0.34    0.00  NO_INVENTORY
+  0.528   0.7151   0.1649    0.813   0.34    0.03  LOTS_OF_STUFF
   0.001   0.0012   0.0000    1.000   0.34    0.00  APPLY_FREE
   0.001   0.0012   0.0000    1.000   0.34    0.00  FRIEND_PUBLIC
-  0.001   0.0012   0.0000    1.000   0.34    0.00  FURTHER_TRANSMISSIONS
+  0.001   0.0012   0.0000    1.000   0.34    0.00  HIDDEN_ASSETS
+  0.001   0.0012   0.0000    1.000   0.34    0.00  HELO_DYNAMIC_TDS
   0.001   0.0012   0.0000    1.000   0.34    0.00  RECEIVED_CACHEFLOW
-  0.009   0.0101   0.0058    0.636   0.34    0.00  UP_TO_OR_MORES
-  0.682   0.9271   0.2035    0.820   0.34    0.01  MANY_EXCLAMATIONS
-  0.001   0.0016   0.0004    0.804   0.34    0.00  FORGED_MUA_MSN
-  0.001   0.0010   0.0000    1.000   0.34    0.00  CREDITORS_CALLING
-  0.001   0.0010   0.0000    1.000   0.34    0.00  HELO_DYNAMIC_TDS
+ 52.616  75.7199   7.6495    0.908   0.34    0.00  HTML_MESSAGE
+  0.001   0.0016   0.0004    0.804   0.34    0.00  RATWARE_IMKTG
+  2.021   2.8473   0.4118    0.874   0.34    1.39  UNDISC_RECIPS
+  0.001   0.0010   0.0000    1.000   0.34    0.00  CHANGE_TERMS
+  0.001   0.0010   0.0000    1.000   0.34    0.00  BUY_JUDGEMENTS
   0.001   0.0010   0.0000    1.000   0.34    0.00  WEALTH
-  0.100   0.1304   0.0419    0.757   0.34    0.95  RCVD_IN_SORBS_ZOMBIE
+  0.001   0.0010   0.0000    1.000   0.34    0.00  FURTHER_TRANSMISSIONS
+  0.002   0.0028   0.0015    0.643   0.34    0.00  NO_INVESTMENT
+  0.001   0.0018   0.0008    0.698   0.34    0.00  FREE_INVESTMENT
   0.001   0.0008   0.0000    1.000   0.34    0.00  MORTGAGE_WAITING
   0.001   0.0008   0.0000    1.000   0.34    0.00  MSGID_4NUMS_DOLLAR
   0.001   0.0008   0.0000    1.000   0.34    0.00  RATWARE_OE_PI
-  2.018   2.8395   0.4174    0.872   0.34    1.49  UNDISC_RECIPS
-  5.719   8.2158   0.8570    0.906   0.34    0.13  HTML_50_60
-  0.002   0.0022   0.0012    0.653   0.34    0.00  SUBJ_DOUBLE_YOUR
+  0.001   0.0008   0.0000    1.000   0.34    0.00  MSGID_SPAM_1
+  0.001   0.0008   0.0000    1.000   0.34    0.00  CREDITORS_CALLING
+  0.165   0.2165   0.0642    0.771   0.34    0.00  SAVINGS
+  0.106   0.1397   0.0419    0.769   0.34    0.77  DEAR_FRIEND
   0.000   0.0006   0.0000    1.000   0.34    0.00  NO_SELLING
-  0.000   0.0006   0.0000    1.000   0.34    0.00  CHANGE_TERMS
   0.000   0.0006   0.0000    1.000   0.34    0.00  FORGED_RCVD_FROM_NUM
-  0.009   0.0099   0.0062    0.616   0.34    0.00  AOL_USERS_LINK
-  0.000   0.0004   0.0000    1.000   0.34    0.00  MSGID_SPAM_1
+  0.002   0.0024   0.0015    0.607   0.34    0.00  FREE_INSTALL
   0.000   0.0004   0.0000    1.000   0.34    0.00  FRIEND_AT_PUBLIC
   0.000   0.0004   0.0000    1.000   0.34    0.00  RATWARE_MMAILER
   0.000   0.0004   0.0000    1.000   0.34    0.00  RUSSIAN_UCE_SUBJECT
-  0.002   0.0024   0.0015    0.606   0.34    0.00  FREE_INSTALL
-  1.138   1.5455   0.3431    0.818   0.34    0.17  DATE_IN_PAST_06_12
+  0.000   0.0004   0.0000    1.000   0.34    0.00  RCVD_IN_NJABL_CGI
+  0.686   0.9324   0.2057    0.819   0.34    0.00  MANY_EXCLAMATIONS
+  5.726   8.2245   0.8620    0.905   0.34    0.10  HTML_50_60
   0.001   0.0008   0.0004    0.673   0.34    0.00  DIG_UP_INFO
-  0.002   0.0028   0.0019    0.590   0.34    0.00  BUGGY_CGI
+  0.014   0.0166   0.0096    0.633   0.34    1.41  REPLY_TO_EMPTY
   0.000   0.0002   0.0000    1.000   0.34    0.00  MSGID_SPAM_6LETTER
   0.000   0.0002   0.0000    1.000   0.34    0.00  HTTP_ENTITIES_HOST
   0.000   0.0002   0.0000    1.000   0.34    0.00  SUBJ_FREE_INSTANT
   0.000   0.0002   0.0000    1.000   0.34    0.00  RATWARE_EMPTY_HELO
   0.000   0.0002   0.0000    1.000   0.34    0.00  MORTGAGE_NETWORK
   0.000   0.0002   0.0000    1.000   0.34    0.00  NEVER_ANOTHER
-  0.000   0.0002   0.0000    1.000   0.34    0.00  VAR_REF_IN_RECEIVED
-  0.000   0.0002   0.0000    1.000   0.34    0.10  RCVD_IN_NJABL_CGI
-  4.075   5.8728   0.5743    0.911   0.33    0.20  HTML_30_40
-  0.023   0.0271   0.0150    0.643   0.33    0.71  YOUR_INCOME
-  0.000   0.0000   0.0000    0.500   0.33    0.00  DATE_YEAR_ZERO_FIRST
-  0.000   0.0000   0.0000    0.500   0.33    0.00  SUBJ_HAS_TIME_ID
-  0.000   0.0000   0.0000    0.500   0.33    0.00  ID_UNIQUE
-  0.000   0.0000   0.0000    0.500   0.33    0.00  RATWARE_DIFFOND
-  0.000   0.0000   0.0000    0.500   0.33    1.10  NO_DNS_FOR_FROM
-  0.000   0.0000   0.0000    0.500   0.33    0.00  X_LIST_UNSUBSCRIBE
-  0.000   0.0000   0.0000    0.500   0.33    0.00  RATWARE_XMAILER
-  0.000   0.0000   0.0000    0.500   0.33    0.00  TO_FILENAME
-  0.000   0.0000   0.0000    0.500   0.33    0.00  RATWARE_BAD_REFS
-  0.000   0.0000   0.0000    0.500   0.33    0.00  PRIORITY_MAIL
-  0.000   0.0000   0.0000    0.500   0.33    0.00  RCVD_IN_MAPS_RSS
-  0.000   0.0000   0.0000    0.500   0.33    0.00  RCVD_IN_SORBS_BLOCK
-  0.000   0.0000   0.0000    0.500   0.33    0.00  RCVD_IN_MAPS_DUL
-  0.000   0.0000   0.0000    0.500   0.33    0.00  RCVD_IN_MAPS_RBL
-  0.000   0.0000   0.0000    0.500   0.33    0.00  X_PRECEDENCE_REF
-  0.000   0.0000   0.0000    0.500   0.33    0.10  RCVD_IN_NJABL_MULTI
-  0.000   0.0000   0.0000    0.500   0.33    0.00  X_MAILER_GIBBERISH
-  0.000   0.0000   0.0000    0.500   0.33    0.00  NO_MIDDLEMAN
-  0.000   0.0000   0.0000    0.500   0.33    0.00  RCVD_BY_QVES_COM
-  0.000   0.0000   0.0000    0.500   0.33    0.00  RCVD_6_CAPS_ESMTP_ID
-  0.000   0.0000   0.0000    0.500   0.33    0.00  X_SERV_HOST_PRESENT
-  0.000   0.0000   0.0000    0.500   0.33    0.00  X_STORMPOST_TO
-  0.000   0.0000   0.0000    0.500   0.33    0.00  SUBJ_RIPPED
-  0.000   0.0000   0.0000    0.500   0.33    0.00  RCVD_IN_MAPS_NML
-  0.000   0.0000   0.0000    0.500   0.33    0.00  X_MAIL_ID_PRESENT
-  0.046   0.0565   0.0250    0.693   0.33    0.00  ML_MARKETING
-  0.005   0.0053   0.0038    0.581   0.33    0.00  NO_INVENTORY
-  0.908   1.2267   0.2858    0.811   0.33    0.00  HTML_BACKHAIR_1
-  0.000   0.0004   0.0004    0.507   0.33    0.00  EXCUSE_22
-  0.001   0.0014   0.0012    0.545   0.33    0.00  DRUG_ED_HERBAL
-  0.003   0.0034   0.0027    0.555   0.33    0.00  NO_INVESTMENT
-  0.199   0.2605   0.0792    0.767   0.33    1.09  UPPERCASE_50_75
-  0.000   0.0002   0.0004    0.339   0.33    0.00  EXCUSE_21
-  4.374   6.3075   0.6074    0.912   0.33    0.00  HTML_BADTAG_00_10
-  0.029   0.0352   0.0185    0.656   0.33    0.00  EXCUSE_12
+  0.000   0.0000   0.0000    0.500   0.34    0.00  
+  0.000   0.0000   0.0000    0.500   0.34    0.00  DATE_YEAR_ZERO_FIRST
+  0.000   0.0000   0.0000    0.500   0.34    2.50  HEAD_LONG
+  0.000   0.0000   0.0000    0.500   0.34    0.00  SUBJ_HAS_TIME_ID
+  0.000   0.0000   0.0000    0.500   0.34    0.00  ID_UNIQUE
+  0.000   0.0000   0.0000    0.500   0.34    0.00  RATWARE_DIFFOND
+  0.000   0.0000   0.0000    0.500   0.34    0.00  NO_DNS_FOR_FROM
+  0.000   0.0000   0.0000    0.500   0.34    0.00  X_LIST_UNSUBSCRIBE
+  0.000   0.0000   0.0000    0.500   0.34    0.00  RATWARE_XMAILER
+  0.000   0.0000   0.0000    0.500   0.34    0.00  TO_FILENAME
+  0.000   0.0000   0.0000    0.500   0.34    0.00  RATWARE_BAD_REFS
+  0.000   0.0000   0.0000    0.500   0.34    0.00  PRIORITY_MAIL
+  0.000   0.0000   0.0000    0.500   0.34    0.00  RCVD_IN_MAPS_RSS
+  0.000   0.0000   0.0000    0.500   0.34    0.00  RCVD_IN_SORBS_BLOCK
+  0.000   0.0000   0.0000    0.500   0.34    0.00  RCVD_IN_MAPS_DUL
+  0.000   0.0000   0.0000    0.500   0.34    0.00  RCVD_IN_MAPS_RBL
+  0.000   0.0000   0.0000    0.500   0.34    0.00  X_PRECEDENCE_REF
+  0.000   0.0000   0.0000    0.500   0.34    0.00  RCVD_IN_NJABL_MULTI
+  0.000   0.0000   0.0000    0.500   0.34    0.00  X_MAILER_GIBBERISH
+  0.000   0.0000   0.0000    0.500   0.34    0.00  NO_MIDDLEMAN
+  0.000   0.0000   0.0000    0.500   0.34    0.00  RCVD_BY_QVES_COM
+  0.000   0.0000   0.0000    0.500   0.34    0.00  RCVD_6_CAPS_ESMTP_ID
+  0.000   0.0000   0.0000    0.500   0.34    0.00  VAR_REF_IN_RECEIVED
+  0.000   0.0000   0.0000    0.500   0.34    0.00  X_SERV_HOST_PRESENT
+  0.000   0.0000   0.0000    0.500   0.34    0.00  X_STORMPOST_TO
+  0.000   0.0000   0.0000    0.500   0.34    0.00  SUBJ_RIPPED
+  0.000   0.0000   0.0000    0.500   0.34    0.00  RCVD_IN_MAPS_NML
+  0.000   0.0000   0.0000    0.500   0.34    0.00  X_MAIL_ID_PRESENT
+  0.000   0.0004   0.0004    0.507   0.34    0.00  EXCUSE_22
+  0.003   0.0028   0.0023    0.545   0.34    0.00  BUGGY_CGI
+  0.009   0.0097   0.0065    0.597   0.34    0.00  AOL_USERS_LINK
+  0.001   0.0012   0.0012    0.507   0.34    0.00  ONCE_IN_LIFETIME
+  1.132   1.5403   0.3372    0.820   0.34    0.21  DATE_IN_PAST_06_12
+  0.000   0.0002   0.0004    0.339   0.34    0.00  EXCUSE_21
+  0.023   0.0273   0.0146    0.651   0.33    0.89  YOUR_INCOME
   0.002   0.0024   0.0023    0.507   0.33    0.00  NEW_CUSTOMER
+  0.909   1.2264   0.2907    0.808   0.33    0.00  HTML_BACKHAIR_1
+  0.001   0.0012   0.0015    0.435   0.33    0.00  DRUG_ED_HERBAL
   0.000   0.0002   0.0008    0.204   0.33    0.00  SUBJ_NOW_ONLY
-  0.001   0.0010   0.0015    0.391   0.33    0.00  ONCE_IN_LIFETIME
-  0.002   0.0020   0.0023    0.461   0.33    0.00  IDENT_NOBODY
-  0.332   0.4400   0.1219    0.783   0.33    0.47  NO_OBLIGATION
-  0.088   0.1124   0.0419    0.728   0.33    0.00  COMPLETELY_FREE
-  6.867   9.7174   1.3148    0.881   0.32    0.00  HTML_70_80
-  0.003   0.0026   0.0035    0.426   0.32    0.00  FROM_HAS_MIXED_NUMS2
-  8.141  11.4142   1.7649    0.866   0.32    0.00  HTML_80_90
-  0.256   0.3379   0.0958    0.779   0.32    0.13  FROM_WEBMAIL_END_NUMS6
-  3.588   5.1087   0.6274    0.891   0.32    0.00  MISSING_OUTLOOK_NAME
-  0.004   0.0041   0.0046    0.473   0.32    0.00  MIME_BOUND_MA
-  0.008   0.0089   0.0077    0.536   0.32    0.00  MIME_BOUND_DIGITS_7
-  0.033   0.0391   0.0219    0.641   0.32    0.00  FREE_ACCESS
-  0.613   0.8179   0.2131    0.793   0.32    0.20  SUBJ_ALL_CAPS
- 21.888  26.9502  12.0290    0.691   0.32    0.14  DNS_FROM_RFC_ABUSE
-  0.039   0.0464   0.0242    0.657   0.32    1.31  SUBJ_YOUR_OWN
-  2.749   3.8703   0.5651    0.873   0.32    0.15  HTML_TAG_EXIST_TBODY
-  0.014   0.0144   0.0119    0.547   0.31    0.89  NO_QS_ASKED
-  0.194   0.2477   0.0892    0.735   0.31    0.82  HTML_FONT_FACE_CAPS
-  0.005   0.0043   0.0062    0.414   0.31    0.00  BANG_BOSS
-  0.620   0.8191   0.2331    0.778   0.31    1.15  PLING_QUERY
-  0.001   0.0002   0.0038    0.049   0.31    0.00  MIME_BOUND_HEX_24
-  5.171   7.2988   1.0259    0.877   0.31    0.07  HTML_60_70
-  0.023   0.0251   0.0192    0.566   0.31    0.01  CONGRATULATIONS
-  0.112   0.1406   0.0573    0.710   0.31    0.00  ALL_CAP_FOR_ADULTS
-  4.318   6.0591   0.9263    0.867   0.30    0.04  MIME_QP_LONG_LINE
-  5.521   7.5694   1.5314    0.832   0.30    0.00  HTML_LINK_CLICK_HERE
-  0.135   0.1679   0.0704    0.705   0.30    0.00  EXCUSE_15
-  0.833   1.0841   0.3447    0.759   0.30    1.19  DATE_IN_FUTURE_06_12
- 18.745  13.3541  29.2448    0.313   0.30    0.05  FORGED_RCVD_HELO
+  0.250   0.3315   0.0900    0.787   0.33    0.25  RISK_FREE
+  0.334   0.4474   0.1142    0.797   0.33    0.00  LIMITED_TIME_ONLY
+  0.105   0.1361   0.0438    0.756   0.33    0.75  ADDR_NUMS_AT_BIGSITE
+  0.002   0.0018   0.0023    0.435   0.33    0.00  IDENT_NOBODY
+  4.380   6.3210   0.6017    0.913   0.33    0.00  HTML_BADTAG_00_10
+  0.086   0.1098   0.0392    0.737   0.33    0.00  COMPLETELY_FREE
+  0.046   0.0563   0.0254    0.689   0.33    0.00  ML_MARKETING
+  4.077   5.8755   0.5771    0.911   0.33    0.06  HTML_30_40
+  0.032   0.0383   0.0200    0.657   0.33    0.00  FREE_ACCESS
+  0.195   0.2570   0.0757    0.772   0.33    0.93  UPPERCASE_50_75
+  0.002   0.0022   0.0031    0.414   0.33    0.00  FROM_HAS_MIXED_NUMS2
+  0.008   0.0089   0.0073    0.549   0.33    0.00  MIME_BOUND_DIGITS_7
+  6.848   9.6957   1.3053    0.881   0.33    0.00  HTML_70_80
+  8.139  11.4171   1.7598    0.866   0.33    0.00  HTML_80_90
+  0.101   0.1306   0.0442    0.747   0.32    0.82  RCVD_IN_SORBS_ZOMBIE
+  0.030   0.0348   0.0200    0.635   0.32    0.00  EXCUSE_12
+  0.004   0.0040   0.0050    0.441   0.32    0.00  MIME_BOUND_MA
+  0.333   0.4403   0.1238    0.781   0.32    0.56  NO_OBLIGATION
+ 21.889  26.9543  12.0292    0.691   0.32    0.37  DNS_FROM_RFC_ABUSE
+  3.587   5.1104   0.6213    0.892   0.32    0.00  MISSING_OUTLOOK_NAME
+  0.021   0.0237   0.0161    0.595   0.32    0.00  CONGRATULATIONS
+  0.611   0.8175   0.2080    0.797   0.32    0.36  SUBJ_ALL_CAPS
+  0.013   0.0142   0.0119    0.544   0.32    1.20  NO_QS_ASKED
+  0.251   0.3305   0.0961    0.775   0.32    0.05  FROM_WEBMAIL_END_NUMS6
+  0.041   0.0490   0.0254    0.659   0.32    1.29  SUBJ_YOUR_OWN
+  0.006   0.0049   0.0069    0.416   0.31    0.00  BANG_BOSS
+  2.750   3.8678   0.5740    0.871   0.31    0.23  HTML_TAG_EXIST_TBODY
+  5.170   7.2968   1.0308    0.876   0.31    0.03  HTML_60_70
+  0.002   0.0002   0.0046    0.041   0.31    0.00  MIME_BOUND_HEX_24
+  0.611   0.8054   0.2315    0.777   0.31    0.86  PLING_QUERY
+  4.307   6.0495   0.9143    0.869   0.30    0.00  MIME_QP_LONG_LINE
+  0.136   0.1697   0.0696    0.709   0.30    0.00  EXCUSE_15
+  5.522   7.5691   1.5387    0.831   0.30    0.00  HTML_LINK_CLICK_HERE
+  0.111   0.1377   0.0577    0.705   0.30    0.00  ALL_CAP_FOR_ADULTS
   0.003   0.0008   0.0062    0.114   0.30    0.00  WE_HATE_SPAM2
-  5.802   7.5885   2.3219    0.766   0.29    0.00  LINES_OF_YELLING
-  6.618   8.1149   3.7013    0.687   0.29    0.01  CLICK_BELOW
-  0.093   0.1110   0.0565    0.662   0.29    0.05  OPTING_OUT_CAPS
-  0.868   1.1285   0.3616    0.757   0.28    0.00  HTTP_WITH_EMAIL_IN_URL
-  0.061   0.0689   0.0446    0.607   0.28    0.00  EXCUSE_11
-  1.511   2.0319   0.4951    0.804   0.28    0.00  DATE_IN_PAST_03_06
-  1.932   2.5873   0.6570    0.797   0.28    0.41  SPF_HELO_FAIL
-  0.044   0.0480   0.0362    0.570   0.28    0.00  HTML_TITLE_EXTRA
-  0.203   0.2449   0.1208    0.670   0.27    0.01  EARN_MONEY
-  0.221   0.2676   0.1316    0.670   0.27    0.04  EXCUSE_7
-  0.451   0.5639   0.2304    0.710   0.27    0.00  HTML_IMAGE_RATIO_10
-  0.009   0.0065   0.0150    0.303   0.27    0.36  FROM_AND_TO_SAME
-  0.013   0.0107   0.0177    0.376   0.27    0.17  DIRECT_EMAIL
-  0.052   0.0567   0.0435    0.566   0.26    1.07  FULL_REFUND
-  0.054   0.0581   0.0454    0.561   0.26    0.45  YOU_WON
-  0.075   0.0845   0.0565    0.599   0.26    0.13  EXCUSE_19
-  0.140   0.1647   0.0923    0.641   0.26    0.00  WHILE_SUPPLIES
-  0.453   0.5603   0.2435    0.697   0.26    0.72  SB_NEW_BULK
-  2.377   3.0633   1.0409    0.746   0.25    0.00  URI_REDIRECTOR
-  0.017   0.0138   0.0223    0.383   0.25    0.00  X_ESMTP
-  0.431   0.5315   0.2358    0.693   0.25    0.00  FREE_TRIAL
-  1.627   2.0886   0.7293    0.741   0.25    0.06  UPPERCASE_25_50
-  0.633   0.7774   0.3520    0.688   0.25    0.00  HTML_JAVASCRIPT
-  0.334   0.4086   0.1873    0.686   0.25    0.01  NO_COST
-  7.060   5.8031   9.5067    0.379   0.25    0.03  NO_REAL_NAME
-  0.538   0.6480   0.3239    0.667   0.25    0.00  HTML_EVENT
-  3.741   3.7775   3.6697    0.507   0.24    0.57  FROM_ENDS_IN_NUMS
-  0.097   0.1027   0.0858    0.545   0.24    0.00  CASHCASHCASH
-  1.456   1.8088   0.7697    0.701   0.23    0.00  LINES_OF_YELLING_2
-  0.083   0.0863   0.0754    0.534   0.23    0.00  WORK_AT_HOME
-  0.609   0.7274   0.3774    0.658   0.23    0.66  SB_NSP_VOLUME_SPIKE
-  0.336   0.3934   0.2254    0.636   0.22    0.02  WEIRD_PORT
-  0.503   0.5791   0.3558    0.619   0.21    0.36  PLING_PLING
-  0.201   0.2155   0.1723    0.556   0.20    0.00  HTML_IMAGE_RATIO_14
-  0.445   0.4951   0.3481    0.587   0.20    0.00  LINES_OF_YELLING_3
-  0.594   0.6877   0.4127    0.625   0.20    0.02  US_DOLLARS_2
-  0.224   0.2421   0.1893    0.561   0.19    0.04  RAZOR2_CF_RANGE_11_50
-  0.050   0.0440   0.0623    0.414   0.19    0.00  NO_PURCHASE
-  1.238   1.3762   0.9686    0.587   0.19    0.00  SPF_FAIL
-  1.215   1.3407   0.9705    0.580   0.19    0.00  MAILTO_WITH_SUBJ
-  0.608   0.6873   0.4547    0.602   0.18    0.84  SPF_SOFTFAIL
-  0.012   0.0032   0.0285    0.100   0.18    0.00  MIME_BOUND_DASH_DIGIT
-  0.445   0.4813   0.3731    0.563   0.18    0.00  DATE_IN_PAST_12_24
-  0.566   0.6283   0.4458    0.585   0.17    0.24  FROM_HAS_MIXED_NUMS
-  0.468   0.5005   0.4039    0.553   0.17    0.00  MISSING_HEADERS
-  0.027   0.0138   0.0515    0.211   0.15    0.00  NO_EXPERIENCE
-  0.027   0.0134   0.0531    0.202   0.14    0.00  JAVASCRIPT_URI
-  0.166   0.1473   0.2035    0.420   0.14    0.55  OPTING_OUT
-  0.338   0.3176   0.3781    0.456   0.13    0.00  FOR_FREE
-  0.189   0.1527   0.2597    0.370   0.11    0.24  DATE_IN_PAST_24_48
-  0.642   0.5627   0.7970    0.414   0.11    0.34  TO_ADDRESS_EQ_REAL
-  0.048   0.0243   0.0939    0.206   0.10    0.00  MIME_QP_DEFICIENT
-  0.608   0.4981   0.8232    0.377   0.09    0.01  EXCUSE_1
-  0.243   0.1835   0.3597    0.338   0.09    0.01  BANG_MONEY
-  1.117   0.6930   1.9441    0.263   0.09    0.00  MAILTO_TO_SPAM_ADDR
-  0.170   0.1213   0.2639    0.315   0.08    0.37  FROM_HAS_ULINE_NUMS
-  0.078   0.0395   0.1535    0.205   0.06    0.28  DATE_IN_PAST_48_96
-  0.306   0.2234   0.4662    0.324   0.05    0.00  NO_FEE
-  0.187   0.0976   0.3600    0.213   0.01    0.00  BAYES_50
-  0.075   0.0207   0.1796    0.103   0.00    0.00  MIME_QP_NO_CHARSET
-  0.219   0.1159   0.4189    0.217   0.00    0.00  TO_EMPTY
-  0.038   0.0014   0.1100    0.012   0.00    0.00  MIME_BOUND_DIGITS_4
+ 18.744  13.3440  29.2532    0.313   0.30    0.05  FORGED_RCVD_HELO
+  0.835   1.0865   0.3449    0.759   0.29    1.20  DATE_IN_FUTURE_06_12
+  0.193   0.2446   0.0927    0.725   0.29    0.80  HTML_FONT_FACE_CAPS
+  5.798   7.5827   2.3231    0.765   0.29    0.00  LINES_OF_YELLING
+  0.863   1.1219   0.3583    0.758   0.29    0.00  HTTP_WITH_EMAIL_IN_URL
+  6.616   8.1143   3.7000    0.687   0.29    0.00  CLICK_BELOW
+  0.095   0.1128   0.0611    0.649   0.28    0.03  OPTING_OUT_CAPS
+  1.513   2.0367   0.4941    0.805   0.28    0.00  DATE_IN_PAST_03_06
+  0.136   0.1616   0.0854    0.654   0.27    0.00  WHILE_SUPPLIES
+  1.932   2.5820   0.6682    0.794   0.27    0.41  SPF_HELO_FAIL
+  0.052   0.0569   0.0419    0.576   0.27    1.11  FULL_REFUND
+  0.013   0.0109   0.0173    0.386   0.27    0.02  DIRECT_EMAIL
+  0.060   0.0672   0.0458    0.595   0.27    0.00  EXCUSE_11
+  0.205   0.2489   0.1184    0.678   0.27    0.00  EARN_MONEY
+  0.450   0.5632   0.2307    0.709   0.26    0.00  HTML_IMAGE_RATIO_10
+  0.042   0.0454   0.0365    0.554   0.26    0.00  HTML_TITLE_EXTRA
+  0.053   0.0579   0.0446    0.565   0.26    0.27  YOU_WON
+  0.074   0.0846   0.0542    0.609   0.26    0.36  EXCUSE_19
+  0.219   0.2621   0.1338    0.662   0.26    0.15  EXCUSE_7
+  0.010   0.0063   0.0165    0.277   0.26    0.20  FROM_AND_TO_SAME
+  2.368   3.0567   1.0277    0.748   0.26    0.00  URI_REDIRECTOR
+  0.435   0.5379   0.2342    0.697   0.25    0.00  FREE_TRIAL
+  0.017   0.0140   0.0227    0.382   0.25    0.00  X_ESMTP
+  0.453   0.5604   0.2434    0.697   0.25    0.00  SB_NEW_BULK
+  0.630   0.7732   0.3510    0.688   0.25    0.00  HTML_JAVASCRIPT
+  1.633   2.0946   0.7340    0.741   0.25    0.21  UPPERCASE_25_50
+  7.047   5.7903   9.4935    0.379   0.25    0.18  NO_REAL_NAME
+  0.538   0.6493   0.3199    0.670   0.25    0.00  HTML_EVENT
+  0.335   0.4077   0.1926    0.679   0.25    0.00  NO_COST
+  3.729   3.7605   3.6665    0.506   0.24    0.52  FROM_ENDS_IN_NUMS
+  1.453   1.8014   0.7740    0.699   0.23    0.00  LINES_OF_YELLING_2
+  0.613   0.7343   0.3760    0.661   0.22    0.00  SB_NSP_VOLUME_SPIKE
+  0.085   0.0887   0.0784    0.531   0.22    0.00  WORK_AT_HOME
+  0.333   0.3870   0.2272    0.630   0.22    0.51  WEIRD_PORT
+  0.098   0.1023   0.0888    0.535   0.22    0.00  CASHCASHCASH
+  0.048   0.0437   0.0577    0.431   0.21    0.00  NO_PURCHASE
+  0.203   0.2197   0.1711    0.562   0.21    0.00  HTML_IMAGE_RATIO_14
+  0.504   0.5772   0.3603    0.616   0.20    0.43  PLING_PLING
+  0.221   0.2367   0.1907    0.554   0.19    0.10  RAZOR2_CF_RANGE_11_50
+  0.447   0.4935   0.3560    0.581   0.19    0.00  LINES_OF_YELLING_3
+  1.215   1.3473   0.9582    0.584   0.19    0.00  MAILTO_WITH_SUBJ
+  0.596   0.6867   0.4183    0.621   0.19    0.00  US_DOLLARS_2
+  1.231   1.3666   0.9670    0.586   0.19    0.00  SPF_FAIL
+  0.012   0.0036   0.0273    0.115   0.19    0.00  MIME_BOUND_DASH_DIGIT
+  0.444   0.4842   0.3660    0.569   0.18    0.00  DATE_IN_PAST_12_24
+  0.613   0.6902   0.4641    0.598   0.17    0.84  SPF_SOFTFAIL
+  0.559   0.6171   0.4456    0.581   0.17    0.30  FROM_HAS_MIXED_NUMS
+  0.464   0.4955   0.4033    0.551   0.17    0.00  MISSING_HEADERS
+  0.026   0.0136   0.0496    0.216   0.15    0.00  JAVASCRIPT_URI
+  0.027   0.0132   0.0527    0.201   0.14    0.00  NO_EXPERIENCE
+  0.166   0.1458   0.2065    0.414   0.13    0.49  OPTING_OUT
+  0.330   0.3086   0.3710    0.454   0.12    0.00  FOR_FREE
+  0.189   0.1547   0.2549    0.378   0.11    0.30  DATE_IN_PAST_24_48
+  0.047   0.0253   0.0904    0.219   0.10    0.00  MIME_QP_DEFICIENT
+  0.636   0.5529   0.7963    0.410   0.10    0.47  TO_ADDRESS_EQ_REAL
+  0.243   0.1847   0.3560    0.342   0.09    0.00  BANG_MONEY
+  0.613   0.5036   0.8251    0.379   0.09    0.00  EXCUSE_1
+  1.120   0.6950   1.9467    0.263   0.08    0.00  MAILTO_TO_SPAM_ADDR
+  0.171   0.1233   0.2626    0.319   0.08    0.36  FROM_HAS_ULINE_NUMS
+  0.077   0.0399   0.1503    0.210   0.07    0.26  DATE_IN_PAST_48_96
+  0.302   0.2211   0.4587    0.325   0.05    0.00  NO_FEE
+  0.186   0.0974   0.3595    0.213   0.02    0.00  BAYES_50
+  0.073   0.0203   0.1753    0.104   0.01    0.00  MIME_QP_NO_CHARSET
+  0.219   0.1187   0.4149    0.223   0.00    0.00  TO_EMPTY
+  0.038   0.0012   0.1107    0.011   0.00    0.00  MIME_BOUND_DIGITS_4
 
 Rule file versions for which these results apply:
-(SpamAssassin Version string: 3.000000-pre2-cvs)
+(SpamAssassin Version string: 3.000000-pre4-cvs)
 
--rw-r--r--    3 jm       jm           6002 May  6 20:24 10_misc.cf
--rw-r--r--    3 jm       jm           1602 Mar 23 20:07 20_anti_ratware.cf
--rw-r--r--    3 jm       jm           9654 May 19 03:19 20_body_tests.cf
--rw-r--r--    3 jm       jm           1613 Apr  5 12:15 20_compensate.cf
--rw-r--r--    3 jm       jm          11611 Jul 21 19:46 20_dnsbl_tests.cf
--rw-rw-r--    1 jm       jm          17307 Jul 19 23:47 20_drugs.cf
--rw-r--r--    3 jm       jm          11617 May 28 20:59 20_fake_helo_tests.cf
--rw-r--r--    2 jm       jm          36396 Jul  8 18:57 20_head_tests.cf
--rw-r--r--    3 jm       jm          17714 Jun 18 18:34 20_html_tests.cf
--rw-r--r--    3 jm       jm          11816 May  5 14:35 20_meta_tests.cf
--rw-r--r--    3 jm       jm          30422 May 24 12:12 20_phrases.cf
--rw-r--r--    3 jm       jm           5864 May 28 21:03 20_porn.cf
--rw-r--r--    3 jm       jm          15704 Jul  8 19:04 20_ratware.cf
--rw-r--r--    3 jm       jm           5962 Apr 30 19:09 20_uri_tests.cf
--rw-r--r--    3 jm       jm           2334 May  6 20:24 23_bayes.cf
--rw-r--r--    3 jm       jm           9114 Mar 23 20:07 25_body_tests_es.cf
--rw-r--r--    3 jm       jm           2735 Mar 23 20:07 25_hashcash.cf
--rw-r--r--    3 jm       jm           2301 Jun 14 19:44 25_spf.cf
--rw-r--r--    2 jm       jm           2615 Jun 27 21:01 25_uribl.cf
--rw-r--r--    3 jm       jm          50549 Jun  2 00:17 30_text_de.cf
--rw-r--r--    3 jm       jm          54882 Jun  2 00:17 30_text_fr.cf
--rw-r--r--    3 jm       jm          73303 Jun  2 00:17 30_text_nl.cf
--rw-r--r--    3 jm       jm          47133 Jun  2 00:17 30_text_pl.cf
--rw-rw-r--    1 jm       jm          37875 Jul 21 20:03 50_scores.cf
--rw-r--r--    3 jm       jm           6884 Jun  7 22:32 60_whitelist.cf
--rw-rw-r--    1 jm       jm          47157 Mar 23 20:07 70_broken_rules.cf
--rw-rw-r--    1 jm       jm          12656 Jul  8 18:57 70_testing.cf
--rw-r--r--    3 jm       jm            342 Apr 28 16:50 local.cf
--rw-r--r--    3 jm       jm           3696 Mar 23 20:07 regression_tests.cf
+-rw-r--r--  1 stern stern  6002 Jun 29 10:02 10_misc.cf
+-rw-r--r--  1 stern stern  1602 Jun 29 10:02 20_anti_ratware.cf
+-rw-r--r--  1 stern stern  9654 Jun 29 10:02 20_body_tests.cf
+-rw-r--r--  1 stern stern  1613 Jun 29 10:02 20_compensate.cf
+-rw-r--r--  1 stern stern 11769 Aug  5 00:48 20_dnsbl_tests.cf
+-rw-r--r--  1 stern stern 17307 Jul 26 09:52 20_drugs.cf
+-rw-r--r--  1 stern stern 11617 Jun 29 10:02 20_fake_helo_tests.cf
+-rw-r--r--  1 stern stern 36642 Aug  3 14:04 20_head_tests.cf
+-rw-r--r--  1 stern stern 17714 Jun 29 10:02 20_html_tests.cf
+-rw-r--r--  1 stern stern 11818 Aug  3 14:04 20_meta_tests.cf
+-rw-r--r--  1 stern stern 30422 Jun 29 10:02 20_phrases.cf
+-rw-r--r--  1 stern stern  5864 Jun 29 10:02 20_porn.cf
+-rw-r--r--  1 stern stern 15704 Jul 12 11:53 20_ratware.cf
+-rw-r--r--  1 stern stern  5962 Jun 29 10:02 20_uri_tests.cf
+-rw-r--r--  1 stern stern  2334 Jun 29 10:02 23_bayes.cf
+-rw-r--r--  1 stern stern  9114 Jun 29 10:02 25_body_tests_es.cf
+-rw-r--r--  1 stern stern  2735 Jun 29 10:02 25_hashcash.cf
+-rw-r--r--  1 stern stern  2301 Jun 29 10:02 25_spf.cf
+-rw-r--r--  1 stern stern  2615 Jun 29 10:02 25_uribl.cf
+-rw-r--r--  1 stern stern 66596 Jul 26 09:52 30_text_de.cf
+-rw-r--r--  1 stern stern 54889 Aug  5 00:48 30_text_fr.cf
+-rw-r--r--  1 stern stern 73303 Jun 29 10:02 30_text_nl.cf
+-rw-r--r--  1 stern stern 47133 Jun 29 10:02 30_text_pl.cf
+-rw-r--r--  1 stern stern 33487 Aug  6 16:25 50_scores.cf
+-rw-r--r--  1 stern stern  6884 Jun 29 10:02 60_whitelist.cf
+-rw-r--r--  1 stern stern 47157 Jun 29 10:02 70_broken_rules.cf
+-rw-r--r--  1 stern stern 12926 Jul 26 09:52 70_testing.cf
+-rw-r--r--  1 stern stern   342 Jun 29 10:02 local.cf
+-rw-r--r--  1 stern stern  3696 Jun 29 10:02 regression_tests.cf

Modified: spamassassin/trunk/rules/STATISTICS-set2.txt
==============================================================================
--- spamassassin/trunk/rules/STATISTICS-set2.txt	(original)
+++ spamassassin/trunk/rules/STATISTICS-set2.txt	Mon Aug  9 15:27:18 2004
@@ -3,1011 +3,937 @@
 Classification success on test corpora, at default threshold:
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  20916  53.50%  (99.88% of non-spam corpus)
-# Correctly spam:      17562  44.92%  (96.75% of spam corpus)
-# False positives:        25  0.06%  (0.12% of nonspam,   1392 weighted)
-# False negatives:       589  1.51%  (3.25% of spam,   1679 weighted)
-# TCR: 25.421569  SpamRecall: 96.755%  SpamPrec: 99.858%  FP: 0.06%  FN: 1.51%
+# Correctly non-spam:  29498  99.96%
+# Correctly spam:      26604  95.46%
+# False positives:        13  0.04%
+# False negatives:      1266  4.54%
+# TCR(l=50): 14.545929  SpamRecall: 95.457%  SpamPrec: 99.951%
 
 Results on test corpora at various alternative thresholds:
 
 # SUMMARY for threshold -4.0:
-# Correctly non-spam:  17782  45.49%  (84.91% of non-spam corpus)
-# Correctly spam:      18136  46.39%  (99.92% of spam corpus)
-# False positives:      3159  8.08%  (15.09% of nonspam, -22617 weighted)
-# False negatives:        15  0.04%  (0.08% of spam,    -72 weighted)
-# TCR: 1.148071  SpamRecall: 99.917%  SpamPrec: 85.166%  FP: 8.08%  FN: 0.04%
+# Correctly non-spam:    896  3.04%
+# Correctly spam:      27870  100.00%
+# False positives:     28615  96.96%
+# False negatives:         0  0.00%
+# TCR(l=50): 0.019479  SpamRecall: 100.000%  SpamPrec: 49.341%
 
 # SUMMARY for threshold -3.0:
-# Correctly non-spam:  18793  48.07%  (89.74% of non-spam corpus)
-# Correctly spam:      18126  46.37%  (99.86% of spam corpus)
-# False positives:      2148  5.49%  (10.26% of nonspam,   8430 weighted)
-# False negatives:        25  0.06%  (0.14% of spam,   -108 weighted)
-# TCR: 1.686112  SpamRecall: 99.862%  SpamPrec: 89.405%  FP: 5.49%  FN: 0.06%
+# Correctly non-spam:    984  3.33%
+# Correctly spam:      27869  100.00%
+# False positives:     28527  96.67%
+# False negatives:         1  0.00%
+# TCR(l=50): 0.019539  SpamRecall: 99.996%  SpamPrec: 49.417%
 
 # SUMMARY for threshold -2.0:
-# Correctly non-spam:  19133  48.94%  (91.37% of non-spam corpus)
-# Correctly spam:      18122  46.36%  (99.84% of spam corpus)
-# False positives:      1808  4.62%  (8.63% of nonspam,  15959 weighted)
-# False negatives:        29  0.07%  (0.16% of spam,   -118 weighted)
-# TCR: 2.001433  SpamRecall: 99.840%  SpamPrec: 90.928%  FP: 4.62%  FN: 0.07%
+# Correctly non-spam:   1061  3.60%
+# Correctly spam:      27869  100.00%
+# False positives:     28450  96.40%
+# False negatives:         1  0.00%
+# TCR(l=50): 0.019592  SpamRecall: 99.996%  SpamPrec: 49.484%
 
 # SUMMARY for threshold -1.0:
-# Correctly non-spam:  19196  49.10%  (91.67% of non-spam corpus)
-# Correctly spam:      18118  46.35%  (99.82% of spam corpus)
-# False positives:      1745  4.46%  (8.33% of nonspam,  16796 weighted)
-# False negatives:        33  0.08%  (0.18% of spam,   -124 weighted)
-# TCR: 2.072505  SpamRecall: 99.818%  SpamPrec: 91.215%  FP: 4.46%  FN: 0.08%
+# Correctly non-spam:  25828  87.52%
+# Correctly spam:      27815  99.80%
+# False positives:      3683  12.48%
+# False negatives:        55  0.20%
+# TCR(l=50): 0.151299  SpamRecall: 99.803%  SpamPrec: 88.307%
 
 # SUMMARY for threshold 0.0:
-# Correctly non-spam:  19479  49.83%  (93.02% of non-spam corpus)
-# Correctly spam:      18113  46.33%  (99.79% of spam corpus)
-# False positives:      1462  3.74%  (6.98% of nonspam,  17674 weighted)
-# False negatives:        38  0.10%  (0.21% of spam,   -126 weighted)
-# TCR: 2.470196  SpamRecall: 99.791%  SpamPrec: 92.531%  FP: 3.74%  FN: 0.10%
+# Correctly non-spam:  27613  93.57%
+# Correctly spam:      27764  99.62%
+# False positives:      1898  6.43%
+# False negatives:       106  0.38%
+# TCR(l=50): 0.293350  SpamRecall: 99.620%  SpamPrec: 93.601%
 
 # SUMMARY for threshold 1.0:
-# Correctly non-spam:  20167  51.59%  (96.30% of non-spam corpus)
-# Correctly spam:      18071  46.23%  (99.56% of spam corpus)
-# False positives:       774  1.98%  (3.70% of nonspam,  15938 weighted)
-# False negatives:        80  0.20%  (0.44% of spam,   -108 weighted)
-# TCR: 4.595190  SpamRecall: 99.559%  SpamPrec: 95.893%  FP: 1.98%  FN: 0.20%
+# Correctly non-spam:  28864  97.81%
+# Correctly spam:      27687  99.34%
+# False positives:       647  2.19%
+# False negatives:       183  0.66%
+# TCR(l=50): 0.856669  SpamRecall: 99.343%  SpamPrec: 97.717%
 
 # SUMMARY for threshold 2.0:
-# Correctly non-spam:  20541  52.55%  (98.09% of non-spam corpus)
-# Correctly spam:      18011  46.07%  (99.23% of spam corpus)
-# False positives:       400  1.02%  (1.91% of nonspam,  11175 weighted)
-# False negatives:       140  0.36%  (0.77% of spam,    -17 weighted)
-# TCR: 8.481776  SpamRecall: 99.229%  SpamPrec: 97.827%  FP: 1.02%  FN: 0.36%
+# Correctly non-spam:  29241  99.09%
+# Correctly spam:      27566  98.91%
+# False positives:       270  0.91%
+# False negatives:       304  1.09%
+# TCR(l=50): 2.018980  SpamRecall: 98.909%  SpamPrec: 99.030%
 
 # SUMMARY for threshold 3.0:
-# Correctly non-spam:  20767  53.12%  (99.17% of non-spam corpus)
-# Correctly spam:      17922  45.85%  (98.74% of spam corpus)
-# False positives:       174  0.45%  (0.83% of nonspam,   6418 weighted)
-# False negatives:       229  0.59%  (1.26% of spam,    209 weighted)
-# TCR: 16.515924  SpamRecall: 98.738%  SpamPrec: 99.038%  FP: 0.45%  FN: 0.59%
+# Correctly non-spam:  29397  99.61%
+# Correctly spam:      27389  98.27%
+# False positives:       114  0.39%
+# False negatives:       481  1.73%
+# TCR(l=50): 4.508979  SpamRecall: 98.274%  SpamPrec: 99.585%
 
 # SUMMARY for threshold 4.0:
-# Correctly non-spam:  20857  53.35%  (99.60% of non-spam corpus)
-# Correctly spam:      17755  45.42%  (97.82% of spam corpus)
-# False positives:        84  0.21%  (0.40% of nonspam,   3678 weighted)
-# False negatives:       396  1.01%  (2.18% of spam,    797 weighted)
-# TCR: 22.243873  SpamRecall: 97.818%  SpamPrec: 99.529%  FP: 0.21%  FN: 1.01%
+# Correctly non-spam:  29472  99.87%
+# Correctly spam:      27019  96.95%
+# False positives:        39  0.13%
+# False negatives:       851  3.05%
+# TCR(l=50): 9.950018  SpamRecall: 96.947%  SpamPrec: 99.856%
 
 # SUMMARY for threshold 4.5:
-# Correctly non-spam:  20893  53.45%  (99.77% of non-spam corpus)
-# Correctly spam:      17677  45.22%  (97.39% of spam corpus)
-# False positives:        48  0.12%  (0.23% of nonspam,   2354 weighted)
-# False negatives:       474  1.21%  (2.61% of spam,   1130 weighted)
-# TCR: 25.421569  SpamRecall: 97.389%  SpamPrec: 99.729%  FP: 0.12%  FN: 1.21%
+# Correctly non-spam:  29486  99.92%
+# Correctly spam:      26798  96.15%
+# False positives:        25  0.08%
+# False negatives:      1072  3.85%
+# TCR(l=50): 12.002584  SpamRecall: 96.154%  SpamPrec: 99.907%
 
 # SUMMARY for threshold 5.5:
-# Correctly non-spam:  20930  53.54%  (99.95% of non-spam corpus)
-# Correctly spam:      17455  44.65%  (96.17% of spam corpus)
-# False positives:        11  0.03%  (0.05% of nonspam,    757 weighted)
-# False negatives:       696  1.78%  (3.83% of spam,   2242 weighted)
-# TCR: 24.169108  SpamRecall: 96.166%  SpamPrec: 99.937%  FP: 0.03%  FN: 1.78%
+# Correctly non-spam:  29508  99.99%
+# Correctly spam:      26337  94.50%
+# False positives:         3  0.01%
+# False negatives:      1533  5.50%
+# TCR(l=50): 16.559715  SpamRecall: 94.499%  SpamPrec: 99.989%
 
 # SUMMARY for threshold 6.0:
-# Correctly non-spam:  20931  53.54%  (99.95% of non-spam corpus)
-# Correctly spam:      17335  44.34%  (95.50% of spam corpus)
-# False positives:        10  0.03%  (0.05% of nonspam,    708 weighted)
-# False negatives:       816  2.09%  (4.50% of spam,   2933 weighted)
-# TCR: 20.959584  SpamRecall: 95.504%  SpamPrec: 99.942%  FP: 0.03%  FN: 2.09%
+# Correctly non-spam:  29510  100.00%
+# Correctly spam:      25984  93.23%
+# False positives:         1  0.00%
+# False negatives:      1886  6.77%
+# TCR(l=50): 14.395661  SpamRecall: 93.233%  SpamPrec: 99.996%
 
 # SUMMARY for threshold 6.5:
-# Correctly non-spam:  20932  53.55%  (99.96% of non-spam corpus)
-# Correctly spam:      17203  44.01%  (94.78% of spam corpus)
-# False positives:         9  0.02%  (0.04% of nonspam,    652 weighted)
-# False negatives:       948  2.43%  (5.22% of spam,   3761 weighted)
-# TCR: 18.278953  SpamRecall: 94.777%  SpamPrec: 99.948%  FP: 0.02%  FN: 2.43%
+# Correctly non-spam:  29510  100.00%
+# Correctly spam:      25632  91.97%
+# False positives:         1  0.00%
+# False negatives:      2238  8.03%
+# TCR(l=50): 12.180944  SpamRecall: 91.970%  SpamPrec: 99.996%
 
 # SUMMARY for threshold 7.0:
-# Correctly non-spam:  20936  53.56%  (99.98% of non-spam corpus)
-# Correctly spam:      17067  43.66%  (94.03% of spam corpus)
-# False positives:         5  0.01%  (0.02% of nonspam,    421 weighted)
-# False negatives:      1084  2.77%  (5.97% of spam,   4682 weighted)
-# TCR: 16.366997  SpamRecall: 94.028%  SpamPrec: 99.971%  FP: 0.01%  FN: 2.77%
+# Correctly non-spam:  29510  100.00%
+# Correctly spam:      25344  90.94%
+# False positives:         1  0.00%
+# False negatives:      2526  9.06%
+# TCR(l=50): 10.819099  SpamRecall: 90.936%  SpamPrec: 99.996%
 
 # SUMMARY for threshold 8.0:
-# Correctly non-spam:  20937  53.56%  (99.98% of non-spam corpus)
-# Correctly spam:      16735  42.81%  (92.20% of spam corpus)
-# False positives:         4  0.01%  (0.02% of nonspam,    356 weighted)
-# False negatives:      1416  3.62%  (7.80% of spam,   7173 weighted)
-# TCR: 12.639972  SpamRecall: 92.199%  SpamPrec: 99.976%  FP: 0.01%  FN: 3.62%
+# Correctly non-spam:  29510  100.00%
+# Correctly spam:      24500  87.91%
+# False positives:         1  0.00%
+# False negatives:      3370  12.09%
+# TCR(l=50): 8.149123  SpamRecall: 87.908%  SpamPrec: 99.996%
 
 # SUMMARY for threshold 9.0:
-# Correctly non-spam:  20938  53.56%  (99.99% of non-spam corpus)
-# Correctly spam:      16187  41.41%  (89.18% of spam corpus)
-# False positives:         3  0.01%  (0.01% of nonspam,    285 weighted)
-# False negatives:      1964  5.02%  (10.82% of spam,  11855 weighted)
-# TCR: 9.171804  SpamRecall: 89.180%  SpamPrec: 99.981%  FP: 0.01%  FN: 5.02%
+# Correctly non-spam:  29510  100.00%
+# Correctly spam:      23565  84.55%
+# False positives:         1  0.00%
+# False negatives:      4305  15.45%
+# TCR(l=50): 6.399541  SpamRecall: 84.553%  SpamPrec: 99.996%
 
 # SUMMARY for threshold 10.0:
-# Correctly non-spam:  20938  53.56%  (99.99% of non-spam corpus)
-# Correctly spam:      15589  39.88%  (85.89% of spam corpus)
-# False positives:         3  0.01%  (0.01% of nonspam,    285 weighted)
-# False negatives:      2562  6.55%  (14.11% of spam,  17555 weighted)
-# TCR: 7.043461  SpamRecall: 85.885%  SpamPrec: 99.981%  FP: 0.01%  FN: 6.55%
+# Correctly non-spam:  29511  100.00%
+# Correctly spam:      22545  80.89%
+# False positives:         0  0.00%
+# False negatives:      5325  19.11%
+# TCR(l=50): 5.233803  SpamRecall: 80.893%  SpamPrec: 100.000%
 
 # SUMMARY for threshold 12.0:
-# Correctly non-spam:  20940  53.57%  (100.00% of non-spam corpus)
-# Correctly spam:      14119  36.12%  (77.79% of spam corpus)
-# False positives:         1  0.00%  (0.00% of nonspam,    105 weighted)
-# False negatives:      4032  10.31%  (22.21% of spam,  33828 weighted)
-# TCR: 4.496161  SpamRecall: 77.786%  SpamPrec: 99.993%  FP: 0.00%  FN: 10.31%
+# Correctly non-spam:  29511  100.00%
+# Correctly spam:      20494  73.53%
+# False positives:         0  0.00%
+# False negatives:      7376  26.47%
+# TCR(l=50): 3.778471  SpamRecall: 73.534%  SpamPrec: 100.000%
 
 # SUMMARY for threshold 15.0:
-# Correctly non-spam:  20941  53.57%  (100.00% of non-spam corpus)
-# Correctly spam:      12061  30.85%  (66.45% of spam corpus)
-# False positives:         0  0.00%  (0.00% of nonspam,      0 weighted)
-# False negatives:      6090  15.58%  (33.55% of spam,  61572 weighted)
-# TCR: 2.980460  SpamRecall: 66.448%  SpamPrec: 100.000%  FP: 0.00%  FN: 15.58%
+# Correctly non-spam:  29511  100.00%
+# Correctly spam:      17034  61.12%
+# False positives:         0  0.00%
+# False negatives:     10836  38.88%
+# TCR(l=50): 2.571982  SpamRecall: 61.119%  SpamPrec: 100.000%
 
 # SUMMARY for threshold 17.0:
-# Correctly non-spam:  20941  53.57%  (100.00% of non-spam corpus)
-# Correctly spam:      10559  27.01%  (58.17% of spam corpus)
-# False positives:         0  0.00%  (0.00% of nonspam,      0 weighted)
-# False negatives:      7592  19.42%  (41.83% of spam,  85553 weighted)
-# TCR: 2.390806  SpamRecall: 58.173%  SpamPrec: 100.000%  FP: 0.00%  FN: 19.42%
+# Correctly non-spam:  29511  100.00%
+# Correctly spam:      14587  52.34%
+# False positives:         0  0.00%
+# False negatives:     13283  47.66%
+# TCR(l=50): 2.098171  SpamRecall: 52.339%  SpamPrec: 100.000%
 
 # SUMMARY for threshold 20.0:
-# Correctly non-spam:  20941  53.57%  (100.00% of non-spam corpus)
-# Correctly spam:       8509  21.77%  (46.88% of spam corpus)
-# False positives:         0  0.00%  (0.00% of nonspam,      0 weighted)
-# False negatives:      9642  24.66%  (53.12% of spam, 123489 weighted)
-# TCR: 1.882493  SpamRecall: 46.879%  SpamPrec: 100.000%  FP: 0.00%  FN: 24.66%
+# Correctly non-spam:  29511  100.00%
+# Correctly spam:      11160  40.04%
+# False positives:         0  0.00%
+# False negatives:     16710  59.96%
+# TCR(l=50): 1.667864  SpamRecall: 40.043%  SpamPrec: 100.000%
 
 
-Test hit frequencies, for spam and nonspam corpora:
+Test hit frequencies, for spam and ham corpora:
 (note: S/O indicates ratio of spam hits to overall hits for
 each test, where 0.0 = hits only non-spam and 1.0 = hits only spam,
 and the 'score' field should be ignored.)
 
 OVERALL%   SPAM%     HAM%     S/O    RANK   SCORE  NAME
- 351831   163361   188470    0.464   0.00    0.00  (all messages)
-100.000  46.4317  53.5683    0.464   0.00    0.00  (all messages as %)
- 49.449   0.2632  92.0826    0.003   1.00   -5.30  BAYES_00
- 38.604  83.1141   0.0244    1.000   0.99    5.20  BAYES_99
- 13.797  29.7133   0.0005    1.000   0.92    4.50  DATE_SPAMWARE_Y2K
- 14.012  30.1535   0.0212    0.999   0.92    1.10  MIME_HTML_ONLY_MULTI
- 34.242  71.6009   1.8597    0.975   0.91    0.67  MIME_HTML_ONLY
- 10.232  22.0169   0.0170    0.999   0.91    2.95  FORGED_MUA_OUTLOOK
-  9.507  20.4486   0.0239    0.999   0.91    1.10  FORGED_OUTLOOK_HTML
- 15.879  33.8808   0.2759    0.992   0.91    0.61  MISSING_MIMEOLE
-  8.787  18.8888   0.0308    0.998   0.90    1.10  FORGED_OUTLOOK_TAGS
-  5.936  12.7772   0.0064    1.000   0.90    4.40  OBFUSCATING_COMMENT
-  5.037  10.8306   0.0143    0.999   0.89    2.75  HTML_IMAGE_ONLY_02
-  3.947   8.4977   0.0021    1.000   0.89    4.40  MSGID_OUTLOOK_INVALID
-  6.854  14.6920   0.0610    0.996   0.89    3.67  MSGID_FROM_MTA_SHORT
-  4.923  10.5698   0.0287    0.997   0.89    2.87  USERPASS
- 20.579  43.3151   0.8712    0.980   0.89    1.06  MIME_HTML_NO_CHARSET
-  2.002   4.3125   0.0000    1.000   0.89    4.30  RATWARE_OE_PI
-  1.762   3.7947   0.0000    1.000   0.89    1.11  FROM_NUM_AT_WEBMAIL
-  1.558   3.3564   0.0000    1.000   0.89    4.40  MSGID_SPAM_ZEROES
-  1.899   4.0860   0.0032    0.999   0.89    3.42  IMPOTENCE
-  1.096   2.3598   0.0000    1.000   0.88    4.30  MSGID_SPAM_99X9XX99
-  8.243  17.5960   0.1364    0.992   0.88    0.94  HTML_FONT_INVISIBLE
-  1.079   2.3231   0.0000    1.000   0.88    4.30  FORGED_THEBAT_HTML
-  1.426   0.0006   2.6614    0.000   0.88   -4.30  HABEAS_SWE
-  0.954   2.0543   0.0000    1.000   0.88    4.30  HEAD_ILLEGAL_CHARS
-  0.866   1.8652   0.0000    1.000   0.88    4.30  YAHOO_REDIR
-  1.043   2.2447   0.0005    1.000   0.88    4.30  FORGED_IMS_HTML
-  2.144   4.6100   0.0069    0.999   0.88    1.10  MONEY_BACK
-  0.965   2.0782   0.0005    1.000   0.88    4.30  FORGED_MUA_THEBAT_BOUN
-  1.845   3.9685   0.0048    0.999   0.88    4.11  FAKE_HELO_MAIL_COM
-  0.711   1.5310   0.0000    1.000   0.88    4.30  RCVD_AM_PM
-  1.216   2.6169   0.0016    0.999   0.88    2.09  FORGED_MUA_OIMO
-  1.629   3.5033   0.0037    0.999   0.88    4.40  EMAIL_ROT13
-  1.210   2.6047   0.0016    0.999   0.88    4.30  FORGED_MUA_AOL_FROM
-  1.056   2.2723   0.0011    1.000   0.88    4.10  RATWARE_EGROUPS
-  0.596   1.2837   0.0000    1.000   0.88    4.30  WRINKLES
-  0.593   1.2782   0.0000    1.000   0.88    4.30  FORGED_AOL_RCVD
-  3.758   8.0619   0.0281    0.997   0.88    1.90  HTML_IMAGE_ONLY_04
-  1.425   3.0650   0.0032    0.999   0.88    1.10  ONLINE_PHARMACY
-  0.761   1.6387   0.0005    1.000   0.88    4.30  FORGED_IMS_TAGS
-  4.562   9.7741   0.0435    0.996   0.88    1.10  MIME_BASE64_TEXT
-  1.313   2.8244   0.0027    0.999   0.88    1.75  INVALID_DATE_TZ_ABSURD
-  0.923   1.9870   0.0011    0.999   0.88    1.10  RATWARE_HASH_DASH
-  0.730   1.5720   0.0005    1.000   0.88    4.30  FROM_ILLEGAL_CHARS
-  0.396   0.8533   0.0000    1.000   0.88    4.30  WITH_LC_SMTP
-  0.381   0.8209   0.0000    1.000   0.88    0.70  SENT_IN_COMPLIANCE
-  0.329   0.7095   0.0000    1.000   0.88    2.90  NEVER_ANOTHER
-  4.143   8.8809   0.0366    0.996   0.88    1.11  HTML_MIME_NO_HTML_TAG
-  0.652   1.4043   0.0005    1.000   0.88    3.60  LOSEBODYFAT
-  0.290   0.6250   0.0000    1.000   0.88    2.90  FORGED_RCVD_FROM_NUM
-  0.278   0.5987   0.0000    1.000   0.88    2.90  RATWARE_JPFREE
-  0.277   0.5974   0.0000    1.000   0.88    2.90  MIME_BOUND_MANY_HEX
-  0.275   0.5932   0.0000    1.000   0.88    2.80  RATWARE_STORM_URI
-  0.270   0.5821   0.0000    1.000   0.88    2.90  FORGED_YAHOO_RCVD_SMTP
-  0.260   0.5601   0.0000    1.000   0.88    2.90  OBSCURED_EMAIL
-  0.242   0.5203   0.0000    1.000   0.88    2.90  MULTI_FORGED
-  0.242   0.5203   0.0000    1.000   0.88    3.66  KOREAN_UCE_SUBJECT
-  0.241   0.5185   0.0000    1.000   0.88    2.90  ORDER_REPORT
-  0.238   0.5136   0.0000    1.000   0.88    2.90  COPY_ACCURATELY
-  0.232   0.4995   0.0000    1.000   0.88    2.90  FREE_QUOTE_INSTANT
-  0.231   0.4977   0.0000    1.000   0.88    2.90  MSGID_SPAM_6LETTER
-  0.208   0.4487   0.0000    1.000   0.88    2.90  X_LIST_UNSUBSCRIBE
-  0.175   0.3759   0.0000    1.000   0.88    2.90  USERNAME_IN_SUBJECT
-  1.161   2.4963   0.0027    0.999   0.88    2.54  SUBJ_VIAGRA
-  0.171   0.3679   0.0000    1.000   0.88    2.90  URI_BANNEDCD
-  0.170   0.3667   0.0000    1.000   0.88    2.80  FAKE_HELO_EXCITE
-  0.170   0.3661   0.0000    1.000   0.88    2.90  FAKE_HELO_LYCOS
-  0.568   1.2237   0.0005    1.000   0.88    1.10  WE_HONOR_ALL
-  0.760   1.6363   0.0011    0.999   0.88    4.30  RATWARE_RCVD_LC_ESMTP
-  0.142   0.3055   0.0000    1.000   0.88    2.90  RATWARE_OE_MALFORMED
-  0.139   0.2993   0.0000    1.000   0.88    2.90  FAKED_UNDISC_RECIPS
-  0.138   0.2969   0.0000    1.000   0.88    2.90  RATWARE_EXISCAN_FORGED
-  0.128   0.2749   0.0000    1.000   0.88    2.90  X_ORIG_HOST
-  0.122   0.2632   0.0000    1.000   0.88    2.90  USE_IDENTITY
-  0.122   0.2626   0.0000    1.000   0.88    2.90  RATWARE_BAD_REFS
-  0.119   0.2571   0.0000    1.000   0.88    2.90  HTML_COMMENT_SKY
-  0.115   0.2467   0.0000    1.000   0.88    2.90  YOU_CAN_SEARCH
-  0.103   0.2216   0.0000    1.000   0.88    2.90  DIG_UP_INFO
-  0.101   0.2167   0.0000    1.000   0.88    2.90  MIME_BOUND_OPTIN
-  0.093   0.2008   0.0000    1.000   0.88    2.90  EXCUSE_23
-  0.084   0.1800   0.0000    1.000   0.88    2.90  CREDITORS_CALLING
-  0.078   0.1677   0.0000    1.000   0.88    2.90  HIDDEN_ASSETS
-  0.077   0.1653   0.0000    1.000   0.88    2.90  URI_PXLG
-  0.074   0.1598   0.0000    1.000   0.88    2.90  CHINA_HEADER
-  0.074   0.1585   0.0000    1.000   0.88    2.90  RATWARE_X_SCANNER
-  0.068   0.1457   0.0000    1.000   0.88    2.90  VIAGRA_COMBO
-  0.063   0.1353   0.0000    1.000   0.88    2.90  FORGED_MX_HOTMAIL
-  0.062   0.1334   0.0000    1.000   0.88    2.90  MIME_ODD_CASE
-  0.061   0.1322   0.0000    1.000   0.88    2.90  RCVD_6_CAPS_ESMTP_ID
-  0.059   0.1267   0.0000    1.000   0.88    2.90  EXCUSE_22
-  0.058   0.1255   0.0000    1.000   0.88    2.90  FORGED_JUNO_FROM
-  0.058   0.1243   0.0000    1.000   0.88    2.90  RATWARE_JIXING
-  0.055   0.1175   0.0000    1.000   0.88    2.90  HARDCORE_PORN
-  0.053   0.1139   0.0000    1.000   0.88    2.90  NONEXISTENT_CHARSET
-  0.051   0.1090   0.0000    1.000   0.88    2.90  NOT_ADVISOR
-  0.051   0.1090   0.0000    1.000   0.88    2.90  UCE_MAIL_ACT
-  0.051   0.1090   0.0000    1.000   0.88    2.90  X_PRECEDENCE_REF
-  0.050   0.1077   0.0000    1.000   0.88    2.90  MEGA_SITE
-  0.049   0.1047   0.0000    1.000   0.88    1.75  MSGID_FROM_MTA_HOTMAIL
-  0.048   0.1035   0.0000    1.000   0.88    2.90  X_PRI_MISMATCH_HI
-  0.046   0.0998   0.0000    1.000   0.88    2.55  FAKE_HELO_JUNO
-  0.045   0.0967   0.0000    1.000   0.88    2.90  VERY_SUSP_RECIPS
-  0.043   0.0930   0.0000    1.000   0.88    2.90  RATWARE_MMAILER
-  0.039   0.0845   0.0000    1.000   0.88    2.90  TO_TXT
-  0.037   0.0802   0.0000    1.000   0.88    2.90  X_X_PRESENT
-  0.032   0.0692   0.0000    1.000   0.88    2.90  MDAEMON_2_7_4
-  0.032   0.0686   0.0000    1.000   0.88    2.90  RECEIVE_EMAIL
-  0.030   0.0643   0.0000    1.000   0.88    2.90  OUR_STRICT_ANTI
-  0.029   0.0631   0.0000    1.000   0.88    2.90  MORTGAGE_LINKS
-  0.029   0.0624   0.0000    1.000   0.88    2.90  URI_DOLLARMACHINE
-  0.029   0.0624   0.0000    1.000   0.88    2.90  RATWARE_XMAILER
-  0.028   0.0600   0.0000    1.000   0.88    2.90  X_PMFLAGS_PRESENT
-  0.027   0.0582   0.0000    1.000   0.88    2.90  NIGERIAN_BODY_GOVT_3
-  0.027   0.0575   0.0000    1.000   0.88    2.90  FAKE_HELO_EMAIL_COM
-  0.027   0.0575   0.0000    1.000   0.88    2.90  FORGED_GW05_RCVD
-  0.026   0.0563   0.0000    1.000   0.88    2.71  RECEIVED_CACHEFLOW
-  0.025   0.0545   0.0000    1.000   0.88    2.90  RATWARE_EMPTY_HELO
-  0.024   0.0514   0.0000    1.000   0.88    2.90  MSGID_4NUMS_DOLLAR
-  0.024   0.0508   0.0000    1.000   0.88    2.90  JAPANESE_UCE_SUBJECT
-  0.021   0.0453   0.0000    1.000   0.88    2.90  FAKE_HELO_BIGFOOT
-  0.020   0.0435   0.0000    1.000   0.88    2.90  PORN_MEMBERSHIP
-  0.020   0.0428   0.0000    1.000   0.88    2.90  FORGED_MUA_APPLEMAIL
-  0.020   0.0428   0.0000    1.000   0.88    2.90  URI_FREEHT
-  0.019   0.0404   0.0000    1.000   0.88    2.90  MIME_BOUND_MAIL_BOUND
-  0.018   0.0380   0.0000    1.000   0.88    0.00  ANTISPAM_BILL
-  0.017   0.0373   0.0000    1.000   0.88    2.90  HR_3113
-  0.017   0.0367   0.0000    1.000   0.88    2.90  AZOOGLE
-  0.016   0.0355   0.0000    1.000   0.88    2.90  X_ENC_PRESENT
-  0.016   0.0349   0.0000    1.000   0.88    0.98  CONFIDENTIAL_ORDER
-  0.015   0.0324   0.0000    1.000   0.88    0.30  FAKE_HELO_SHAW_CA
-  0.014   0.0312   0.0000    1.000   0.88    1.42  FAKE_HELO_YAHOO_CA
-  0.014   0.0312   0.0000    1.000   0.88    2.90  ID_UNIQUE
-  0.014   0.0306   0.0000    1.000   0.88    2.90  DATE_YEAR_ZERO_FIRST
-  0.014   0.0300   0.0000    1.000   0.88    2.90  RECEIVED_IDENT_SQUID
-  0.013   0.0282   0.0000    1.000   0.88    2.90  FORGED_TELESP_RCVD
-  0.012   0.0263   0.0000    1.000   0.88    2.90  FAKE_HELO_EUDORAMAIL
-  0.012   0.0257   0.0000    1.000   0.88    2.90  SUBJ_FREE_INSTANT
-  0.011   0.0239   0.0000    1.000   0.88    2.80  STRONG_BUY
-  0.011   0.0233   0.0000    1.000   0.88    2.90  FAKED_IP_IN_RCVD
-  0.010   0.0220   0.0000    1.000   0.88    2.90  X_STORMPOST_TO
-  0.010   0.0220   0.0000    1.000   0.88    2.90  RATWARE_STORM
-  0.010   0.0220   0.0000    1.000   0.88    2.90  X_VMP_TEXT
-  0.010   0.0214   0.0000    1.000   0.88    2.90  MSGID_3_DOLLARS
-  0.010   0.0208   0.0000    1.000   0.88    2.90  RATWARE_VC_IPA
-  0.009   0.0196   0.0000    1.000   0.88    1.45  TAKE_ACTION_NOW
-  0.009   0.0196   0.0000    1.000   0.88    2.90  FAKE_HELO_CARAMAIL
-  0.009   0.0196   0.0000    1.000   0.88    2.90  MSGID_SPAM_1
-  0.008   0.0178   0.0000    1.000   0.88    2.90  FRIEND_AT_PUBLIC
-  0.008   0.0171   0.0000    1.000   0.88    2.90  LOTS_OF_CC_LINES
-  0.008   0.0165   0.0000    1.000   0.88    2.90  NO_INVESTMENT
-  0.007   0.0159   0.0000    1.000   0.88    2.90  RATWARE_SCREWUP_1
-  0.006   0.0135   0.0000    1.000   0.88    2.90  HR_4176
-  0.006   0.0135   0.0000    1.000   0.88    2.90  MARKUP_RAND
-  0.006   0.0122   0.0000    1.000   0.88    2.90  RATWARE_EVAMAIL
-  0.005   0.0104   0.0000    1.000   0.88    2.90  RCVD_BY_QVES_COM
-  0.003   0.0073   0.0000    1.000   0.88    2.90  THIS_IS_AN_AD
-  0.003   0.0061   0.0000    1.000   0.88    2.90  OVERWHELMING_GROWTH
-  0.003   0.0061   0.0000    1.000   0.88    0.00  FORGED_MUA_MSN
-  0.002   0.0049   0.0000    1.000   0.88    2.90  BTAMAIL_HEADER
-  0.002   0.0037   0.0000    1.000   0.88    2.90  RATWARE_POWERC
-  0.001   0.0031   0.0000    1.000   0.88    2.90  EXCUSE_20
-  0.001   0.0012   0.0000    1.000   0.88    2.90  CHINA_URL
-  0.457   0.9831   0.0005    0.999   0.88    4.30  CONFIRMED_FORGED
-  0.621   1.3357   0.0011    0.999   0.88    4.30  FROM_OFFERS
-  1.062   2.2827   0.0032    0.999   0.88    4.30  CONSOLIDATE_DEBT
-  0.322   0.6923   0.0005    0.999   0.88    2.90  COMPETE
-  0.884   1.9013   0.0027    0.999   0.88    4.30  GENERIC_VIAGRA
-  0.306   0.6581   0.0005    0.999   0.88    0.70  RAVAGESOFAGING
-  0.625   1.3436   0.0016    0.999   0.88    1.10  VIAGRA_ONLINE
-  3.581   7.6726   0.0350    0.995   0.88    1.81  FROM_HAS_MIXED_NUMS3
-  0.890   1.9129   0.0032    0.998   0.88    2.73  FORGED_RCVD_NET_HELO
-  0.781   1.6785   0.0027    0.998   0.88    2.19  NO_RDNS_DOTCOM_HELO
-  0.551   1.1851   0.0016    0.999   0.88    3.32  BANG_OPRAH
-  2.456   5.2681   0.0180    0.997   0.88    1.10  HTTP_ESCAPED_HOST
-  0.234   0.5026   0.0005    0.999   0.88    2.90  INVALUABLE_MARKETING
-  0.359   0.7713   0.0011    0.999   0.88    2.90  FINANCIAL
-  1.173   2.5190   0.0058    0.998   0.88    1.10  FORGED_MUA_IMS
-  1.091   2.3427   0.0053    0.998   0.88    1.25  FORGED_AOL_HTML
-  0.328   0.7052   0.0011    0.998   0.88    2.90  LOSE_POUNDS
-  1.767   3.7922   0.0117    0.997   0.88    1.59  MIME_HTML_MOSTLY
-  1.108   2.3806   0.0058    0.998   0.88    4.30  REVERSE_AGING
-  0.169   0.3642   0.0005    0.999   0.88    0.70  NIGERIAN_BODY4
-  3.176   6.8021   0.0324    0.995   0.88    1.59  FRONTPAGE
-  3.361   7.1976   0.0361    0.995   0.88    1.58  SUBJ_HAS_SPACES
-  1.151   2.4718   0.0069    0.997   0.88    1.15  HTML_LINK_PUSH_HERE
-  0.143   0.3067   0.0005    0.998   0.88    0.70  EXCUSE_24
-  0.254   0.5448   0.0011    0.998   0.88    0.70  NIGERIAN_BODY3
-  0.129   0.2779   0.0005    0.998   0.88    1.87  FORGED_QUALCOMM_TAGS
-  0.823   1.7679   0.0048    0.997   0.88    1.10  CLICK_TO_REMOVE_1
-  0.516   1.1074   0.0027    0.998   0.88    2.90  BZ_TLD
-  2.050   4.3939   0.0180    0.996   0.88    1.10  BANG_GUARANTEE
-  0.300   0.6440   0.0016    0.998   0.88    2.90  NO_CREDIT_CHECK
-  1.391   2.9830   0.0111    0.996   0.88    2.15  BANG_EXERCISE
-  1.527   3.2750   0.0127    0.996   0.88    2.06  RCVD_FAKE_HELO_DOTCOM
-  0.199   0.4273   0.0011    0.998   0.88    2.36  BANG_QUOTE
-  3.037   6.4967   0.0377    0.994   0.87    1.12  MIME_HEADER_CTYPE_ONLY
-  0.182   0.3905   0.0011    0.997   0.87    2.90  HTML_FORMACTION_MAILTO
-  1.578   3.3821   0.0143    0.996   0.87    2.53  TRACKER_ID
-  8.332  17.7043   0.2091    0.988   0.87    1.05  REMOVE_PAGE
-  1.403   3.0062   0.0133    0.996   0.87    1.10  GUARANTEED_100_PERCENT
-  1.587   3.4004   0.0159    0.995   0.87    1.10  RECEIVE_OFFER
-  0.301   0.6452   0.0021    0.997   0.87    2.14  SUBJ_YOUR_DEBT
-  0.227   0.4873   0.0016    0.997   0.87    2.90  JODY
-  4.115   8.7861   0.0669    0.992   0.87    0.50  HTML_LINK_CLICK_CAPS
-  0.752   1.6124   0.0064    0.996   0.87    1.10  MORTGAGE_BEST
-  0.473   1.0143   0.0037    0.996   0.87    2.75  WHILE_YOU_SLEEP
-  0.076   0.1634   0.0005    0.997   0.87    1.95  MIME_BOUND_RKFINDY
-  0.212   0.4554   0.0016    0.997   0.87    2.90  NUMERIC_HTTP_ADDR
-  0.074   0.1585   0.0005    0.997   0.87    2.90  STOP_SNORING
-  0.339   0.7272   0.0027    0.996   0.87    0.99  FROM_WEBMAIL_END_NUMS6
-  0.330   0.7082   0.0027    0.996   0.87    2.90  ADVERT_CODE
-  0.447   0.9574   0.0037    0.996   0.87    3.25  THE_BEST_RATE
-  0.550   1.1790   0.0048    0.996   0.87    1.78  INCREASE_SEX
-  0.070   0.1500   0.0005    0.996   0.87    2.90  WALAA
-  0.202   0.4322   0.0016    0.996   0.87    0.25  BILL_1618
-  0.069   0.1475   0.0005    0.996   0.87    2.90  READ_TO_END
-  0.068   0.1463   0.0005    0.996   0.87    2.84  SUBJ_YOUR_FAMILY
-  0.132   0.2822   0.0011    0.996   0.87    0.38  CANNOT_BE_SPAM
-  1.907   4.0799   0.0233    0.994   0.87    1.75  DATE_IN_FUTURE_12_24
-  2.370   5.0685   0.0318    0.994   0.87    1.10  MIME_BASE64_LATIN
-  1.172   2.5092   0.0127    0.995   0.87    0.66  ALL_NATURAL
-  1.836   3.9269   0.0228    0.994   0.87    1.10  PENIS_ENLARGE
-  0.063   0.1353   0.0005    0.996   0.87    2.29  APPLY_FREE
-  1.110   2.3769   0.0127    0.995   0.87    1.10  HG_HORMONE
-  0.274   0.5870   0.0027    0.996   0.87    1.35  FREE_PORN
-  0.112   0.2406   0.0011    0.996   0.87    0.35  BE_BOSS
-  0.368   0.7891   0.0037    0.995   0.87    0.70  NIGERIAN_BODY2
-  4.623   9.8494   0.0934    0.991   0.87    0.17  CLICK_BELOW_CAPS
-  1.765   3.7732   0.0244    0.994   0.87    3.61  SUBJ_ILLEGAL_CHARS
-  0.105   0.2253   0.0011    0.995   0.87    2.90  NOT_INTENDED
-  0.105   0.2240   0.0011    0.995   0.87    2.90  SUBJ_GUARANTEED
-  1.175   2.5141   0.0149    0.994   0.87    1.10  REMOVE_REMOVAL_1WORD
-  0.052   0.1120   0.0005    0.995   0.87    2.80  FAKE_HELO_USA_NET
-  0.153   0.3281   0.0016    0.995   0.87    2.01  REFINANCE_NOW
-  0.468   1.0015   0.0053    0.995   0.87    0.39  FROM_STARTS_WITH_NUMS
-  3.968   8.4543   0.0801    0.991   0.87    2.90  DATE_IN_FUTURE_03_06
-  0.138   0.2944   0.0016    0.995   0.87    0.16  HIDE_WIN_STATUS
-  0.265   0.5681   0.0032    0.994   0.87    1.04  ADDR_NUMS_AT_BIGSITE
-  0.262   0.5607   0.0032    0.994   0.87    2.90  REMOVE_POSTAL
-  2.239   4.7771   0.0382    0.992   0.87    1.53  HTML_IMAGE_ONLY_06
-  0.672   1.4361   0.0090    0.994   0.87    2.29  URI_OFFERS
-  0.898   1.9191   0.0127    0.993   0.87    2.15  GUARANTEE
- 18.553  38.7798   1.0214    0.974   0.87    0.27  HTML_FONT_BIG
-  2.601   5.5472   0.0478    0.991   0.87    0.50  X_MSMAIL_PRIORITY_HIGH
-  0.126   0.2700   0.0016    0.994   0.87    0.51  HTML_SHOUTING7
-  0.084   0.1800   0.0011    0.994   0.87    0.90  PREST_NON_ACCREDITED
-  1.346   2.8740   0.0212    0.993   0.87    0.83  MAILTO_SUBJ_REMOVE
-  1.223   2.6120   0.0191    0.993   0.87    3.43  FORGED_MUA_EUDORA
-  4.651   9.8904   0.1098    0.989   0.87    0.19  MIME_BASE64_NO_NAME
-  0.076   0.1622   0.0011    0.994   0.86    0.80  NOT_MLM
-  0.038   0.0814   0.0005    0.994   0.86    1.94  EXCUSE_21
-  0.460   0.9819   0.0069    0.993   0.86    1.92  FREE_QUOTE
-  0.075   0.1598   0.0011    0.993   0.86    1.78  PORN_15
-  0.285   0.6097   0.0042    0.993   0.86    1.61  LOW_PAYMENT
-  0.146   0.3116   0.0021    0.993   0.86    2.90  BARGAIN_URL
-  0.724   1.5469   0.0117    0.993   0.86    2.38  FAKED_HOTMAIL_DAV
-  0.141   0.3012   0.0021    0.993   0.86    0.70  FAKE_HELO_MSN
-  1.073   2.2888   0.0186    0.992   0.86    0.47  FORGED_HOTMAIL_RCVD
-  0.426   0.9096   0.0069    0.992   0.86    3.01  NIGERIAN_BODY1
-  0.035   0.0741   0.0005    0.993   0.86    2.90  FREE_INVESTMENT
-  1.501   3.1990   0.0287    0.991   0.86    0.73  EXCUSE_19
-  0.034   0.0716   0.0005    0.993   0.86    2.24  COMPARE_RATES
-  0.162   0.3452   0.0027    0.992   0.86    0.01  CABLE_CONVERTER
-  0.970   2.0684   0.0186    0.991   0.86    1.54  VIAGRA
-  0.990   2.1094   0.0191    0.991   0.86    0.50  REMOVE_REMOVAL_2WORD
-  0.062   0.1316   0.0011    0.992   0.86    2.90  AMATEUR_PORN
-  2.398   5.1016   0.0547    0.989   0.86    0.50  PENIS_ENLARGE2
-  0.091   0.1934   0.0016    0.992   0.86    2.90  CUM_SHOT
-  0.061   0.1292   0.0011    0.992   0.86    2.90  BTAMAIL_URL
-  0.089   0.1904   0.0016    0.992   0.86    1.71  URI_4YOU
-  0.233   0.4977   0.0042    0.992   0.86    2.73  DATE_IN_FUTURE_24_48
-  1.075   2.2906   0.0218    0.991   0.86    2.01  MARKETING_PARTNERS
-  0.287   0.6115   0.0053    0.991   0.86    1.89  FREE_GRANT
-  0.413   0.8809   0.0080    0.991   0.86    1.54  FORGED_JUNO_RCVD
-  0.057   0.1224   0.0011    0.991   0.86    2.90  NIGERIAN_SUBJECT2
-  0.567   1.2084   0.0117    0.990   0.86    1.56  HAIR_LOSS
-  0.027   0.0582   0.0005    0.991   0.86    2.23  RESISTANCE_IS_FUTILE
-  1.084   2.3072   0.0239    0.990   0.86    0.50  COMPLETELY_FREE
-  0.605   1.2886   0.0127    0.990   0.86    2.17  FROM_ALL_NUMS
-  0.721   1.5353   0.0159    0.990   0.86    0.88  EXCUSE_REMOVE
-  0.223   0.4750   0.0048    0.990   0.86    2.80  INITIAL_INVEST
-  2.699   5.7284   0.0738    0.987   0.86    0.58  HTML_TABLE_THICK_BORD
-  1.764   3.7463   0.0456    0.988   0.85    0.50  AS_SEEN_ON
-  0.723   1.5377   0.0170    0.989   0.85    2.33  GAPPY_SUBJECT
-  0.298   0.6336   0.0069    0.989   0.85    4.30  SORTED_RECIPS
-  1.070   2.2729   0.0271    0.988   0.85    0.40  HTML_COMMENT_SAVED_URL
-  0.023   0.0490   0.0005    0.989   0.85    2.90  NATURAL_VIAGRA
-  0.153   0.3250   0.0037    0.989   0.85    0.12  FORGED_AOL_TAGS
-  4.797  10.1377   0.1687    0.984   0.85    0.75  BIZ_TLD
-  0.044   0.0930   0.0011    0.989   0.85    2.60  SECRET_RECORD
-  0.520   1.1049   0.0133    0.988   0.85    0.57  MORTGAGE_RATES
-  0.338   0.7180   0.0085    0.988   0.85    3.07  ROUND_THE_WORLD_LOCAL
-  0.505   1.0712   0.0133    0.988   0.85    1.17  FAKE_HELO_HOTMAIL
-  0.709   1.5040   0.0191    0.987   0.85    1.87  FAKE_HELO_YAHOO
-  3.815   8.0650   0.1305    0.984   0.85    1.61  DATE_IN_FUTURE_06_12
-  0.124   0.2638   0.0032    0.988   0.85    2.80  FORGED_MUA_THEBAT_CS
-  0.614   1.3039   0.0164    0.988   0.85    2.59  BAYES_70
-  0.418   0.8870   0.0111    0.988   0.85    0.50  HTML_SHOUTING9
-  0.764   1.6209   0.0212    0.987   0.85    5.30  BAYES_80
-  0.080   0.1708   0.0021    0.988   0.85    1.57  FREE_CONSULTATION
-  1.517   3.2131   0.0462    0.986   0.85    0.09  LOW_PRICE
-  1.710   3.6220   0.0531    0.986   0.85    4.03  BAYES_90
-  0.858   1.8199   0.0249    0.986   0.85    1.00  MORTGAGE_PITCH
-  1.488   3.1501   0.0467    0.985   0.85    0.50  HTML_TITLE_UNTITLED
-  7.610  15.9885   0.3481    0.979   0.85    0.10  FROM_HAS_MIXED_NUMS
-  0.344   0.7297   0.0101    0.986   0.85    0.00  REPLY_TO_ULINE_NUMS
-  1.261   2.6702   0.0398    0.985   0.85    0.41  BANG_MORE
-  2.784   5.8827   0.0987    0.984   0.85    0.15  HTTP_EXCESSIVE_ESCAPES
-  0.091   0.1922   0.0027    0.986   0.85    1.98  FROM_HAS_MIXED_NUMS2
-  0.159   0.3367   0.0048    0.986   0.84    0.07  LOSEWEIGHT
-  0.070   0.1494   0.0021    0.986   0.84    0.43  MIME_BASE64_ILLEGAL
-  0.139   0.2944   0.0042    0.986   0.84    1.22  SUBJECT_APPROVED
-  0.051   0.1077   0.0016    0.985   0.84    2.80  NO_INVENTORY
-  0.212   0.4487   0.0069    0.985   0.84    0.36  MILLION_USD
-  0.195   0.4126   0.0064    0.985   0.84    1.06  HTTP_ENTITIES_HOST
-  0.415   0.8772   0.0138    0.985   0.84    2.63  SUSPICIOUS_RECIPS
-  0.049   0.1035   0.0016    0.985   0.84    2.80  FORGED_EUDORAMAIL_RCVD
-  7.171  15.0372   0.3534    0.977   0.84    0.10  MISSING_OUTLOOK_NAME
-  5.563  11.6748   0.2658    0.978   0.84    0.43  NORMAL_HTTP_TO_IP
-  0.148   0.3134   0.0053    0.983   0.84    2.80  ONE_TIME
-  0.668   1.4098   0.0255    0.982   0.84    0.31  HTML_90_100
-  0.014   0.0306   0.0005    0.983   0.84    2.90  LESBIAN
-  0.043   0.0900   0.0016    0.983   0.84    0.87  GET_STARTED_NOW
-  0.028   0.0600   0.0011    0.983   0.84    2.12  EARNINGS
-  0.375   0.7903   0.0143    0.982   0.83    1.92  FAKE_HELO_AOL
-  0.826   1.7409   0.0329    0.981   0.83    1.18  MIME_MISSING_BOUNDARY
-  1.469   3.0925   0.0615    0.980   0.83    1.23  BAD_CREDIT
-  4.113   8.6287   0.1984    0.978   0.83    0.38  FORGED_YAHOO_RCVD
-  0.108   0.2283   0.0042    0.982   0.83    0.81  BANKRUPTCY
-  0.054   0.1145   0.0021    0.982   0.83    1.57  SERIOUS_CASH
-  0.107   0.2247   0.0042    0.981   0.83    1.94  GUARANTEED_STUFF
-  2.009   4.2213   0.0913    0.979   0.83    0.07  HTML_TAG_BALANCE_A
-  0.744   1.5646   0.0318    0.980   0.83    2.80  FORGED_MUA_MOZILLA
-  1.343   2.8238   0.0594    0.979   0.83    0.17  REMOVE_FROM_LIST
-  0.163   0.3428   0.0069    0.980   0.83    2.33  SAVE_THOUSANDS
-  0.622   1.3088   0.0271    0.980   0.83    2.00  BAYES_60
-  3.961   8.2939   0.2053    0.976   0.83    0.67  HTML_TAG_BALANCE_HTML
-  0.012   0.0257   0.0005    0.980   0.83    0.03  NIGERIAN_SUBJECT1
-  1.471   3.0864   0.0700    0.978   0.83    0.82  HTML_IMAGE_RATIO_04
-  2.327   4.8775   0.1157    0.977   0.83    1.39  SUBJ_HAS_UNIQ_ID
-  0.012   0.0251   0.0005    0.979   0.83    2.03  FAKE_HELO_MAIL_RU
-  0.271   0.5687   0.0122    0.979   0.83    0.55  ACT_NOW_CAPS
-  3.551   7.4296   0.1889    0.975   0.83    1.50  X_PRIORITY_HIGH
-  0.046   0.0967   0.0021    0.979   0.82    1.69  WE_PROMISE_YOU
-  1.720   3.6037   0.0865    0.977   0.82    0.06  HTML_FONTCOLOR_GREEN
-  0.079   0.1659   0.0037    0.978   0.82    0.07  HTML_SHOUTING8
-  3.694   7.7142   0.2096    0.974   0.82    0.35  HTML_TAG_BALANCE_BODY
-  0.313   0.6562   0.0154    0.977   0.82    2.42  EXCUSE_12
-  0.032   0.0673   0.0016    0.977   0.82    2.17  STOCK_ALERT
-  0.209   0.4383   0.0106    0.976   0.82    1.62  SUPPLIES_LIMITED
-  4.799   9.9828   0.3061    0.970   0.82    0.91  OFFERS_ETC
-  0.304   0.6366   0.0164    0.975   0.82    2.27  NO_QS_ASKED
-  0.069   0.1451   0.0037    0.975   0.82    0.76  UNSECURED_CREDIT
-  0.020   0.0410   0.0011    0.975   0.81    2.40  MIME_BOUND_DIGITS_7
-  0.184   0.3844   0.0101    0.974   0.81    1.37  CELL_PHONE_BOOST
-  0.165   0.3452   0.0096    0.973   0.81    1.92  BANG_BOSS
-  0.582   1.2139   0.0345    0.972   0.81    0.06  HTML_COMMENT_RATIO
-  0.136   0.2846   0.0080    0.973   0.81    1.51  ADDR_FREE
-  0.018   0.0380   0.0011    0.973   0.81    2.90  OUR_AFFILIATE_PARTNERS
-  0.508   1.0596   0.0302    0.972   0.81    2.13  MLM
-  8.208  16.9398   0.6394    0.964   0.81    0.38  HTML_70_80
-  0.045   0.0937   0.0027    0.972   0.81    1.09  MEET_SINGLES
-  0.258   0.5375   0.0154    0.972   0.81    0.07  REPLY_TO_EMPTY
-  0.089   0.1855   0.0053    0.972   0.81    0.85  EXCUSE_13
-  0.145   0.3024   0.0090    0.971   0.81    2.39  ONE_TIME_MAILING
-  0.034   0.0710   0.0021    0.971   0.80    2.61  FREE_WEBSITE
-  0.009   0.0178   0.0005    0.971   0.80    2.90  PORN_6
-  0.621   1.2910   0.0398    0.970   0.80    1.10  DOMAIN_4U2
-  0.746   1.5506   0.0483    0.970   0.80    1.12  EXTRA_MPART_TYPE
-  0.198   0.4114   0.0127    0.970   0.80    0.06  LOW_INTEREST
-  0.083   0.1720   0.0053    0.970   0.80    1.95  NASTY_GIRLS
-  6.413  13.2259   0.5072    0.963   0.80    0.10  HTML_FONTCOLOR_UNKNOWN
-  0.008   0.0171   0.0005    0.970   0.80    0.04  SUBJ_NOW_ONLY
- 14.823  30.2067   1.4894    0.953   0.80    0.10  HTML_LINK_CLICK_HERE
-  0.016   0.0331   0.0011    0.969   0.80    2.08  MAIL_IN_ORDER_FORM
-  0.016   0.0324   0.0011    0.968   0.80    2.90  KIFF
-  0.163   0.3373   0.0111    0.968   0.80    2.23  LIVE_PORN
-  0.070   0.1445   0.0048    0.968   0.80    0.80  NO_DISAPPOINTMENT
-  0.382   0.7927   0.0265    0.968   0.80    0.77  DO_IT_TODAY
-  0.092   0.1916   0.0064    0.968   0.80    2.80  SAVE_ON_INSURANCE
-  1.583   3.2743   0.1167    0.966   0.80    0.67  HTML_TAG_BALANCE_TABLE
-  4.463   9.1974   0.3597    0.962   0.80    0.10  EXCUSE_3
-  0.038   0.0784   0.0027    0.967   0.80    1.43  FREE_PASSWORD
-  0.090   0.1867   0.0064    0.967   0.79    1.64  BLANK_LINES_80_90
-  0.090   0.1861   0.0064    0.967   0.79    0.76  SELECTED_YOU
-  2.106   4.3505   0.1597    0.965   0.79    0.85  MAILTO_TO_REMOVE
-  0.658   1.3614   0.0478    0.966   0.79    0.58  BANG_MONEY
-  0.103   0.2136   0.0074    0.966   0.79    2.16  FREE_MEMBERSHIP
-  0.263   0.5454   0.0191    0.966   0.79    2.67  RATWARE_HASH_2_V2
-  4.205   8.6575   0.3449    0.962   0.79    0.13  HTML_TAG_EXISTS_TBODY
-  0.748   1.5475   0.0557    0.965   0.79    0.80  SUB_FREE_OFFER
-  0.007   0.0147   0.0005    0.965   0.79    1.97  SEX_FEST
- 43.215  84.3151   7.5901    0.917   0.79    0.09  HTML_MESSAGE
-  1.847   3.8045   0.1502    0.962   0.79    0.36  ORDER_NOW
-  0.904   1.8640   0.0722    0.963   0.79    0.40  SUBJ_FREE_CAP
- 11.704  23.7792   1.2368    0.951   0.79    0.10  HTML_FONTCOLOR_RED
-  0.216   0.4456   0.0170    0.963   0.79    1.68  BEST_PORN
-  0.047   0.0979   0.0037    0.963   0.79    0.22  PORN_16
-  0.135   0.2785   0.0106    0.963   0.79    2.90  EXCUSE_4
-  0.267   0.5503   0.0212    0.963   0.78    1.40  X_LIBRARY
-  0.942   1.9399   0.0764    0.962   0.78    0.48  LIMITED_TIME_ONLY
-  5.393  11.0455   0.4945    0.957   0.78    0.10  HTML_FONTCOLOR_UNSAFE
-  0.126   0.2602   0.0101    0.963   0.78    2.49  DATE_IN_FUTURE_96_XX
-  0.092   0.1885   0.0074    0.962   0.78    0.12  HTML_COMMENT_8BITS
-  0.007   0.0135   0.0005    0.962   0.78    2.90  VERB_UP_TO_OR_MORES
-  0.013   0.0257   0.0011    0.960   0.78    2.80  NO_CATCH
-  0.006   0.0129   0.0005    0.960   0.78    1.80  CENTS_ON_DOLLAR
-  0.481   0.9874   0.0414    0.960   0.78    0.45  LOTS_OF_STUFF
-  0.087   0.1781   0.0074    0.960   0.78    2.23  FROM_NO_USER
-  1.410   2.8856   0.1305    0.957   0.77    0.61  HTML_IMAGE_ONLY_10
-  0.083   0.1702   0.0074    0.958   0.77    1.17  FREE_SAMPLE
-  0.445   0.9109   0.0403    0.958   0.77    0.88  HTML_RELAYING_FRAME
-  1.679   3.4311   0.1613    0.955   0.77    0.05  FORGED_HOTMAIL_RCVD2
-  0.006   0.0116   0.0005    0.956   0.77    1.65  IDENT_NOBODY
-  3.080   6.2696   0.3152    0.952   0.77    1.12  HTML_WEB_BUGS
-  9.149  18.4701   1.0691    0.945   0.77    0.36  HTML_60_70
-  0.022   0.0453   0.0021    0.955   0.76    0.15  LYING_EYES
-  0.159   0.3238   0.0154    0.955   0.76    0.00  UPPERCASE_75_100
-  0.092   0.1867   0.0090    0.954   0.76    2.53  FREE_ACCESS
-  0.125   0.2547   0.0127    0.952   0.76    0.43  SUBJ_BUY
-  0.959   1.9491   0.1013    0.951   0.76    0.15  EXCUSE_10
-  0.041   0.0833   0.0042    0.951   0.76    0.62  BUY_DIRECT
-  0.015   0.0306   0.0016    0.951   0.75    2.90  WE_HATE_SPAM
-  0.069   0.1402   0.0074    0.950   0.75    1.92  MUST_BE_18
-  2.359   4.7723   0.2669    0.947   0.75    0.32  EXCUSE_14
-  0.030   0.0600   0.0032    0.950   0.75    1.06  UNCLAIMED_MONEY
-  0.919   1.8615   0.1013    0.948   0.75    0.59  RISK_FREE
-  0.184   0.3734   0.0202    0.949   0.75    0.22  REMOVE_REMOVAL_NEAR
-  0.744   1.5071   0.0828    0.948   0.75    0.95  FROM_HAS_ULINE_NUMS
-  0.014   0.0294   0.0016    0.949   0.75    1.40  NIGERIAN_SCAM_VIRTUE
-  0.560   1.1331   0.0631    0.947   0.75    0.05  HOME_EMPLOYMENT
-  7.976  15.9665   1.0495    0.938   0.74    0.70  HTML_50_60
-  0.891   1.8015   0.1024    0.946   0.74    1.38  PORN_4
-  0.618   1.2482   0.0716    0.946   0.74    1.17  INVALID_MSGID
-  0.037   0.0741   0.0042    0.946   0.74    2.70  PAY_SITE
-  1.417   2.8563   0.1687    0.944   0.74    0.53  HTML_IMAGE_ONLY_08
- 10.588  21.0779   1.4952    0.934   0.74    0.10  HTML_FONTCOLOR_BLUE
-  0.041   0.0826   0.0048    0.945   0.74    2.60  JOIN_MILLIONS
-  4.666   9.3603   0.5974    0.940   0.74    0.01  HTML_80_90
-  0.719   1.4508   0.0854    0.944   0.74    0.87  REMOVAL_INSTRUCTIONS
-  0.058   0.1175   0.0069    0.945   0.74    2.70  SUBJ_AS_SEEN
-  0.204   0.4114   0.0244    0.944   0.74    1.29  THIS_AINT_SPAM
-  0.248   0.4995   0.0297    0.944   0.74    1.21  OPT_HEADER
-  0.410   0.8239   0.0504    0.942   0.73    0.81  OPT_IN_CAPS
-  0.052   0.1047   0.0064    0.943   0.73    0.77  SUBJ_FOR_ONLY
-  0.091   0.1824   0.0111    0.942   0.73    2.80  MONEY_MAKING
-  0.012   0.0245   0.0016    0.939   0.72    1.46  MIME_BOUND_HEX_24
-  0.032   0.0643   0.0042    0.938   0.72    1.29  BEEN_TURNED_DOWN
-  0.095   0.1904   0.0127    0.937   0.72    2.28  SEDUCTION
-  0.872   1.7415   0.1189    0.936   0.72    0.94  HTML_IMAGE_RATIO_06
-  0.024   0.0471   0.0032    0.937   0.72    1.85  BARELY_LEGAL
-  3.974   7.8966   0.5741    0.932   0.72    0.18  HTML_FONT_FACE_ODD
-  0.847   1.6901   0.1162    0.936   0.72    1.78  DATE_IN_PAST_96_XX
-  0.051   0.1016   0.0069    0.936   0.72    2.44  SUBJ_2_CREDIT
-  0.405   0.8086   0.0557    0.936   0.72    0.34  TO_MALFORMED
-  0.081   0.1610   0.0111    0.935   0.72    1.69  TARGETED
-  0.046   0.0912   0.0064    0.935   0.71    0.38  MSGID_NO_HOST
-  0.045   0.0900   0.0064    0.934   0.71    2.30  COMMUNIGATE
-  0.206   0.4089   0.0297    0.932   0.71    2.50  GET_PAID
-  0.080   0.1598   0.0117    0.932   0.71    0.58  FAKE_HELO_NETSCAPE_COM
-  2.739   5.4193   0.4155    0.929   0.71    0.70  PRIORITY_NO_NAME
-  0.055   0.1083   0.0080    0.932   0.71    0.40  YOUR_INCOME
-  0.900   1.7826   0.1342    0.930   0.71    0.34  REMOVE_SUBJ
-  0.215   0.4267   0.0324    0.929   0.70    1.89  DEAR_FRIEND
-  0.508   1.0051   0.0769    0.929   0.70    0.79  UPPERCASE_50_75
-  4.717   9.2733   0.7678    0.924   0.70    0.87  HTML_40_50
-  0.146   0.2889   0.0223    0.928   0.70    1.57  DONT_DELETE
-  0.021   0.0410   0.0032    0.928   0.70    2.01  AMAZING_STUFF
-  1.175   2.3176   0.1852    0.926   0.70    0.69  NO_COST
-  9.756  18.9923   1.7509    0.916   0.70    1.00  FROM_ENDS_IN_NUMS
-  0.122   0.2406   0.0191    0.926   0.70    0.90  OPPORTUNITY
-  1.234   2.4308   0.1968    0.925   0.69    1.34  WEIRD_PORT
-  0.070   0.1371   0.0111    0.925   0.69    0.85  EXTRA_CASH
-  0.106   0.2087   0.0170    0.925   0.69    1.18  SUBJ_DOLLARS
-  0.675   1.3277   0.1098    0.924   0.69    0.60  HTML_IMAGE_RATIO_08
-  1.375   2.6995   0.2271    0.922   0.69    0.94  MIME_BOUND_NEXTPART
-  0.218   0.4291   0.0355    0.923   0.69    1.01  NO_EXPERIENCE
-  0.010   0.0190   0.0016    0.923   0.69    1.23  FREE_INSTALL
-  0.578   1.1325   0.0971    0.921   0.68    2.00  BLANK_LINES_70_80
-  1.366   2.6726   0.2329    0.920   0.68    0.06  HTML_FONT_FACE_BAD
-  2.337   4.5653   0.4064    0.918   0.68    0.92  MSGID_FROM_MTA_HEADER
-  4.085   7.9536   0.7322    0.916   0.68    0.32  DATE_IN_PAST_03_06
-  0.153   0.2987   0.0260    0.920   0.68    0.39  SUBJ_YOUR_OWN
-  1.213   2.3696   0.2101    0.919   0.68    0.79  HTML_IMAGE_ONLY_12
-  0.052   0.1010   0.0090    0.918   0.68    2.70  BUGGY_CGI
-  0.009   0.0178   0.0016    0.918   0.67    2.20  FORWARD_LOOKING
-  0.045   0.0875   0.0080    0.917   0.67    1.70  AOL_USERS_LINK
-  0.131   0.2547   0.0233    0.916   0.67    0.87  SUB_HELLO
-  0.047   0.0918   0.0085    0.915   0.67    0.22  X_ESMTP
-  0.029   0.0569   0.0053    0.915   0.67    0.17  HEADER_COUNT_CTYPE
- 17.227  32.6571   3.8526    0.894   0.67    0.10  CLICK_BELOW
-  0.061   0.1188   0.0111    0.914   0.67    1.14  CELEBRITY_PORN
-  0.805   0.1316   1.3885    0.087   0.67   -5.40  BAYES_01
-  2.476   4.7882   0.4717    0.910   0.66    0.80  DATE_IN_PAST_06_12
-  2.779   5.3715   0.5316    0.910   0.66    0.69  UPPERCASE_25_50
-  0.205   0.3973   0.0387    0.911   0.66    1.37  WEIRD_QUOTING
-  0.092   0.1769   0.0175    0.910   0.66    0.45  LINK_TO_NO_SCHEME
-  0.302   0.5840   0.0584    0.909   0.66    1.18  MIME_BOUND_DASH_DIGIT
-  0.063   0.1206   0.0122    0.908   0.65    2.60  DISGUISE_PORN
-  0.030   0.0575   0.0058    0.908   0.65    0.98  START_NOW_CAPS
-  0.626   1.2053   0.1242    0.907   0.65    0.00  CASHCASHCASH
-  0.786   1.5114   0.1576    0.906   0.65    0.21  HOT_NASTY
-  1.049   2.0146   0.2122    0.905   0.65    0.95  NO_OBLIGATION
-  2.104   4.0303   0.4346    0.903   0.65    0.45  HTML_TITLE_EMPTY
-  0.013   0.0251   0.0027    0.904   0.64    1.04  FREE_PREVIEW
-  0.606   1.1606   0.1252    0.903   0.64    0.62  WORK_AT_HOME
-  0.077   0.1475   0.0159    0.903   0.64    2.51  ACCEPT_CREDIT_CARDS
-  1.080   2.0654   0.2260    0.901   0.64    0.67  MANY_EXCLAMATIONS
-  0.005   0.0098   0.0011    0.902   0.64    2.90  DAILY_PXE
-  0.003   0.0049   0.0005    0.902   0.64    0.00  PENNIES_A_DAY
-  0.235   0.4481   0.0499    0.900   0.63    0.23  ADULT_SITE
-  0.502   0.9574   0.1072    0.899   0.63    0.70  US_DOLLARS_3
-  0.057   0.1096   0.0122    0.900   0.63    2.60  RICH
-  2.304   4.3823   0.5025    0.897   0.63    0.04  INVALID_DATE
-  0.860   1.6326   0.1894    0.896   0.63    0.57  HTTP_WITH_EMAIL_IN_URL
-  3.009   5.6917   0.6845    0.893   0.63    0.84  HTML_30_40
-  0.516   0.9776   0.1151    0.895   0.62    0.54  HTML_IMAGE_RATIO_10
-  0.024   0.0453   0.0053    0.895   0.62    1.64  LONG_DISTANCE
-  0.469   0.8876   0.1061    0.893   0.62    0.65  ALL_CAP_PORN
-  0.281   0.5301   0.0642    0.892   0.62    1.61  DEAR_SOMETHING
-  0.014   0.0263   0.0032    0.892   0.62    2.49  WANTS_CREDIT_CARD
-  0.074   0.1396   0.0175    0.889   0.61    0.28  HTML_IMAGE_AREA_05
-  0.316   0.5938   0.0748    0.888   0.61    0.14  WHILE_SUPPLIES
-  0.031   0.0588   0.0074    0.888   0.61    2.50  OFFSHORE_SCAM
-  0.340   0.0728   0.5714    0.113   0.61   -5.30  BAYES_10
-  0.030   0.0569   0.0074    0.885   0.60    2.40  PRIZE
-  0.082   0.1518   0.0207    0.880   0.59    2.50  MILLION_EMAIL
-  0.021   0.0386   0.0053    0.879   0.59    0.59  CASH_BONUS
-  0.236   0.4389   0.0610    0.878   0.59    1.07  EXCUSE_11
-  0.008   0.0153   0.0021    0.878   0.59    0.20  MSGID_THREESIXSIX
-  0.033   0.0606   0.0085    0.877   0.58    1.64  THE_FOLLOWING_FORM
-  0.043   0.0802   0.0117    0.873   0.58    2.20  NEW_DOMAIN_EXTENSIONS
-  0.375   0.6887   0.1029    0.870   0.57    1.05  MIME_QP_DEFICIENT
-  0.010   0.0178   0.0027    0.870   0.57    1.54  FREE_LEADS
-  0.057   0.1041   0.0159    0.867   0.56    2.30  ADVERT_CODE2
-  0.015   0.0269   0.0042    0.864   0.56    0.72  FROM_AND_TO_SAME
-  0.009   0.0165   0.0027    0.862   0.55    1.36  INCOME
-  0.041   0.0735   0.0122    0.858   0.54    1.54  NO_STRINGS
-  0.033   0.0600   0.0101    0.856   0.54    0.79  EXCUSE_6
-  1.658   2.9634   0.5274    0.849   0.53    0.06  EXCUSE_16
-  0.440   0.7872   0.1390    0.850   0.53    0.36  WHY_WAIT
-  0.248   0.4444   0.0785    0.850   0.53    1.48  DOMAIN_BODY
-  2.142   3.7947   0.7094    0.842   0.52    0.42  EXCUSE_1
-  0.027   0.0484   0.0090    0.843   0.52    1.61  HTML_IMAGE_AREA_07
-  0.378   0.6672   0.1273    0.840   0.51    0.00  REMOVE_IN_QUOTES
-  0.351   0.6183   0.1199    0.838   0.51    0.32  HTML_IMAGE_RATIO_12
-  0.048   0.0839   0.0164    0.836   0.50    0.41  REPLY_REMOVE_SUBJECT
-  4.557   7.9089   1.6523    0.827   0.50    0.24  MIME_QP_LONG_LINE
-  0.015   0.0263   0.0053    0.832   0.50    2.12  FIND_ANYTHING
-  0.449   0.7823   0.1592    0.831   0.49    0.27  SAVE_UP_TO
-  0.443   0.7701   0.1586    0.829   0.49    0.86  UNSUB_SCRIPT
-  0.281   0.0918   0.4446    0.171   0.49   -4.70  BAYES_20
-  0.723   1.2494   0.2658    0.825   0.48    1.05  PLING_PLING
-  0.292   0.0992   0.4590    0.178   0.48   -1.07  BAYES_30
-  2.056   3.5314   0.7773    0.820   0.48    0.69  HTML_20_30
-  0.003   0.0049   0.0011    0.822   0.48    2.90  DAILY_PL
-  1.195   2.0519   0.4531    0.819   0.47    1.27  RCVD_NUMERIC_HELO
-  0.016   0.0282   0.0064    0.816   0.46    1.26  PRINT_FORM_SIGNATURE
-  0.544   0.9237   0.2144    0.812   0.46    0.01  PLING_QUERY
-  0.011   0.0184   0.0042    0.812   0.46    0.03  CBYI
-  0.008   0.0135   0.0032    0.809   0.45    0.43  EXCUSE_18
-  0.010   0.0171   0.0042    0.802   0.44    1.93  LUXURY_CAR
-  0.011   0.0190   0.0048    0.799   0.43    0.52  USER_4U2
-  0.262   0.4358   0.1114    0.796   0.43    0.49  TO_HAS_SPACES
-  2.052   3.3943   0.8882    0.793   0.43    0.93  FOR_FREE
-  1.427   2.3549   0.6229    0.791   0.42    0.76  DATE_IN_PAST_12_24
-  0.359   0.5870   0.1618    0.784   0.41    0.93  MIME_QP_NO_CHARSET
-  0.151   0.2455   0.0690    0.781   0.40    0.06  VACATION_SCAM
-  1.070   1.7348   0.4945    0.778   0.40    0.55  SUBJ_ALL_CAPS
-  0.048   0.0765   0.0228    0.770   0.39    0.94  DRASTIC_REDUCED
-  2.050   3.2541   1.0055    0.764   0.38    0.50  MAILTO_TO_SPAM_ADDR
-  0.160   0.2540   0.0780    0.765   0.38    0.06  HTML_WIN_BLUR
-  0.261   0.4120   0.1295    0.761   0.37    1.54  DATE_MISSING
-  1.432   2.2104   0.7577    0.745   0.35    1.49  EARN_MONEY
-  0.021   0.0312   0.0122    0.719   0.31    0.68  GET_IT_NOW
- 16.893  23.6984  10.9943    0.683   0.29    0.34  NO_REAL_NAME
-  0.011   0.0153   0.0064    0.706   0.29    2.29  FAKE_HELO_MAILCITY
-  0.118   0.1708   0.0727    0.701   0.28    0.63  LARGE_HEX
-  0.064   0.0918   0.0398    0.698   0.28    1.66  TO_NO_USER
-  0.001   0.0012   0.0005    0.698   0.28  1000.00  GTUBE
-  0.216   0.3067   0.1369    0.691   0.27    1.60  FROM_NO_LOWER
-  0.008   0.0104   0.0053    0.662   0.23    0.00  HERBAL_VIAGRA
-  0.202   0.2638   0.1491    0.639   0.21    1.60  TO_EMPTY
-  0.624   0.7915   0.4797    0.623   0.19    0.14  FREE_TRIAL
-  0.007   0.0086   0.0053    0.618   0.18    0.21  HTTP_CTRL_CHARS_HOST
-  1.243   1.4881   1.0304    0.591   0.16    0.02  OPT_IN
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MARKETING
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MAILTO_LINK
-  0.000   0.0000   0.0000    0.500   0.08    0.00  GENTLE_FEROCITY
-  0.000   0.0000   0.0000    0.500   0.08    0.00  RATWARE_CHARSET_V2
-  0.000   0.0000   0.0000    0.500   0.08    0.00  STOCK_PICK
-  0.000   0.0000   0.0000    0.500   0.08    0.00  NA_DOLLARS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  APPLY_ONLINE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_COMMENT_EMAIL
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_EVENT
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MIME_BASE64_BLANKS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  ADDRESSES_ON_CD
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SUBJ_LIFE_INSURANCE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  RATWARE_GR
-  0.000   0.0000   0.0000    0.500   0.08    0.00  BILLION_DOLLARS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  NIGERIAN_SUBJECT6
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_WIN_OPEN
-  0.000   0.0000   0.0000    0.500   0.08    0.00  VJESTIKA
-  0.000   0.0000   0.0000    0.500   0.08    0.00  FULL_REFUND
-  0.000   0.0000   0.0000    0.500   0.08    0.00  NO_FEE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  YOU_WON
-  0.000   0.0000   0.0000    0.500   0.08    0.00  WE_HATE_SPAM2
-  0.000   0.0000   0.0000    0.500   0.08    0.00  EXCUSE_2
-  0.000   0.0000   0.0000    0.500   0.08    0.00  EXCUSE_7
-  0.000   0.0000   0.0000    0.500   0.08    0.00  EXCUSE_8
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MONSTERHUT
-  0.000   0.0000   0.0000    0.500   0.08    0.00  ONLINE_BIZ_OPS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  X_FIX_PRESENT
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HIDDEN_CHARGES
-  0.000   0.0000   0.0000    0.500   0.08    0.00  BUY_JUDGEMENTS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  DIET
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_WIN_FOCUS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  OPT_OUT_CAPS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  EJACULATION
-  0.000   0.0000   0.0000    0.500   0.08    0.00  TO_FILENAME
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_TAG_EXISTS_BASE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MAILTO_WITH_SUBJ
-  0.000   0.0000   0.0000    0.500   0.08    2.90  OUR_PRIVACY_POLICY
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_FONTCOLOR_MAGENTA
-  0.000   0.0000   0.0000    0.500   0.08    0.00  POST_IN_RCVD
-  0.000   0.0000   0.0000    0.500   0.08    0.00  CLICK_TO_REMOVE_2
-  0.000   0.0000   0.0000    0.500   0.08    0.00  FANTASTIC
-  0.000   0.0000   0.0000    0.500   0.08    0.00  PHONE_CANCER
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MORE_TRAFFIC
-  0.000   0.0000   0.0000    0.500   0.08    0.00  ITS_LEGAL
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MICRO_CAP_WARNING
-  0.000   0.0000   0.0000    0.500   0.08    0.00  LARGE_COLLECTION
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_FONTCOLOR_YELLOW
-  0.000   0.0000   0.0000    0.500   0.08    0.00  FALLING_INTEREST
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_00_10
-  0.000   0.0000   0.0000    0.500   0.08    0.00  PROMOTION
-  0.000   0.0000   0.0000    0.500   0.08    0.00  CHANGE_TERMS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  INCREASE_SOMETHING
-  0.000   0.0000   0.0000    0.500   0.08    0.00  PSYCHIC
-  0.000   0.0000   0.0000    0.500   0.08    0.00  RATWARE_SCREWUP_2
-  0.000   0.0000   0.0000    0.500   0.08    0.00  PURE_PROFIT
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_ALL_CAPS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  DIRECT_EMAIL
-  0.000   0.0000   0.0000    0.500   0.08    0.00  EARN_PER_WEEK
-  0.000   0.0000   0.0000    0.500   0.08    0.00  FURTHER_TRANSMISSIONS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  WHY_PAY_MORE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MORTGAGE_NETWORK
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_TAG_BALANCE_HEAD
-  0.000   0.0000   0.0000    0.500   0.08    0.00  ONLY_COST
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_FONTCOLOR_NAME
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SEE_FOR_YOURSELF
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SEARCH_ENGINE_PROMO
-  0.000   0.0000   0.0000    0.500   0.08    0.00  PORN_GALLERIES
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MIME_BOUND_HASHES
-  0.000   0.0000   0.0000    0.500   0.08    0.00  URGENT_BIZ
-  0.000   0.0000   0.0000    0.500   0.08    0.00  RATWARE_HASH_2
-  0.000   0.0000   0.0000    0.500   0.08    0.00  NO_SELLING
-  0.000   0.0000   0.0000    0.500   0.08    0.00  NEW_CUSTOMER
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_TAG_BALANCE_FONT
-  0.000   0.0000   0.0000    0.500   0.08    0.00  TO_RECIP_MARKER
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MICROSOFT
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MASS_EMAIL
-  0.000   0.0000   0.0000    0.500   0.08    0.00  EXPERTS_SHOW_HOW
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_EVENT_UNSAFE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SAVINGS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  FORGED_RCVD_HELO
-  0.000   0.0000   0.0000    0.500   0.08    0.00  IN_ACCORDANCE_WITH
-  0.000   0.0000   0.0000    0.500   0.08    0.00  OUR_COMPENSATION
-  0.000   0.0000   0.0000    0.500   0.08    0.00  NO_MIDDLEMAN
-  0.000   0.0000   0.0000    0.500   0.08    0.00  COMPLAIN_TO
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HELPED_FINANCE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  NO_GIMMICK
-  0.000   0.0000   0.0000    0.500   0.08    0.00  CREDIT_CARD
-  0.000   0.0000   0.0000    0.500   0.08    0.00  DOMAIN_SUBJECT
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_TAG_EXISTS_PARAM
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SUBJ_REMOVE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  VAR_REF_IN_RECEIVED
-  0.000   0.0000   0.0000    0.500   0.08    0.00  DATE_IN_PAST_48_96
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MISSING_HEADERS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  OFFER
-  0.000   0.0000   0.0000    0.500   0.08    0.00  ENHANCE_WEBSITE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  WORRY_FREE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  X_MAILER_GIBBERISH
-  0.000   0.0000   0.0000    0.500   0.08    0.00  INTL_EXEC_GUILD
-  0.000   0.0000   0.0000    0.500   0.08    0.00  EASY_TERMS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  INTL_DRIVERS_LICENSE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  X_SERV_HOST_PRESENT
-  0.000   0.0000   0.0000    0.500   0.08    0.00  RATWARE_CARETOP
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MIME_BOUND_MA
-  0.000   0.0000   0.0000    0.500   0.08    0.00  RUSSIAN_UCE_SUBJECT
-  0.000   0.0000   0.0000    0.500   0.08    0.00  EXCUSE_15
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SAVE_BUCKS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_IMAGE_AREA_04
-  0.000   0.0000   0.0000    0.500   0.08    0.00  CALL_FREE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_IMAGE_AREA_06
-  0.000   0.0000   0.0000    0.500   0.08    0.00  URI_HITBOX
-  0.000   0.0000   0.0000    0.500   0.08    0.00  REFINANCE_YOUR_HOME
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_IMAGE_AREA_08
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_COMMENT_SHOUTING
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_IMAGE_AREA_09
-  0.000   0.0000   0.0000    0.500   0.08    0.00  TO_INVESTORS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  UNIVERSITY_DIPLOMAS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  UNDER_BILL_1618
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MORTGAGE_WAITING
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_WITH_BGCOLOR
-  0.000   0.0000   0.0000    0.500   0.08    0.00  WWW_CLIK4YOU_COM
-  0.000   0.0000   0.0000    0.500   0.08    0.00  RATWARE_DIRECT_EMAIL
-  0.000   0.0000   0.0000    0.500   0.08    0.00  FAKE_HELO_NETZERO
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_FONT_FACE_CAPS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_EMBEDS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  RAPE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  PRODUCED_AND_SENT_OUT
-  0.000   0.0000   0.0000    0.500   0.08    0.00  RATWARE_LC_OUTLOOK
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MSGID_FROM_MTA_LATER
-  0.000   0.0000   0.0000    0.500   0.08    0.00  DISCONTINUE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  CREDIT_BUREAU
-  0.000   0.0000   0.0000    0.500   0.08   -0.00  BAYES_40
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SAFEGUARD_NOTICE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  ID_REPLY_TO_REPLY
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MIME_QP_EXCESSIVE
-  0.000   0.0000   0.0000    0.500   0.08   -0.00  BAYES_44
-  0.000   0.0000   0.0000    0.500   0.08    0.00  ASCII_FORM_ENTRY
-  0.000   0.0000   0.0000    0.500   0.08    0.00  RATWARE_RCVD_BONUS_SPC
-  0.000   0.0000   0.0000    0.500   0.08    0.00  OPT_OUT
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SPAM_FORM
-  0.000   0.0000   0.0000    0.500   0.08    0.00  FAKE_HELO_FLASHMAIL
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MURKOWSKI_CRUFT
-  0.000   0.0000   0.0000    0.500   0.08    0.00  BULK_EMAIL
-  0.000   0.0000   0.0000    0.500   0.08    0.00  BAYES_50
-  0.000   0.0000   0.0000    0.500   0.08    0.00  RATWARE_IMKTG
-  0.000   0.0000   0.0000    0.500   0.08    0.00  LINES_OF_YELLING_2
-  0.000   0.0000   0.0000    0.500   0.08    0.00  LINES_OF_YELLING_3
-  0.000   0.0000   0.0000    0.500   0.08    0.00  BAYES_56
-  0.000   0.0000   0.0000    0.500   0.08    0.00  URI_IS_POUND
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SECTION_301
-  0.000   0.0000   0.0000    0.500   0.08    0.00  RATWARE_FLOAT
-  0.000   0.0000   0.0000    0.500   0.08    0.00  DOMAINS_CHEAP
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MAILTO_TO_B2BMAIL
-  0.000   0.0000   0.0000    0.500   0.08    0.00  PORN_PASSWORD
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SPAM_FORM_INPUT
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_IMAGE_RATIO_02
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_FONTCOLOR_GRAY
-  0.000   0.0000   0.0000    0.500   0.08    0.00  FRIEND_PUBLIC
-  0.000   0.0000   0.0000    0.500   0.08    0.00  EMAIL_MARKETING
-  0.000   0.0000   0.0000    0.500   0.08    0.00  S_1618
-  0.000   0.0000   0.0000    0.500   0.08    0.00  LINES_OF_YELLING
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SHOPPING_SPREE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  WEALTH
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_SHOUTING3
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_SHOUTING4
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_SHOUTING5
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_IMAGE_RATIO_14
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_SHOUTING6
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SPAM_FORM_RETURN
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SAVE_MONEY
-  0.000   0.0000   0.0000    0.500   0.08    0.00  FREE_DVD
-  0.000   0.0000   0.0000    0.500   0.08    0.00  INSTANT_ACCESS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  NO_FORMS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  RATWARE_CHARSET
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SPAM_FORM_ACTION
-  0.000   0.0000   0.0000    0.500   0.08    0.00  DATE_IN_FUTURE_48_96
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MARKUP_SSPL
-  0.000   0.0000   0.0000    0.500   0.08    0.00  US_DOLLARS_2
-  0.000   0.0000   0.0000    0.500   0.08    0.00  BE_AMAZED
-  0.000   0.0000   0.0000    0.500   0.08    0.00  NO_PURCHASE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  CALL_NOW
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SUBJ_HAS_TIME_ID
-  0.000   0.0000   0.0000    0.500   0.08    0.00  PRIORITY_MAIL
-  0.000   0.0000   0.0000    0.500   0.08    0.00  E_MAILPROMO_URL
-  0.000   0.0000   0.0000    0.500   0.08    0.00  CHILD_SUPPORT
-  0.000   0.0000   0.0000    0.500   0.08    0.00  UP_TO_OR_MORES
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MARKET_SOLUTION
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SUBJ_RIPPED
-  0.000   0.0000   0.0000    0.500   0.08    0.00  RATWARE_DIFFOND
-  0.000   0.0000   0.0000    0.500   0.08    0.00  AUTO_EMAIL_REMOVAL
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MANY_FROMS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  TRACE_BY_SSN
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_10_20
-  0.000   0.0000   0.0000    0.500   0.08    0.00  ASKS_BILLING_ADDRESS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  CONGRATULATIONS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SMTPD_IN_RCVD
-  0.000   0.0000   0.0000    0.500   0.08    0.00  INCREDIBLE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MSGID_HAS_NO_AT
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_JAVASCRIPT
-  0.000   0.0000   0.0000    0.500   0.08    0.00  BLANK_LINES_90_100
-  0.000   0.0000   0.0000    0.500   0.08    0.00  FOR_JUST_SOME_AMT
-  0.000   0.0000   0.0000    0.500   0.08    0.00  OPPORTUNITY_2
-  0.000   0.0000   0.0000    0.500   0.08    0.00  GREAT_OFFER
-  0.000   0.0000   0.0000    0.500   0.08    0.00  DATE_IN_PAST_24_48
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SERIOUS_ONLY
-  0.000   0.0000   0.0000    0.500   0.08    0.00  UNSUB_PAGE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  JAVASCRIPT_URI
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_FONT_LOW_CONTRAST
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SUBJ_DOUBLE_YOUR
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SATISFACTION
-  0.000   0.0000   0.0000    0.500   0.08    0.00  ONCE_IN_LIFETIME
-  0.000   0.0000   0.0000    0.500   0.08    0.00  SOME_BREAKTHROUGH
-  0.000   0.0000   0.0000    0.500   0.08    0.00  FREE_CELL_PHONE
-  0.000   0.0000   0.0000    0.500   0.08    0.00  IP_LINK_PLUS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MIME_BOUND_DIGITS_4
-  0.000   0.0000   0.0000    0.500   0.08    0.00  BETTERMEMORY
-  0.000   0.0000   0.0000    0.500   0.08    0.00  HTML_FONTCOLOR_CYAN
-  0.000   0.0000   0.0000    0.500   0.08    0.00  NO_MEDICAL
-  0.000   0.0000   0.0000    0.500   0.08    0.00  OUR_PUBLICATIONS
-  0.000   0.0000   0.0000    0.500   0.08    0.00  MIME_BOUND_TEP
-  0.000   0.0000   0.0000    0.500   0.08    0.00  X_MAIL_ID_PRESENT
-  0.000   0.0000   0.0000    0.500   0.08    0.00  RATWARE_BANG_HASH
-  0.000   0.0000   0.0000    0.500   0.08    0.00  NO_AGE
-  0.101   0.0875   0.1135    0.435   0.04    1.80  RATWARE_EMWAC
-  0.319   0.2363   0.3916    0.376   0.02    0.00  UNDISC_RECIPS
-  0.845   0.5301   1.1185    0.322   0.00    0.56  TONER
+ 513620   250316   263304    0.487   0.00    0.00  (all messages)
+100.000  48.7356  51.2644    0.487   0.00    0.00  (all messages as %)
+ 15.149  31.0839   0.0004    1.000   1.00    4.16  MIME_BOUND_DD_DIGITS
+  7.942  16.2950   0.0004    1.000   0.99    4.16  RCVD_DOUBLE_IP_SPAM
+  7.446  15.2775   0.0004    1.000   0.99    4.16  X_MESSAGE_INFO
+ 35.784  73.4212   0.0034    1.000   0.98    4.07  BAYES_99
+  6.579  13.4989   0.0008    1.000   0.98    3.54  MSGID_SPAM_CAPS
+  7.037  14.4385   0.0011    1.000   0.98    4.07  HELO_DYNAMIC_IPADDR
+  3.987   8.1793   0.0008    1.000   0.96    3.38  DATE_SPAMWARE_Y2K
+  4.254   8.7270   0.0015    1.000   0.95    0.02  DRUGS_ANXIETY_EREC
+  3.214   6.5949   0.0004    1.000   0.94    0.01  DRUGS_MANYKINDS
+  3.788   7.7694   0.0023    1.000   0.94    0.06  DRUGS_DIET
+  3.429   7.0351   0.0015    1.000   0.94    0.00  DRUGS_DIET_EREC
+  2.943   6.0388   0.0000    1.000   0.94    3.88  RATWARE_ZERO_TZ
+  2.832   5.8115   0.0000    1.000   0.94    3.88  DRUGS_ANXIETY_OBFU
+  3.286   6.7383   0.0034    0.999   0.93    0.96  HELO_DYNAMIC_DHCP
+  4.307   8.8320   0.0057    0.999   0.93    3.80  FORGED_MUA_OUTLOOK
+  2.660   5.4579   0.0008    1.000   0.92    2.45  HELO_DYNAMIC_HCC
+  5.607  11.4967   0.0084    0.999   0.92    1.14  HTML_BACKHAIR_8
+  2.461   5.0484   0.0008    1.000   0.92    0.00  DRUGS_DIET_PAIN
+  2.114   4.3385   0.0000    1.000   0.92    2.96  DRUGS_SLEEP_EREC
+  2.319   4.7572   0.0011    1.000   0.91    2.55  HELO_DYNAMIC_IPADDR2
+  7.099  14.5544   0.0110    0.999   0.91    1.65  RCVD_HELO_IP_MISMATCH
+  2.111   4.3305   0.0008    1.000   0.91    0.00  DRUGS_DEPR_EREC
+  4.373   8.9643   0.0084    0.999   0.91    2.55  MSGID_RANDY
+ 14.135  28.9874   0.0144    1.000   0.90    0.00  MIME_HTML_ONLY_MULTI
+  4.763   9.7625   0.0095    0.999   0.90    2.39  DRUGS_ERECTILE_OBFU
+  1.493   3.0621   0.0004    1.000   0.89    0.00  HTML_NONELEMENT_90_100
+  1.421   2.9163   0.0000    1.000   0.89    2.94  SUBJECT_DRUG_GAP_X
+  1.388   2.8480   0.0000    1.000   0.88    2.93  SUBJECT_DRUG_GAP_VA
+  1.741   3.5687   0.0030    0.999   0.88    3.45  DRUGS_PAIN_OBFU
+  1.750   3.5875   0.0034    0.999   0.88    3.48  HTML_IMAGE_ONLY_04
+  5.134  10.5199   0.0141    0.999   0.88    0.20  DRUGS_ANXIETY
+  3.022   6.1902   0.0095    0.998   0.88    0.00  DRUGS_PAIN_EREC
+  5.447  11.1607   0.0148    0.999   0.88    1.64  UNIQUE_WORDS
+  1.219   2.5012   0.0000    1.000   0.88    2.44  MSGID_YAHOO_CAPS
+  3.086   6.3204   0.0103    0.998   0.87    3.61  MSGID_DOLLARS
+  1.213   2.4877   0.0004    1.000   0.87    3.61  RATWARE_RCVD_PF
+  2.249   4.6066   0.0068    0.999   0.87    0.05  DRUGS_SLEEP
+  1.483   3.0402   0.0030    0.999   0.87    3.61  BAYES_90
+  1.329   2.7250   0.0027    0.999   0.86    3.16  SUBJECT_DRUG_GAP_VIA
+  2.792   5.7176   0.0106    0.998   0.86    3.46  SUBJ_ILLEGAL_CHARS
+  1.091   2.2384   0.0000    1.000   0.86    2.92  SUBJECT_DRUG_GAP_S
+  2.214   4.5339   0.0091    0.998   0.85    0.80  HTML_OBFUSCATE_10_20
+  1.112   2.2795   0.0011    1.000   0.85    0.02  HTML_NONELEMENT_80_90
+  1.017   2.0878   0.0000    1.000   0.85    3.00  HTML_OBFUSCATE_30_40
+  1.015   2.0822   0.0000    1.000   0.85    2.69  RATWARE_RCVD_AT
+  1.173   2.4030   0.0030    0.999   0.85    3.51  BAYES_95
+  1.121   2.2983   0.0023    0.999   0.85    0.86  FORGED_MUA_AOL_FROM
+  2.496   5.1087   0.0118    0.998   0.84    0.00  DRUGS_MUSCLE
+  4.397   9.0026   0.0194    0.998   0.84    0.00  FORGED_OUTLOOK_HTML
+  2.789   5.7088   0.0141    0.998   0.84    2.73  HTML_IMAGE_ONLY_08
+  1.541   3.1544   0.0076    0.998   0.84    3.52  BAYES_75
+  2.982   6.1031   0.0152    0.998   0.84    0.04  FORGED_OUTLOOK_TAGS
+  0.960   1.9699   0.0004    1.000   0.84    2.88  HTML_OBFUSCATE_50_60
+  0.902   1.8513   0.0000    1.000   0.84    2.69  HTML_BADTAG_90_100
+  2.589   5.2993   0.0133    0.997   0.84    2.53  DOMAIN_RATIO
+  1.004   2.0578   0.0015    0.999   0.84    3.12  MIME_BOUND_DIGITS_15
+  0.858   1.7606   0.0000    1.000   0.83    3.22  HELO_DYNAMIC_COMCAST
+  1.018   2.0866   0.0027    0.999   0.83    1.67  INVALID_TZ_EST
+  0.834   1.7118   0.0000    1.000   0.83    2.70  DRUGS_DIET_OBFU
+  2.297   4.6989   0.0144    0.997   0.82    0.00  DRUGS_DEPRESSION
+  1.088   2.2272   0.0049    0.998   0.82    1.87  OBFUSCATING_COMMENT
+  0.821   1.6843   0.0011    0.999   0.82    2.90  ONLINE_PHARMACY
+  0.753   1.5444   0.0000    1.000   0.82    2.93  EMAIL_ROT13
+  0.838   1.7166   0.0023    0.999   0.81    3.19  OBSCURED_EMAIL
+  0.739   1.5169   0.0000    1.000   0.81    2.31  HTML_BADTAG_60_70
+  0.971   1.9871   0.0046    0.998   0.81    0.00  FORGED_AOL_HTML
+  0.735   1.5081   0.0004    1.000   0.81    0.02  HTML_SHORT_CENTER
+  0.727   1.4925   0.0000    1.000   0.81    2.74  HTML_OBFUSCATE_40_50
+  1.264   2.5823   0.0103    0.996   0.81    0.01  HTML_OBFUSCATE_20_30
+  0.723   1.4845   0.0000    1.000   0.80    2.76  HELO_DYNAMIC_ATTBI
+  0.764   1.5652   0.0027    0.998   0.80    1.17  HTML_NONELEMENT_70_80
+  3.993   8.1661   0.0254    0.997   0.80    1.36  DRUGS_PAIN
+  0.893   1.8261   0.0057    0.997   0.80    0.50  HTML_FONT_SIZE_LARGE
+  0.714   1.4634   0.0019    0.999   0.79    3.33  MSGID_SPAM_ALPHA_NUM
+  1.088   2.2232   0.0091    0.996   0.79    1.37  UNRESOLVED_TEMPLATE
+  2.370   4.8415   0.0213    0.996   0.79    1.81  URI_AFFILIATE
+ 18.939  38.8173   0.0418    0.999   0.78    1.82  MPART_ALT_DIFF
+  0.607   1.2444   0.0004    1.000   0.78    2.05  PERCENT_RANDOM
+  1.192   2.4301   0.0141    0.994   0.78    2.15  FORGED_HOTMAIL_RCVD
+  0.559   1.1473   0.0004    1.000   0.78    1.03  HTML_BADTAG_50_60
+  0.533   1.0934   0.0000    1.000   0.78    2.89  VIA_GAP_GRA
+  0.615   1.2608   0.0015    0.999   0.77    3.19  NIGERIAN_BODY1
+  0.565   1.1577   0.0008    0.999   0.77    0.00  HTML_BADTAG_40_50
+  2.683   5.4787   0.0247    0.996   0.77    2.74  HTML_IMAGE_ONLY_12
+  0.712   1.4578   0.0038    0.997   0.77    0.00  FROM_ILLEGAL_CHARS
+  0.521   1.0694   0.0000    1.000   0.77    3.06  HELO_DYNAMIC_OOL
+  0.633   1.2964   0.0027    0.998   0.77    0.41  DRUG_DOSAGE
+  9.530  19.5101   0.0429    0.998   0.77    1.91  LONGWORDS
+  0.626   1.2804   0.0034    0.997   0.76    0.08  HTML_NONELEMENT_60_70
+  0.629   1.2860   0.0046    0.996   0.76    0.10  HTML_SHORT_COMMENT
+  0.491   1.0059   0.0008    0.999   0.75    2.19  NIGERIAN_BODY2
+  0.496   1.0163   0.0015    0.999   0.75    1.65  X_AUTH_WARN_FAKED
+  0.471   0.9664   0.0004    1.000   0.75    0.99  HELO_DYNAMIC_SPLIT_IP
+  0.470   0.9628   0.0011    0.999   0.74    2.50  SUBJECT_DRUG_GAP_C
+  0.486   0.9947   0.0023    0.998   0.74    0.02  HTML_BADTAG_30_40
+  0.536   1.0938   0.0053    0.995   0.74    0.04  HTML_BADTAG_20_30
+  0.439   0.9009   0.0008    0.999   0.74    3.02  STRONG_BUY
+  0.399   0.8186   0.0000    1.000   0.74    2.69  SUBJECT_DRUG_GAP_VIC
+  2.786   5.6812   0.0338    0.994   0.73    1.40  MIME_BASE64_TEXT
+  0.478   0.9772   0.0027    0.997   0.73    3.05  MSGID_SPAM_LETTERS
+  1.312   2.6690   0.0228    0.992   0.73    0.56  HTML_OBFUSCATE_05_10
+  0.453   0.9276   0.0019    0.998   0.73    1.15  HG_HORMONE
+  0.392   0.8046   0.0000    1.000   0.73    2.55  RATWARE_EGROUPS
+  0.394   0.8082   0.0004    1.000   0.73    2.69  ENTITY_DEC_ALPHANUM
+  0.721   1.4689   0.0106    0.993   0.73    0.22  MONEY_BACK
+  0.532   1.0854   0.0065    0.994   0.73    1.46  URI_OFFERS
+  0.385   0.7906   0.0000    1.000   0.73    2.45  FORGED_MUA_THEBAT_BOUN
+  0.586   1.1949   0.0080    0.993   0.72    0.00  IMPOTENCE
+  0.385   0.7890   0.0000    1.000   0.72    2.43  HTML_OBFUSCATE_60_70
+  0.384   0.7882   0.0000    1.000   0.72    2.48  FORGED_MUA_OIMO
+  0.517   1.0539   0.0065    0.994   0.72    0.00  HTML_NONELEMENT_50_60
+  0.528   1.0762   0.0076    0.993   0.72    0.03  HTML_TAG_BALANCE_HEAD
+  1.630   3.3150   0.0289    0.991   0.72    1.02  HTML_FONT_LOW_CONTRAST
+  0.357   0.7335   0.0000    1.000   0.71    2.47  KOREAN_UCE_SUBJECT
+  0.517   1.0515   0.0084    0.992   0.71    2.25  ALL_NATURAL
+  0.390   0.7978   0.0030    0.996   0.71    0.50  FORGED_MUA_EUDORA
+  0.414   0.8441   0.0046    0.995   0.70    1.10  HTML_ATTR_UNIQUE
+  0.347   0.7115   0.0004    0.999   0.70    0.60  INVALID_TZ_CST
+  0.508   1.0331   0.0084    0.992   0.70    0.00  HTML_COMMENT_SHORT
+  0.338   0.6927   0.0000    1.000   0.70    2.87  FAKE_OUTBLAZE_RCVD
+  1.103   0.0256   2.1272    0.012   0.70   -2.87  ALL_TRUSTED
+  1.558   3.1628   0.0330    0.990   0.70    0.14  HTML_BACKHAIR_4
+  0.330   0.6767   0.0000    1.000   0.70    2.43  FORGED_THEBAT_HTML
+  0.332   0.6815   0.0004    0.999   0.70    2.27  NIGERIAN_BODY3
+  0.332   0.6799   0.0008    0.999   0.69    0.55  FORGED_IMS_HTML
+  0.304   0.6240   0.0000    1.000   0.69    1.20  FORGED_AOL_TAGS
+  1.175   2.3806   0.0281    0.988   0.69    0.11  BODY_ENHANCEMENT2
+  0.300   0.6152   0.0000    1.000   0.69    2.57  HELO_DYNAMIC_YAHOOBB
+  0.351   0.7175   0.0030    0.996   0.69    1.90  FROM_NUM_AT_WEBMAIL
+  1.871   3.7932   0.0429    0.989   0.68    2.86  DATE_IN_FUTURE_12_24
+  0.297   0.6080   0.0008    0.999   0.68    2.31  RATWARE_NETIP
+  0.600   1.2145   0.0156    0.987   0.68    1.12  HTML_FONT_SIZE_NONE
+  0.393   0.7978   0.0072    0.991   0.68    1.68  FORGED_MUA_IMS
+  0.395   0.8026   0.0080    0.990   0.67    0.00  DRUG_ED_CAPS
+  0.279   0.5713   0.0008    0.999   0.67    1.66  BANG_EXERCISE
+  0.677   1.3691   0.0194    0.986   0.67    0.07  HTML_SHORT_LENGTH
+  0.257   0.5273   0.0000    1.000   0.67    2.09  HTML_BADTAG_70_80
+  0.470   0.9520   0.0122    0.987   0.66    2.77  FROM_ALL_NUMS
+  0.753   1.5197   0.0232    0.985   0.66    0.59  FRONTPAGE
+  7.858  16.0301   0.0885    0.995   0.66    0.80  DRUGS_ERECTILE
+  0.660   1.3323   0.0201    0.985   0.66    0.07  BODY_ENHANCEMENT
+  0.300   0.6116   0.0038    0.994   0.66    0.70  SUBJECT_DRUG_GAP_P
+  1.105   2.2324   0.0330    0.985   0.66    2.06  MAILTO_SUBJ_REMOVE
+  0.241   0.4950   0.0000    1.000   0.66    2.77  SUBJECT_SEXUAL
+  0.240   0.4930   0.0000    1.000   0.66    2.52  RATWARE_OE_MALFORMED
+  0.833   1.6815   0.0266    0.984   0.65    0.00  HTML_LINK_CLICK_CAPS
+  0.372   0.7538   0.0095    0.988   0.65    0.04  STOCK_PICK
+  0.231   0.4730   0.0000    1.000   0.65    2.26  HTML_OBFUSCATE_70_80
+  0.431   0.8705   0.0133    0.985   0.65    0.41  SUBJ_BUY
+  0.232   0.4762   0.0004    0.999   0.65    2.29  MORE_SEX
+  1.815   3.6650   0.0562    0.985   0.65    0.00  MIME_HEADER_CTYPE_ONLY
+  0.257   0.5253   0.0027    0.995   0.65    1.53  MILLION_USD
+  0.454   0.9160   0.0144    0.984   0.65    0.00  HTML_NONELEMENT_40_50
+  1.222   2.4625   0.0422    0.983   0.65    1.90  SUBJ_HAS_SPACES
+  4.454   9.0498   0.0858    0.991   0.65    0.08  HTML_MIME_NO_HTML_TAG
+  0.222   0.4554   0.0000    1.000   0.65    2.57  DEEP_DISC_MEDS
+  0.218   0.4466   0.0000    1.000   0.64    2.17  FORGED_IMS_TAGS
+  0.212   0.4354   0.0000    1.000   0.64    1.52  NIGERIAN_BODY4
+  0.307   0.6232   0.0072    0.989   0.64    1.76  SORTED_RECIPS
+  0.251   0.5114   0.0030    0.994   0.64    1.86  X_LIBRARY
+  0.436   0.8785   0.0152    0.983   0.64    1.94  SUBJ_DOLLARS
+  0.352   0.7131   0.0095    0.987   0.64    1.84  HTML_LINK_PUSH_HERE
+  0.202   0.4139   0.0000    1.000   0.64    2.18  SUBJECT_DRUG_GAP_L
+  0.228   0.4662   0.0015    0.997   0.64    0.08  X_ORIG_IP_NOT_IPV4
+  0.664   1.3379   0.0243    0.982   0.64    0.25  BANG_GUAR
+  0.277   0.5637   0.0053    0.991   0.64    0.06  SUBJECT_DIET
+  0.759   1.5261   0.0292    0.981   0.63    0.96  HEAD_ILLEGAL_CHARS
+  0.179   0.3675   0.0000    1.000   0.63    2.06  REVERSE_AGING
+  0.947   1.9020   0.0387    0.980   0.63    0.01  HTML_FONT_SIZE_TINY
+  0.379   0.7642   0.0133    0.983   0.63    0.82  SATIS_GUAR
+  0.905   1.8177   0.0380    0.980   0.63    0.71  MIME_HTML_MOSTLY
+  0.170   0.3480   0.0000    1.000   0.63    2.59  NOT_ADVISOR
+  2.589   5.2374   0.0722    0.986   0.63    1.59  RCVD_ILLEGAL_IP
+  0.192   0.3931   0.0015    0.996   0.62    2.38  STOCK_ALERT
+  0.166   0.3404   0.0000    1.000   0.62    2.59  MIME_BOUND_RKFINDY
+  0.169   0.3468   0.0008    0.998   0.62    2.59  MIME_BOUND_MANY_HEX
+ 10.230  20.8500   0.1341    0.994   0.62    2.43  BIZ_TLD
+  0.157   0.3228   0.0000    1.000   0.62    2.39  HELO_DYNAMIC_ADELPHIA
+  0.172   0.3516   0.0015    0.996   0.62    1.75  TERRA_ES
+  1.238   2.4833   0.0547    0.978   0.62    0.52  HTML_FONT_TINY
+  0.407   0.8162   0.0182    0.978   0.61    0.19  CLICK_TO_REMOVE_1
+  3.296   6.6696   0.0896    0.987   0.61    2.10  FORGED_YAHOO_RCVD
+  0.229   0.4650   0.0049    0.989   0.61    1.77  RATWARE_HASH_2_V2
+  0.177   0.3615   0.0023    0.994   0.61    2.13  ENGLISH_UCE_SUBJECT
+  0.154   0.3148   0.0008    0.998   0.61    2.50  MSGID_OUTLOOK_INVALID
+  0.146   0.2988   0.0000    1.000   0.61    1.75  RATWARE_MOZ_MALFORMED
+  0.206   0.4175   0.0046    0.989   0.61    2.48  NA_DOLLARS
+  0.152   0.3112   0.0008    0.998   0.61    0.00  DRUG_ED_GENERIC
+  0.204   0.4127   0.0049    0.988   0.60    0.09  RATWARE_HASH_2
+  1.172   2.3446   0.0570    0.976   0.60    1.39  MIME_BASE64_BLANKS
+  0.217   0.4398   0.0061    0.986   0.60    0.72  SAVE_THOUSANDS
+  0.146   0.2988   0.0011    0.996   0.60    0.78  RATWARE_GECKO_BUILD
+  0.141   0.2880   0.0004    0.999   0.60    1.60  DRUG_ED_SILD
+  0.501   1.0019   0.0247    0.976   0.60    0.01  HTML_COMMENT_SHOUTING
+  0.748   1.4949   0.0380    0.975   0.60    0.97  RCVD_FAKE_HELO_DOTCOM
+  0.163   0.3308   0.0034    0.990   0.60    2.50  DATE_IN_FUTURE_48_96
+  0.142   0.2892   0.0011    0.996   0.60    0.61  HTML_ATTR_BAD
+  0.243   0.4906   0.0084    0.983   0.59    0.40  GUARANTEED_STUFF
+  0.366   0.7327   0.0175    0.977   0.59    0.60  NO_RDNS_DOTCOM_HELO
+  0.146   0.2976   0.0019    0.994   0.59    2.27  HTML_FONT_SIZE_HUGE
+  0.134   0.2745   0.0004    0.999   0.59    0.40  HTML_CONVERTED
+  0.132   0.2705   0.0004    0.999   0.59    0.47  DRUGS_SMEAR1
+  0.127   0.2609   0.0000    1.000   0.59    2.43  HELO_DYNAMIC_DIALIN
+  0.941   1.8764   0.0517    0.973   0.59    0.01  HTML_BADTAG_10_20
+  0.294   0.5893   0.0133    0.978   0.59    0.61  AS_SEEN_ON
+  0.149   0.3032   0.0030    0.990   0.59    2.50  FORGED_MUA_MOZILLA
+  0.137   0.2796   0.0015    0.995   0.59    1.14  HTML_MISSING_CTYPE
+  0.126   0.2593   0.0000    1.000   0.59    2.07  FAKE_HELO_MSN
+  0.274   0.5497   0.0125    0.978   0.59    0.19  IP_LINK_PLUS
+  0.194   0.3899   0.0072    0.982   0.58    0.00  MIME_BASE64_ILLEGAL
+  0.247   0.4962   0.0110    0.978   0.58    2.40  MARKETING_PARTNERS
+  0.143   0.2896   0.0034    0.988   0.58    2.24  FROM_OFFERS
+  1.106   2.2068   0.0592    0.974   0.58    0.79  HTML_TITLE_UNTITLED
+  0.203   0.4087   0.0080    0.981   0.58    0.67  GUARANTEED_100_PERCENT
+  0.745   1.4853   0.0422    0.972   0.58    1.32  USERPASS
+  0.882   1.7534   0.0532    0.971   0.58    0.82  BAD_CREDIT
+  0.862   1.7122   0.0532    0.970   0.57    0.02  X_MSMAIL_PRIORITY_HIGH
+  0.164   0.3292   0.0065    0.981   0.57    1.43  HAIR_LOSS
+  0.193   0.3871   0.0084    0.979   0.57    2.35  ROUND_THE_WORLD_LOCAL
+  0.114   0.2333   0.0008    0.997   0.57    2.40  RATWARE_STORM_URI
+  0.296   0.5901   0.0160    0.974   0.57    0.46  TO_MALFORMED
+  0.105   0.2161   0.0000    1.000   0.57    1.67  SUBJ_2_NUM_PARENS
+  0.370   0.7363   0.0216    0.971   0.57    1.82  PORN_URL_SEX
+  0.118   0.2417   0.0011    0.995   0.57    1.96  YAHOO_DRS_REDIR
+  0.147   0.2964   0.0049    0.984   0.57    1.84  HTML_TAG_EXIST_MARQUEE
+  0.548   1.0870   0.0357    0.968   0.57    1.07  HTML_00_10
+  0.110   0.2257   0.0008    0.997   0.57    1.72  BANG_OPRAH
+  0.174   0.3480   0.0084    0.977   0.57    0.00  CONSOLIDATE_DEBT
+  0.097   0.1981   0.0000    1.000   0.56    1.91  HTML_FORMACTION_MAILTO
+  1.739   3.4732   0.0911    0.974   0.56    1.42  FORGED_HOTMAIL_RCVD2
+  0.096   0.1978   0.0000    1.000   0.56    1.83  DIET_3
+  0.157   0.3132   0.0076    0.976   0.56    2.30  DATE_IN_FUTURE_24_48
+  0.435   0.8625   0.0285    0.968   0.56    0.47  HTML_COMMENT_SAVED_URL
+  0.094   0.1926   0.0000    1.000   0.56    1.98  CONFIRMED_FORGED
+  0.093   0.1902   0.0000    1.000   0.56    1.89  HELO_DYNAMIC_ROGERS
+  0.092   0.1886   0.0000    1.000   0.56    1.92  WRINKLES
+  0.091   0.1866   0.0000    1.000   0.56    2.31  FAKE_HELO_MAIL_COM_DOM
+  0.088   0.1806   0.0000    1.000   0.55    1.83  HTML_BADTAG_80_90
+  0.087   0.1794   0.0000    1.000   0.55    2.31  CHINA_HEADER
+  0.186   0.3707   0.0110    0.971   0.55    0.11  HTML_EMBEDS
+  0.086   0.1770   0.0000    1.000   0.55    1.84  MULTI_FORGED
+  1.973   3.9254   0.1166    0.971   0.55    0.10  HTML_TAG_BALANCE_BODY
+  0.079   0.1618   0.0000    1.000   0.55    2.31  EXCUSE_23
+  0.410   0.8102   0.0296    0.965   0.54    0.05  HTML_SHOUTING4
+  1.148   2.2671   0.0839    0.964   0.54    1.55  INVALID_TZ_GMT
+  0.474   0.9348   0.0349    0.964   0.54    0.21  LOW_PRICE
+  0.131   0.2621   0.0068    0.975   0.54    1.77  PORN_URL_MISC
+  0.143   0.2856   0.0084    0.972   0.54    1.78  EXCUSE_6
+  5.118  10.2966   0.1952    0.981   0.54    1.12  HTML_IMAGE_RATIO_02
+  1.567   3.1033   0.1067    0.967   0.54    1.99  HTML_IMAGE_ONLY_16
+  0.074   0.1510   0.0000    1.000   0.54    2.22  HDR_ORDER_TRIMRS
+  0.076   0.1546   0.0004    0.998   0.54    1.10  DRUG_ED_ONLINE
+  0.248   0.4898   0.0175    0.966   0.54    0.03  UPPERCASE_75_100
+  0.068   0.1390   0.0000    1.000   0.54    0.19  HDR_ORDER_MTSRIX
+  0.264   0.5217   0.0197    0.964   0.54    0.82  SUSPICIOUS_RECIPS
+  2.163   4.3002   0.1310    0.970   0.54    1.28  MISSING_SUBJECT
+  0.082   0.1658   0.0019    0.989   0.53    2.18  SUBJ_LIFE_INSURANCE
+  0.107   0.2137   0.0053    0.976   0.53    0.03  HTML_SHOUTING5
+  0.083   0.1670   0.0023    0.987   0.53    0.54  HELO_DYNAMIC_CHELLO_NL
+  0.300   0.5917   0.0232    0.962   0.53    1.82  TRACKER_ID
+  2.652   5.2817   0.1519    0.972   0.53    0.04  RCVD_DOUBLE_IP_LOOSE
+  0.391   0.7698   0.0311    0.961   0.53    2.08  GAPPY_SUBJECT
+  0.078   0.1578   0.0019    0.988   0.53    0.91  NO_FORMS
+  0.498   0.9776   0.0422    0.959   0.53    1.65  FROM_NO_LOWER
+  1.374   2.7058   0.1075    0.962   0.53    0.07  MAILTO_TO_REMOVE
+  0.058   0.1187   0.0000    1.000   0.53    2.01  HELO_DYNAMIC_VTR
+  0.059   0.1206   0.0004    0.997   0.53    1.99  NO_CREDIT_CHECK
+  0.056   0.1143   0.0000    1.000   0.53    1.81  HTTP_77
+  0.722   1.4178   0.0596    0.960   0.52    0.04  EXCUSE_10
+  0.131   0.2597   0.0091    0.966   0.52    0.00  MORTGAGE_BEST
+  0.101   0.2017   0.0061    0.971   0.52    1.03  DIET_2
+  0.064   0.1306   0.0015    0.989   0.52    0.19  PORN_URL_SLUT
+  1.227   2.4133   0.0999    0.960   0.52    2.05  DATE_IN_FUTURE_03_06
+  0.116   0.2293   0.0076    0.968   0.52    1.93  DATE_IN_FUTURE_96_XX
+  0.055   0.1123   0.0004    0.997   0.52    0.08  SUBJ_GUARANTEED
+  0.100   0.1989   0.0061    0.970   0.52    0.02  ONE_TIME_MAILING
+  0.051   0.1055   0.0000    1.000   0.52    2.13  FAKE_HELO_EXCITE
+  0.059   0.1194   0.0015    0.987   0.52    2.12  RATWARE_RCVD_LC_ESMTP
+  0.727   1.4262   0.0619    0.958   0.52    0.22  MIME_MISSING_BOUNDARY
+  1.710   3.3657   0.1360    0.961   0.52    0.01  HTML_SHOUTING3
+  3.502   6.9780   0.1982    0.972   0.52    0.00  HTML_FONT_INVISIBLE
+  0.064   0.1294   0.0023    0.983   0.52    0.00  HIDE_WIN_STATUS
+  0.157   0.3076   0.0141    0.956   0.52    0.91  SOME_BREAKTHROUGH
+  0.067   0.1346   0.0027    0.981   0.52    0.07  AMAZING_STUFF
+  1.779   3.4964   0.1455    0.960   0.51    0.03  HTML_BACKHAIR_2
+  0.070   0.1394   0.0034    0.976   0.51    0.13  OFFSHORE_SCAM
+  0.051   0.1043   0.0004    0.996   0.51    2.12  FORWARD_LOOKING
+  0.499   0.9736   0.0475    0.954   0.51    0.01  HTML_NONELEMENT_20_30
+  0.070   0.1390   0.0034    0.976   0.51    1.46  FROM_NO_USER
+  0.289   0.5657   0.0254    0.957   0.51    1.51  FROM_HAS_MIXED_NUMS3
+  0.048   0.0987   0.0004    0.996   0.51    0.00  FORGED_QUALCOMM_TAGS
+  0.046   0.0947   0.0000    1.000   0.51    1.80  RCVD_AM_PM
+  0.055   0.1115   0.0019    0.983   0.51    0.02  NASTY_GIRLS
+  0.064   0.1286   0.0030    0.977   0.51    0.11  FAKE_HELO_MAIL_COM
+  0.120   0.2353   0.0103    0.958   0.51    0.17  MORTGAGE_RATES
+  0.074   0.1470   0.0046    0.970   0.51    0.41  BILLION_DOLLARS
+  0.298   0.5833   0.0270    0.956   0.51    0.07  MORTGAGE_PITCH
+  0.052   0.1043   0.0015    0.986   0.50    0.90  URI_4YOU
+  0.048   0.0971   0.0011    0.988   0.50    0.92  REFINANCE_YOUR_HOME
+  0.385   0.7483   0.0399    0.949   0.50    0.29  BANG_MORE
+  0.231   0.4506   0.0224    0.953   0.50    1.06  URG_BIZ
+  0.041   0.0835   0.0000    1.000   0.50    1.68  HELO_DYNAMIC_RR2
+  0.147   0.2864   0.0152    0.950   0.50    2.02  FORGED_JUNO_RCVD
+  0.040   0.0831   0.0000    1.000   0.50    1.89  CONFIDENTIAL_ORDER
+  0.040   0.0819   0.0000    1.000   0.50    1.86  WITH_LC_SMTP
+  1.538   3.0030   0.1458    0.954   0.50    0.27  DIET_1
+  0.134   0.2601   0.0141    0.949   0.50    0.00  HTML_WIN_OPEN
+  0.166   0.3212   0.0182    0.946   0.49    0.95  SUB_HELLO
+  0.044   0.0887   0.0011    0.987   0.49    2.04  PORN_15
+  0.439   0.8473   0.0505    0.944   0.49    0.00  HTML_TABLE_THICK_BORD
+  5.024   9.9954   0.2978    0.971   0.49    1.69  INFO_TLD
+  0.049   0.0979   0.0030    0.970   0.49    0.94  CUM_SHOT
+  0.081   0.1578   0.0076    0.954   0.49    2.04  SUBJ_YOUR_DEBT
+  0.038   0.0771   0.0008    0.990   0.48    0.00  HTML_SHOUTING7
+  0.035   0.0727   0.0000    1.000   0.48    1.71  WHY_PAY_MORE
+  0.047   0.0931   0.0034    0.965   0.48    1.19  REFINANCE_NOW
+  0.038   0.0763   0.0011    0.985   0.48    1.87  NUMERIC_HTTP_ADDR
+  0.040   0.0791   0.0019    0.977   0.48    1.95  UNCLAIMED_MONEY
+  0.035   0.0719   0.0004    0.995   0.48    1.80  HELO_DYNAMIC_VELOX
+  0.034   0.0695   0.0000    1.000   0.48    1.66  HTML_OBFUSCATE_90_100
+  0.145   0.2788   0.0179    0.940   0.48    0.03  CREDIT_CARD
+  1.771   3.4401   0.1834    0.949   0.48    0.83  NORMAL_HTTP_TO_IP
+  0.047   0.0923   0.0042    0.957   0.48    0.80  DISGUISE_PORN
+  0.033   0.0683   0.0000    1.000   0.48    1.66  HTML_OBFUSCATE_80_90
+  0.033   0.0675   0.0000    1.000   0.48    1.99  MSGID_FROM_MTA_HOTMAIL
+  0.037   0.0743   0.0015    0.980   0.48    2.03  SUBJ_YOUR_FAMILY
+  0.215   0.4139   0.0254    0.942   0.47    0.80  WHY_WAIT
+  0.545   1.0471   0.0676    0.939   0.47    0.00  HTTP_ESCAPED_HOST
+  0.295   0.5677   0.0349    0.942   0.47    0.01  HTML_NONELEMENT_30_40
+  0.032   0.0659   0.0000    1.000   0.47    1.78  MSGID_SPAM_ZEROES
+  0.054   0.1051   0.0061    0.945   0.47    1.94  NIGERIAN_SUBJECT2
+  1.580   3.0589   0.1739    0.946   0.47    0.47  MIME_BOUND_NEXTPART
+  0.032   0.0655   0.0000    1.000   0.47    1.94  BANG_QUOTE
+  0.092   0.1770   0.0110    0.941   0.47    0.09  HTML_TAG_EXIST_PARAM
+  0.032   0.0647   0.0000    1.000   0.47    1.66  HELO_DYNAMIC_HOME_NL
+  1.621   3.1328   0.1831    0.945   0.47    1.02  HTML_IMAGE_ONLY_20
+  0.058   0.1107   0.0072    0.939   0.47    0.03  URI_LONG_HOSTNAME
+  0.033   0.0667   0.0008    0.989   0.47    1.79  WE_HONOR_ALL
+  0.034   0.0691   0.0015    0.978   0.47    1.88  BLANK_LINES_90_100
+  0.032   0.0655   0.0008    0.989   0.47    1.87  EXCUSE_24
+  0.511   0.9796   0.0661    0.937   0.47    0.53  INVALID_MSGID
+  0.032   0.0647   0.0008    0.988   0.47    1.70  JS_FROMCHARCODE
+  0.028   0.0583   0.0000    1.000   0.47    1.94  RATWARE_JPFREE
+  0.071   0.1346   0.0099    0.932   0.46    1.94  FREE_PORN
+  0.255   0.4910   0.0311    0.940   0.46    1.87  ADDRESS_IN_SUBJECT
+  0.028   0.0571   0.0000    1.000   0.46    1.58  MSGID_SPAM_99X9XX99
+  0.034   0.0683   0.0019    0.973   0.46    1.86  FIN_FREE
+  0.047   0.0903   0.0061    0.937   0.46    1.94  DOMAIN_4U2
+  0.057   0.1079   0.0080    0.931   0.46    0.43  ACT_NOW_CAPS
+  0.759   1.4614   0.0904    0.942   0.46    0.04  HTML_FONT_FACE_BAD
+  0.028   0.0563   0.0004    0.993   0.46    1.80  COMPETE
+  0.031   0.0627   0.0015    0.976   0.46    1.89  FREE_PREVIEW
+  2.952   5.7467   0.2959    0.951   0.46    0.02  MIME_BASE64_NO_NAME
+  0.039   0.0759   0.0042    0.948   0.46    0.22  FREE_SAMPLE
+  0.039   0.0747   0.0046    0.943   0.45    0.05  FREE_QUOTE_INSTANT
+  0.039   0.0747   0.0046    0.943   0.45    1.44  EXCUSE_4
+  0.132   0.2497   0.0197    0.927   0.45    0.51  EXCUSE_REMOVE
+  0.147   0.2792   0.0220    0.927   0.45    1.61  SOMETHING_FOR_ADULTS
+  0.108   0.2033   0.0171    0.922   0.45    0.82  MSGID_NO_HOST
+  3.058   5.9429   0.3152    0.950   0.45    1.84  PRIORITY_NO_NAME
+  0.025   0.0511   0.0008    0.985   0.45    1.68  FROM_NONSENDING_DOMAIN
+  0.177   0.3356   0.0266    0.927   0.45    0.00  REPLY_TO_ULINE_NUMS
+  0.022   0.0451   0.0000    1.000   0.45    1.85  SENT_IN_COMPLIANCE
+  6.043  11.9868   0.3927    0.968   0.45    0.03  HTML_TEXT_AFTER_HTML
+  0.050   0.0943   0.0084    0.919   0.45    0.04  HTML_SHOUTING9
+  0.047   0.0891   0.0076    0.921   0.45    1.47  GET_PAID
+  0.033   0.0643   0.0030    0.955   0.45    1.84  SELECTED_YOU
+  0.021   0.0431   0.0000    1.000   0.45    1.57  RCVD_BONUS_SPC_DATE
+  0.105   0.1974   0.0171    0.920   0.45    0.00  ENTITY_DEC_SPACE
+  0.030   0.0595   0.0027    0.957   0.45    1.08  MEET_SINGLES
+  0.418   0.7942   0.0611    0.929   0.45    0.74  BLANK_LINES_70_80
+  0.035   0.0675   0.0042    0.942   0.45    1.79  WHILE_YOU_SLEEP
+  0.020   0.0419   0.0000    1.000   0.45    1.85  RESISTANCE_IS_FUTILE
+  0.021   0.0427   0.0004    0.991   0.44    1.85  BE_BOSS
+  0.020   0.0415   0.0000    1.000   0.44    1.25  YOU_CAN_SEARCH
+  0.032   0.0611   0.0034    0.947   0.44    1.42  SEDUCTION
+  2.844   5.4947   0.3232    0.944   0.44    1.35  HTML_10_20
+  1.277   2.4237   0.1872    0.928   0.44    0.08  X_PRIORITY_HIGH
+  0.124   0.2329   0.0205    0.919   0.44    1.04  ADDR_FREE
+  0.020   0.0403   0.0000    1.000   0.44    1.61  PREST_NON_ACCREDITED
+  0.327   0.6168   0.0513    0.923   0.44    1.58  DEAR_SOMETHING
+  0.019   0.0392   0.0000    1.000   0.44    1.80  MICRO_CAP_WARNING
+  0.024   0.0467   0.0019    0.961   0.44    1.61  TO_NO_USER
+  0.020   0.0403   0.0004    0.991   0.44    1.69  BARGAIN_URL
+  0.019   0.0384   0.0000    1.000   0.44    1.51  NIGERIAN_BODY_GOVT_3
+  0.554   1.0455   0.0862    0.924   0.44    0.00  EXTRA_MPART_TYPE
+  0.019   0.0396   0.0004    0.990   0.44    1.85  HARDCORE_PORN
+  0.059   0.1079   0.0118    0.902   0.44    1.77  WEIRD_QUOTING
+  0.903   1.6999   0.1447    0.922   0.44    0.00  ORDER_NOW
+  0.024   0.0471   0.0023    0.954   0.44    1.80  BILL_1618
+  0.020   0.0403   0.0008    0.982   0.44    1.85  PAY_SITE
+  0.018   0.0376   0.0000    1.000   0.44    1.50  RATWARE_HASH_DASH
+  1.148   2.1780   0.1690    0.928   0.44    0.79  HTML_IMAGE_ONLY_24
+  1.250   2.3634   0.1907    0.925   0.44    0.52  HTML_IMAGE_RATIO_04
+  1.060   2.0043   0.1629    0.925   0.44    0.00  HTML_TAG_BALANCE_HTML
+  0.021   0.0411   0.0011    0.973   0.44    1.61  AMATEUR_PORN
+  1.944   3.6782   0.2951    0.926   0.43    0.31  HTML_WEB_BUGS
+  0.047   0.0855   0.0095    0.900   0.43    1.73  SUBJ_FOR_ONLY
+  0.060   0.1095   0.0129    0.894   0.43    0.00  LOW_INTEREST
+  0.093   0.1722   0.0179    0.906   0.43    0.22  BLANK_LINES_80_90
+  0.019   0.0380   0.0011    0.971   0.43    1.30  PORN_16
+  0.018   0.0368   0.0008    0.980   0.43    1.76  BUY_DIRECT
+  0.028   0.0535   0.0042    0.928   0.43    0.04  ONE_TIME
+  1.686   3.1828   0.2624    0.924   0.43    0.00  REMOVE_PAGE
+  0.056   0.1015   0.0125    0.890   0.43    0.63  EXTRA_CASH
+  0.021   0.0415   0.0023    0.948   0.43    1.68  BEEN_TURNED_DOWN
+  0.015   0.0316   0.0000    1.000   0.43    1.76  HTTP_CTRL_CHARS_HOST
+  0.030   0.0559   0.0049    0.919   0.43    1.13  FORGED_EUDORAMAIL_RCVD
+  6.414  12.6496   0.4854    0.963   0.43    1.76  MSGID_FROM_MTA_ID
+  0.015   0.0312   0.0000    1.000   0.43    1.45  HELO_DYNAMIC_HEXIP
+  0.015   0.0308   0.0000    1.000   0.43    1.76  REMOVE_POSTAL
+  7.345  14.5312   0.5127    0.966   0.43    0.00  FORGED_RCVD_NET_HELO
+  5.722  11.2518   0.4645    0.960   0.42    0.75  HTML_TEXT_AFTER_BODY
+  6.741  13.3020   0.5040    0.963   0.42    0.00  MISSING_MIMEOLE
+  0.023   0.0435   0.0038    0.920   0.42    1.76  EARN_PER_WEEK
+  0.014   0.0296   0.0000    1.000   0.42    1.42  DRUG_ED_COMBO
+  0.017   0.0328   0.0011    0.966   0.42    0.00  HIDDEN_CHARGES
+  0.014   0.0288   0.0000    1.000   0.42    1.47  FORGED_TELESP_RCVD
+  0.880   1.6427   0.1550    0.914   0.42    0.00  HTML_NONELEMENT_10_20
+  0.337   0.6276   0.0608    0.912   0.42    0.02  HTML_EVENT_UNSAFE
+  0.017   0.0328   0.0015    0.956   0.42    1.11  BANKRUPTCY
+  0.721   1.3411   0.1306    0.911   0.42    0.81  SUBJ_HAS_UNIQ_ID
+  0.033   0.0603   0.0068    0.898   0.42    1.48  HEADER_COUNT_CTYPE
+  0.043   0.0775   0.0103    0.883   0.42    0.00  THE_BEST_RATE
+  0.049   0.0875   0.0122    0.878   0.42    0.00  ALL_CAPS_GUAR
+  0.013   0.0272   0.0000    1.000   0.42    1.55  CANNOT_BE_SPAM
+  0.113   0.2081   0.0232    0.900   0.42    1.45  RECEIVE_OFFER
+  0.270   0.5018   0.0490    0.911   0.42    0.10  SUB_FREE_OFFER
+  0.898   1.6727   0.1614    0.912   0.42    0.00  CLICK_BELOW_CAPS
+  0.420   0.7830   0.0744    0.913   0.42    0.00  HTTP_EXCESSIVE_ESCAPES
+  0.012   0.0256   0.0000    1.000   0.41    1.67  NO_MEDICAL
+  0.012   0.0252   0.0000    1.000   0.41    1.37  YAHOO_RD_REDIR
+  0.043   0.0775   0.0110    0.876   0.41    0.66  INVALID_DATE_TZ_ABSURD
+  0.719   1.3375   0.1310    0.911   0.41    0.97  HOT_NASTY
+  0.118   0.2165   0.0251    0.896   0.41    0.43  ITS_LEGAL
+  0.088   0.1598   0.0201    0.888   0.41    0.04  BEST_PORN
+  0.012   0.0248   0.0000    1.000   0.41    1.41  HELO_DYNAMIC_CHELLO_NO
+  0.019   0.0364   0.0030    0.923   0.41    1.21  FORGED_MUA_THEBAT_CS
+  0.183   0.3356   0.0380    0.898   0.41    1.44  FROM_STARTS_WITH_NUMS
+  0.012   0.0244   0.0000    1.000   0.41    1.22  HELO_DYNAMIC_TELIA
+  0.011   0.0232   0.0000    1.000   0.41    1.43  FAKED_UNDISC_RECIPS
+  0.013   0.0256   0.0008    0.971   0.41    0.13  NO_CATCH
+  0.011   0.0224   0.0000    1.000   0.41    1.67  JAPANESE_UCE_SUBJECT
+  0.011   0.0220   0.0000    1.000   0.41    1.45  FORGED_AOL_RCVD
+ 49.470   0.9484  95.5982    0.010   0.41   -1.67  BAYES_00
+  0.728   1.3407   0.1447    0.903   0.41    0.00  MIME_QP_EXCESSIVE
+  0.036   0.0647   0.0091    0.877   0.41    0.08  LOW_PAYMENT
+  0.616   1.1382   0.1196    0.905   0.41    0.01  US_DOLLARS_3
+  0.011   0.0216   0.0000    1.000   0.41    1.36  TO_TXT
+  0.011   0.0216   0.0000    1.000   0.41    1.41  NONEXISTENT_CHARSET
+  0.011   0.0216   0.0000    1.000   0.41    1.45  HELO_DYNAMIC_NTL
+  0.011   0.0216   0.0000    1.000   0.41    1.50  FORGED_GW05_RCVD
+  0.020   0.0364   0.0038    0.905   0.41    0.00  BARELY_LEGAL
+  0.020   0.0364   0.0038    0.905   0.41    1.33  ACCEPT_CREDIT_CARDS
+  0.040   0.0715   0.0106    0.871   0.41    1.21  SUBJ_AS_SEEN
+  9.612  18.9253   0.7581    0.961   0.41    1.35  RCVD_NUMERIC_HELO
+  0.010   0.0204   0.0000    1.000   0.41    1.20  INVALUABLE_MARKETING
+  0.010   0.0204   0.0000    1.000   0.41    1.33  JODY
+  0.028   0.0495   0.0072    0.873   0.41    0.00  SUBJ_2_CREDIT
+  0.013   0.0260   0.0015    0.945   0.41    1.64  EARNINGS
+  0.010   0.0200   0.0000    1.000   0.40    1.32  COPY_ACCURATELY
+  0.018   0.0332   0.0038    0.897   0.40    0.32  PORN_CELEBRITY
+  0.010   0.0196   0.0000    1.000   0.40    1.23  ORDER_REPORT
+  0.010   0.0196   0.0000    1.000   0.40    1.37  TO_RECIP_MARKER
+  0.040   0.0715   0.0110    0.867   0.40    0.08  LINK_TO_NO_SCHEME
+  0.013   0.0248   0.0015    0.942   0.40    1.66  SERIOUS_ONLY
+  0.009   0.0188   0.0000    1.000   0.40    0.00  UNIVERSITY_DIPLOMAS
+  0.009   0.0188   0.0000    1.000   0.40    0.00  USERNAME_IN_SUBJECT
+  0.010   0.0196   0.0004    0.981   0.40    0.04  OUR_AFFILIATE_PARTNERS
+  0.028   0.0495   0.0080    0.861   0.40    1.66  CELL_PHONE_IMPROVE
+  0.018   0.0324   0.0042    0.886   0.40    0.02  LIVE_PORN
+  0.178   0.3224   0.0403    0.889   0.40    1.29  DEAR_FRIEND
+  0.011   0.0216   0.0011    0.950   0.40    0.27  NIGERIAN_SUBJECT1
+  5.748  11.1974   0.5678    0.952   0.40    0.04  HTML_90_100
+  0.020   0.0364   0.0049    0.880   0.40    1.59  FREE_MEMBERSHIP
+  1.234   2.2687   0.2510    0.900   0.40    0.03  SAVE_MONEY
+  0.141   0.2581   0.0296    0.897   0.40    0.00  MIME_BASE64_LATIN
+  0.009   0.0184   0.0004    0.980   0.40    0.00  FREE_GRANT
+  0.010   0.0192   0.0008    0.962   0.40    1.07  NONSECURED_CREDIT
+  0.013   0.0248   0.0023    0.916   0.40    0.00  LONG_DISTANCE
+  0.008   0.0168   0.0000    1.000   0.40    0.00  FAKE_HELO_LYCOS
+  8.858  17.2390   0.8895    0.951   0.40    0.00  HTML_FONT_BIG
+  0.013   0.0244   0.0023    0.914   0.40    0.92  MULTI_REMOVAL_1WORD
+  1.770   3.2787   0.3361    0.907   0.40    0.00  INVALID_DATE
+  0.008   0.0156   0.0000    1.000   0.39    0.00  MDAEMON_2_7_4
+  3.178   6.0571   0.4409    0.932   0.39    0.57  HTML_20_30
+  0.007   0.0148   0.0000    1.000   0.39    0.00  CABLE_CONVERTER
+  0.436   0.8002   0.0896    0.899   0.39    0.65  MISSING_DATE
+  0.986   1.8069   0.2047    0.898   0.39    0.60  MANY_EXCLAMATIONS
+  1.792   3.3162   0.3426    0.906   0.39    0.07  MSGID_FROM_MTA_HEADER
+  0.009   0.0172   0.0008    0.958   0.39    0.00  FREE_PASSWORD
+  0.007   0.0144   0.0000    1.000   0.39    0.00  PORN_URL_PANT
+  0.007   0.0144   0.0000    1.000   0.39    0.00  FORGED_JUNO_FROM
+  0.007   0.0144   0.0000    1.000   0.39    0.00  FORGED_MUA_APPLEMAIL
+  0.993   1.8169   0.2093    0.897   0.39    0.26  SUBJ_ALL_CAPS
+  0.017   0.0300   0.0046    0.868   0.39    1.61  NO_DISAPPOINTMENT
+  0.012   0.0216   0.0023    0.904   0.39    0.00  BILL_SECTION
+ 12.023  23.6353   0.9840    0.960   0.39    0.05  RCVD_BY_IP
+  0.007   0.0140   0.0000    1.000   0.39    0.00  FAKE_HELO_EMAIL_COM
+  0.421   0.7714   0.0877    0.898   0.39    0.98  DATE_IN_PAST_96_XX
+  0.042   0.0723   0.0141    0.837   0.39    0.00  HTML_SHOUTING6
+  0.411   0.7518   0.0870    0.896   0.39    0.14  RISK_FREE
+  0.007   0.0140   0.0004    0.974   0.39    0.00  NOT_ML_MARKETING
+  0.011   0.0196   0.0023    0.896   0.39    0.17  FAKE_HELO_YAHOO_CA
+  0.006   0.0120   0.0000    1.000   0.39    0.00  NO_GIMMICK
+  0.048   0.0811   0.0163    0.832   0.39    0.35  EXCUSE_12
+  0.100   0.1790   0.0258    0.874   0.39    0.00  DO_IT_TODAY
+  0.006   0.0116   0.0000    1.000   0.39    0.00  MSGID_3_DOLLARS
+  0.006   0.0116   0.0000    1.000   0.39    0.00  BTAMAIL_URL
+  0.006   0.0116   0.0000    1.000   0.39    0.00  NIGERIAN_SCAM_VIRTUE
+  0.006   0.0116   0.0000    1.000   0.39    0.00  RATWARE_VC_IPA
+  0.006   0.0124   0.0004    0.970   0.38    0.00  MEGA_SITE
+  0.007   0.0136   0.0008    0.947   0.38    0.00  LESBIAN
+ 18.220  36.2957   1.0353    0.972   0.38    0.02  MIME_HTML_NO_CHARSET
+  0.005   0.0100   0.0000    1.000   0.38    0.00  NIGERIAN_SUBJECT6
+  0.005   0.0100   0.0000    1.000   0.38    0.00  FORGED_MX_HOTMAIL
+  0.016   0.0280   0.0053    0.840   0.38    1.03  INITIAL_INVEST
+  0.013   0.0224   0.0038    0.855   0.38    1.47  TARGETED
+  0.013   0.0224   0.0038    0.855   0.38    0.00  HTML_ALL_CAPS
+  0.009   0.0164   0.0019    0.896   0.38    0.00  APPLY_ONLINE
+  0.007   0.0128   0.0011    0.918   0.38    0.00  LYING_EYES
+  7.269  13.9104   0.9552    0.936   0.38    1.57  BAYES_50
+  0.029   0.0483   0.0106    0.820   0.38    0.94  MILLION_EMAIL
+  0.004   0.0084   0.0000    1.000   0.38    0.00  INTL_DRIVERS_LICENSE
+  0.022   0.0372   0.0080    0.823   0.38    1.57  REPLY_TO_EMPTY
+  0.005   0.0096   0.0004    0.962   0.38    0.00  MAIL_IN_ORDER_FORM
+  0.018   0.0304   0.0065    0.825   0.38    0.02  UP_TO_OR_MORES
+  0.159   0.2836   0.0406    0.875   0.38    0.11  ADDR_NUMS_AT_BIGSITE
+  0.006   0.0108   0.0008    0.934   0.38    0.00  X_PRI_MISMATCH_HI
+  0.349   0.6264   0.0843    0.881   0.38    0.04  SAVE_UP_TO
+  0.004   0.0080   0.0000    1.000   0.38    0.00  RECEIVED_IDENT_SQUID
+  0.004   0.0080   0.0000    1.000   0.38    0.00  X_PMFLAGS_PRESENT
+  0.121   0.2153   0.0323    0.870   0.38    0.59  SEE_FOR_YOURSELF
+  0.009   0.0156   0.0023    0.872   0.38    0.00  SEX_FEST
+ 29.043  57.8289   1.6764    0.972   0.38    1.16  MIME_HTML_ONLY
+  0.004   0.0076   0.0000    1.000   0.38    0.00  SAFEGUARD_NOTICE
+  0.016   0.0268   0.0057    0.825   0.38    1.00  JOIN_MILLIONS
+  0.003   0.0068   0.0000    1.000   0.38    0.00  MSGID_THREESIXSIX
+  0.003   0.0068   0.0000    1.000   0.38    0.00  HELO_DYNAMIC_VIRTUA
+  0.011   0.0180   0.0034    0.840   0.38    0.00  URI_IS_POUND
+  3.887   7.3383   0.6058    0.924   0.37    0.00  MISSING_OUTLOOK_NAME
+  0.075   0.1278   0.0243    0.840   0.37    0.10  ML_MARKETING
+  0.004   0.0072   0.0004    0.950   0.37    0.00  YAHOO_SRD_REDIR
+  0.004   0.0072   0.0004    0.950   0.37    0.00  FREE_INVESTMENT
+  3.481   6.5481   0.5651    0.921   0.37    0.44  HTML_30_40
+  0.003   0.0060   0.0000    1.000   0.37    0.00  FAKE_HELO_EUDORAMAIL
+  0.022   0.0368   0.0087    0.808   0.37    1.57  CELL_PHONE_FREE
+  0.004   0.0068   0.0004    0.947   0.37    0.00  FORGED_MUA_MSN
+  0.004   0.0076   0.0008    0.909   0.37    0.00  INCOME
+  0.003   0.0056   0.0000    1.000   0.37    0.00  BZ_TLD
+  0.003   0.0056   0.0000    1.000   0.37    0.00  USE_IDENTITY
+  0.003   0.0064   0.0004    0.944   0.37    0.00  GET_STARTED_NOW
+  0.003   0.0052   0.0000    1.000   0.37    0.00  LOTS_OF_CC_LINES
+  0.003   0.0052   0.0000    1.000   0.37    0.00  MSGID_SPAM_1
+  0.003   0.0052   0.0000    1.000   0.37    0.00  OUR_STRICT_ANTI
+  0.003   0.0052   0.0000    1.000   0.37    0.00  FAKE_HELO_MAILCITY
+  0.286   0.5142   0.0684    0.883   0.37    0.00  REMOVE_FROM_LIST
+  0.011   0.0188   0.0046    0.805   0.37    0.03  AOL_USERS_LINK
+  0.004   0.0064   0.0008    0.894   0.37    0.00  THIS_IS_AN_AD
+  0.002   0.0044   0.0000    1.000   0.37    0.00  WALAA
+  3.889   7.2045   0.7364    0.907   0.37    0.05  HTML_40_50
+  1.419   2.5484   0.3460    0.880   0.37    0.04  HTML_TITLE_EMPTY
+  0.305   0.5493   0.0737    0.882   0.37    0.02  UPPERCASE_50_75
+  0.003   0.0056   0.0008    0.880   0.37    0.00  SUBJ_DOUBLE_YOUR
+  0.002   0.0036   0.0000    1.000   0.37    0.00  TO_INVESTORS
+  0.002   0.0036   0.0000    1.000   0.37    0.00  READ_TO_END
+  0.002   0.0036   0.0000    1.000   0.37    0.00  RATWARE_SCREWUP_1
+  0.002   0.0036   0.0000    1.000   0.37    0.00  FAKE_HELO_CARAMAIL
+  0.289   0.5193   0.0703    0.881   0.37    0.15  SUBJ_FREE_CAP
+  0.001   0.0028   0.0000    1.000   0.37    0.00  CHANGE_TERMS
+  0.001   0.0028   0.0000    1.000   0.37    0.00  NOT_INTENDED
+  0.001   0.0028   0.0000    1.000   0.37    0.00  MORTGAGE_LINKS
+  0.001   0.0028   0.0000    1.000   0.37    0.00  FURTHER_TRANSMISSIONS
+  0.001   0.0028   0.0000    1.000   0.37    0.00  X_ENC_PRESENT
+  0.002   0.0040   0.0004    0.913   0.36    0.00  FORGED_YAHOO_RCVD_SMTP
+  0.001   0.0024   0.0000    1.000   0.36    0.00  APPLY_FREE
+  0.001   0.0024   0.0000    1.000   0.36    0.00  FRIEND_PUBLIC
+  0.001   0.0024   0.0000    1.000   0.36    0.00  RECEIVED_CACHEFLOW
+  0.001   0.0024   0.0000    1.000   0.36    0.00  RATWARE_EVAMAIL
+ 40.249  74.6109   7.5825    0.908   0.36    0.00  HTML_MESSAGE
+  0.001   0.0020   0.0000    1.000   0.36    0.00  CREDITORS_CALLING
+  0.001   0.0020   0.0000    1.000   0.36    0.00  STOP_SNORING
+  0.008   0.0124   0.0034    0.784   0.36    0.00  HTML_SHOUTING8
+  4.229   7.7874   0.8469    0.902   0.36    0.54  HTML_50_60
+  0.001   0.0016   0.0000    1.000   0.36    0.00  MORTGAGE_WAITING
+  0.001   0.0016   0.0000    1.000   0.36    0.00  MSGID_4NUMS_DOLLAR
+  0.001   0.0016   0.0000    1.000   0.36    0.00  RATWARE_OE_PI
+  0.001   0.0016   0.0000    1.000   0.36    0.00  HIDDEN_ASSETS
+  0.001   0.0016   0.0000    1.000   0.36    0.00  HELO_DYNAMIC_TDS
+  0.001   0.0016   0.0000    1.000   0.36    0.00  WEALTH
+  0.001   0.0012   0.0000    1.000   0.36    0.00  NO_SELLING
+  0.001   0.0012   0.0000    1.000   0.36    0.00  FRIEND_AT_PUBLIC
+  0.001   0.0012   0.0000    1.000   0.36    0.00  BTAMAIL_HEADER
+  0.001   0.0012   0.0000    1.000   0.36    0.00  DIG_UP_INFO
+  0.001   0.0012   0.0000    1.000   0.36    0.00  FORGED_RCVD_FROM_NUM
+  2.953   5.4655   0.5636    0.907   0.36    0.00  HTML_BADTAG_00_10
+  0.001   0.0020   0.0004    0.840   0.36    0.00  RATWARE_IMKTG
+  0.000   0.0008   0.0000    1.000   0.36    0.00  EXCUSE_22
+  0.000   0.0008   0.0000    1.000   0.36    0.00  RATWARE_EMPTY_HELO
+  0.000   0.0008   0.0000    1.000   0.36    0.00  RATWARE_MMAILER
+  0.000   0.0008   0.0000    1.000   0.36    0.00  VAR_REF_IN_RECEIVED
+  0.014   0.0220   0.0068    0.763   0.36    1.12  START_NOW_CAPS
+  0.000   0.0004   0.0000    1.000   0.36    0.00  MSGID_SPAM_6LETTER
+  0.000   0.0004   0.0000    1.000   0.36    0.00  SUBJ_FREE_INSTANT
+  0.000   0.0004   0.0000    1.000   0.36    0.00  NEVER_ANOTHER
+  0.000   0.0004   0.0000    1.000   0.36    0.00  RUSSIAN_UCE_SUBJECT
+  0.004   0.0056   0.0019    0.747   0.36    0.00  FROM_HAS_MIXED_NUMS2
+  1.263   2.2404   0.3335    0.870   0.36    0.92  DATE_IN_PAST_06_12
+  0.000   0.0000   0.0000    0.500   0.36    0.00  
+  0.000   0.0000   0.0000    0.500   0.36    0.00  DATE_YEAR_ZERO_FIRST
+  0.000   0.0000   0.0000    0.500   0.36    2.50  HEAD_LONG
+  0.000   0.0000   0.0000    0.500   0.36    0.00  SUBJ_HAS_TIME_ID
+  0.000   0.0000   0.0000    0.500   0.36    0.00  ID_UNIQUE
+  0.000   0.0000   0.0000    0.500   0.36    0.00  RATWARE_DIFFOND
+  0.000   0.0000   0.0000    0.500   0.36    0.00  X_LIST_UNSUBSCRIBE
+  0.000   0.0000   0.0000    0.500   0.36    0.00  HTTP_ENTITIES_HOST
+  0.000   0.0000   0.0000    0.500   0.36    0.00  RATWARE_XMAILER
+  0.000   0.0000   0.0000    0.500   0.36    0.00  TO_FILENAME
+  0.000   0.0000   0.0000    0.500   0.36    0.00  RATWARE_BAD_REFS
+  0.000   0.0000   0.0000    0.500   0.36    0.00  PRIORITY_MAIL
+  0.000   0.0000   0.0000    0.500   0.36    0.00  MORTGAGE_NETWORK
+  0.000   0.0000   0.0000    0.500   0.36    0.00  X_PRECEDENCE_REF
+  0.000   0.0000   0.0000    0.500   0.36    0.00  X_MAILER_GIBBERISH
+  0.000   0.0000   0.0000    0.500   0.36    0.00  BUY_JUDGEMENTS
+  0.000   0.0000   0.0000    0.500   0.36    0.00  NO_MIDDLEMAN
+  0.000   0.0000   0.0000    0.500   0.36    0.00  RCVD_BY_QVES_COM
+  0.000   0.0000   0.0000    0.500   0.36    0.00  RCVD_6_CAPS_ESMTP_ID
+  0.000   0.0000   0.0000    0.500   0.36    0.00  X_SERV_HOST_PRESENT
+  0.000   0.0000   0.0000    0.500   0.36    0.00  X_STORMPOST_TO
+  0.000   0.0000   0.0000    0.500   0.36    0.00  SUBJ_RIPPED
+  0.000   0.0000   0.0000    0.500   0.36    0.00  X_MAIL_ID_PRESENT
+  0.302   0.5329   0.0832    0.865   0.36    0.00  ENTITY_DEC_OTHER
+  0.001   0.0008   0.0004    0.678   0.36    0.00  EXCUSE_21
+  0.003   0.0040   0.0015    0.724   0.36    0.00  IDENT_NOBODY
+  0.000   0.0004   0.0004    0.513   0.36    0.00  SUBJ_NOW_ONLY
+  1.451   2.5959   0.3631    0.877   0.36    0.00  HTML_NONELEMENT_00_10
+  0.003   0.0036   0.0015    0.703   0.36    0.00  FREE_INSTALL
+  6.456  11.6665   1.5024    0.886   0.35    0.02  HTML_LINK_CLICK_HERE
+  0.002   0.0028   0.0015    0.648   0.35    0.00  ONCE_IN_LIFETIME
+  2.164   3.9286   0.4869    0.890   0.35    0.13  DATE_IN_PAST_03_06
+  0.001   0.0016   0.0011    0.584   0.35    0.00  DRUG_ED_HERBAL
+  0.368   0.6532   0.0965    0.871   0.35    0.39  FROM_WEBMAIL_END_NUMS6
+  0.006   0.0092   0.0038    0.708   0.35    0.00  MIME_BOUND_MA
+  0.006   0.0092   0.0038    0.708   0.35    0.00  NO_INVENTORY
+  0.004   0.0048   0.0023    0.678   0.35    0.00  NEW_CUSTOMER
+  0.012   0.0176   0.0065    0.731   0.35    0.00  FIND_ANYTHING
+  0.003   0.0044   0.0023    0.659   0.35    0.00  BUGGY_CGI
+  0.013   0.0188   0.0076    0.712   0.35    1.46  MIME_BOUND_DIGITS_7
+  0.004   0.0056   0.0034    0.621   0.35    0.00  NO_INVESTMENT
+  5.531   9.9858   1.2962    0.885   0.35    0.04  HTML_70_80
+  6.392  11.2889   1.7360    0.867   0.35    0.04  HTML_80_90
+  0.030   0.0455   0.0156    0.745   0.35    0.37  YOUR_INCOME
+  0.045   0.0707   0.0205    0.775   0.35    0.25  FREE_ACCESS
+ 22.226  18.7451  25.5359    0.423   0.35    0.27  FORGED_RCVD_HELO
+  8.153  12.8933   3.6460    0.780   0.34    0.00  CLICK_BELOW
+  0.401   0.7063   0.1117    0.863   0.34    0.00  LIMITED_TIME_ONLY
+  3.699   6.6156   0.9255    0.877   0.34    0.10  MIME_QP_LONG_LINE
+  2.435   4.4004   0.5666    0.886   0.34    0.08  HTML_TAG_EXIST_TBODY
+  4.409   7.9579   1.0342    0.885   0.34    0.00  HTML_60_70
+  0.053   0.0835   0.0247    0.772   0.34    1.37  SUBJ_YOUR_OWN
+  0.202   0.3468   0.0646    0.843   0.34    0.04  SAVINGS
+  0.008   0.0096   0.0061    0.612   0.34    0.00  BANG_BOSS
+  0.104   0.1730   0.0387    0.817   0.34    0.84  COMPLETELY_FREE
+  1.028   1.7630   0.3297    0.842   0.34    0.01  EXCUSE_3
+  0.036   0.0551   0.0186    0.748   0.34    0.49  CONGRATULATIONS
+  0.875   1.5017   0.2795    0.843   0.34    0.00  HTML_BACKHAIR_1
+  0.021   0.0296   0.0125    0.702   0.34    0.00  NO_QS_ASKED
+  0.279   0.4830   0.0855    0.850   0.33    0.28  HTML_FONT_FACE_CAPS
+  0.002   0.0004   0.0042    0.087   0.33    0.00  MIME_BOUND_HEX_24
+  1.058   1.8149   0.3388    0.843   0.33    0.00  HTTP_WITH_EMAIL_IN_URL
+  0.777   1.3231   0.2571    0.837   0.33    0.34  HTML_IMAGE_RATIO_06
+  5.016   8.0159   2.1633    0.787   0.32    0.01  LINES_OF_YELLING
+  1.346   2.3095   0.4307    0.843   0.32    1.29  UNDISC_RECIPS
+  0.364   0.6208   0.1204    0.838   0.32    1.16  NO_OBLIGATION
+  0.003   0.0004   0.0061    0.062   0.32    0.00  WE_HATE_SPAM2
+  0.151   0.2481   0.0581    0.810   0.31    0.48  OPTING_OUT_CAPS
+  5.458   7.3563   3.6540    0.668   0.31    0.52  FROM_ENDS_IN_NUMS
+  8.309   7.3567   9.2148    0.444   0.31    0.34  NO_REAL_NAME
+  0.039   0.0543   0.0235    0.698   0.31    0.00  RICH
+  0.133   0.2121   0.0573    0.787   0.30    0.00  ALL_CAP_FOR_ADULTS
+  0.960   1.5976   0.3543    0.818   0.30    1.15  DATE_IN_FUTURE_06_12
+  0.090   0.1366   0.0456    0.750   0.30    0.01  EXCUSE_11
+  0.062   0.0903   0.0361    0.714   0.30    0.00  HTML_TITLE_EXTRA
+  1.597   2.5276   0.7113    0.780   0.29    0.04  UPPERCASE_25_50
+  0.075   0.1099   0.0425    0.721   0.29    0.08  FULL_REFUND
+  0.309   0.5090   0.1189    0.811   0.29    0.01  EXCUSE_7
+  2.277   3.6242   0.9969    0.784   0.29    0.03  URI_REDIRECTOR
+  0.387   0.6248   0.1610    0.795   0.29    0.00  LOTS_OF_STUFF
+  0.105   0.1594   0.0539    0.747   0.29    0.02  EXCUSE_19
+  0.677   1.0635   0.3091    0.775   0.29    0.00  HTML_EVENT
+  0.019   0.0204   0.0182    0.528   0.29    0.01  DIRECT_EMAIL
+  0.028   0.0336   0.0228    0.596   0.28    0.00  X_ESMTP
+  0.688   1.0682   0.3262    0.766   0.28    0.00  HTML_JAVASCRIPT
+  0.264   0.4207   0.1158    0.784   0.28    0.01  EARN_MONEY
+  0.014   0.0116   0.0163    0.415   0.27    0.00  FROM_AND_TO_SAME
+  0.518   0.8106   0.2404    0.771   0.27    0.01  HTML_IMAGE_RATIO_08
+  0.441   0.7047   0.1907    0.787   0.27    0.34  NO_COST
+  1.920   2.8927   0.9954    0.744   0.27    0.00  MAILTO_WITH_SUBJ
+  0.938   1.4961   0.4083    0.786   0.27    0.06  US_DOLLARS_2
+  0.687   1.0595   0.3331    0.761   0.27    0.03  LINES_OF_YELLING_3
+  0.067   0.0895   0.0456    0.663   0.27    0.00  YOU_WON
+  0.168   0.2537   0.0858    0.747   0.26    0.00  WHILE_SUPPLIES
+  0.475   0.7395   0.2245    0.767   0.26    0.04  FREE_TRIAL
+  1.382   2.0538   0.7432    0.734   0.26    0.03  LINES_OF_YELLING_2
+  0.793   1.2077   0.3980    0.752   0.25    0.02  FROM_HAS_MIXED_NUMS
+  0.065   0.0791   0.0517    0.605   0.24    0.11  NO_PURCHASE
+  0.103   0.1390   0.0691    0.668   0.24    0.33  WORK_AT_HOME
+  0.417   0.6120   0.2321    0.725   0.23    0.23  WEIRD_PORT
+  0.426   0.6216   0.2404    0.721   0.23    0.91  PLING_QUERY
+  0.681   1.0055   0.3722    0.730   0.23    0.09  MISSING_HEADERS
+  0.383   0.2225   0.5347    0.294   0.23   -0.93  BAYES_05
+  0.659   0.9660   0.3676    0.724   0.22    0.57  DATE_IN_PAST_12_24
+  0.123   0.1598   0.0877    0.646   0.21    0.00  CASHCASHCASH
+  0.041   0.0372   0.0444    0.455   0.20    0.00  JAVASCRIPT_URI
+  0.546   0.7475   0.3540    0.679   0.20    0.21  PLING_PLING
+  0.017   0.0056   0.0273    0.170   0.20    0.00  MIME_BOUND_DASH_DIGIT
+  0.270   0.3404   0.2028    0.627   0.19    0.00  HTML_IMAGE_RATIO_12
+  1.735   1.5712   1.8902    0.454   0.18    0.11  MAILTO_TO_SPAM_ADDR
+  0.078   0.0779   0.0775    0.501   0.18    0.00  EXCUSE_15
+  0.304   0.3783   0.2332    0.619   0.17    0.00  HTML_IMAGE_RATIO_10
+  0.272   0.3360   0.2119    0.613   0.17    0.03  OPTING_OUT
+  0.476   0.3703   0.5769    0.391   0.17   -0.73  BAYES_10
+  0.909   1.0427   0.7824    0.571   0.17    0.13  TO_ADDRESS_EQ_REAL
+  0.475   0.5968   0.3600    0.624   0.16    0.00  FOR_FREE
+  0.033   0.0156   0.0505    0.236   0.15    0.00  NO_EXPERIENCE
+  0.180   0.1962   0.1637    0.545   0.15    0.00  HTML_IMAGE_RATIO_14
+  0.753   0.7219   0.7824    0.480   0.12    0.07  EXCUSE_1
+  0.255   0.2465   0.2636    0.483   0.11    0.13  DATE_IN_PAST_24_48
+  0.547   0.5921   0.5047    0.540   0.10   -0.28  BAYES_25
+  0.114   0.0807   0.1462    0.356   0.10    0.22  DATE_IN_PAST_48_96
+  0.072   0.0423   0.1006    0.296   0.10    0.00  MIME_QP_DEFICIENT
+  0.233   0.2009   0.2636    0.433   0.09    0.08  FROM_HAS_ULINE_NUMS
+  0.429   0.3963   0.4592    0.463   0.08    0.00  NO_FEE
+  0.370   0.3120   0.4254    0.423   0.07    0.01  BANG_MONEY
+  0.339   0.2645   0.4106    0.392   0.05    0.16  TO_EMPTY
+  0.058   0.0028   0.1101    0.025   0.01    0.00  MIME_BOUND_DIGITS_4
+  0.104   0.0276   0.1762    0.135   0.00    0.00  MIME_QP_NO_CHARSET
 
 Rule file versions for which these results apply:
-(SpamAssassin Version string: 2.60)
+(SpamAssassin Version string: 3.000000-pre4-cvs)
 
--rw-r--r--    1 tvd      wheel        7140 Jun 24 22:44 10_misc.cf
--rw-r--r--    1 tvd      wheel        1365 Apr 23 10:28 20_anti_ratware.cf
--rw-r--r--    1 tvd      wheel       10517 Jun 12 18:01 20_body_tests.cf
--rw-r--r--    1 tvd      wheel        1160 Jun  2 12:19 20_compensate.cf
--rw-r--r--    1 tvd      wheel       11475 Jun 28 17:17 20_dnsbl_tests.cf
--rw-r--r--    1 tvd      wheel        4037 Jun 16 10:38 20_fake_helo_tests.cf
--rw-r--r--    1 tvd      wheel       37199 Jun 21 22:21 20_head_tests.cf
--rw-r--r--    1 tvd      wheel       13260 Jul  3 13:25 20_html_tests.cf
--rw-r--r--    1 tvd      wheel       11454 Jun 13 19:47 20_meta_tests.cf
--rw-r--r--    1 tvd      wheel       44883 Jun 13 20:48 20_phrases.cf
--rw-r--r--    1 tvd      wheel        5608 Jun 12 18:01 20_porn.cf
--rw-r--r--    1 tvd      wheel       11959 Jun 18 14:04 20_ratware.cf
--rwxr-xr-x    1 tvd      wheel        6577 Jun 18 20:43 20_uri_tests.cf
--rw-r--r--    1 tvd      wheel        2983 Jun 12 18:01 23_bayes.cf
--rw-r--r--    1 tvd      wheel        8954 Mar  7 13:49 25_body_tests_es.cf
--rw-r--r--    1 tvd      wheel       10974 Mar  7 13:49 25_body_tests_pl.cf
--rw-r--r--    1 tvd      wheel        1102 Mar  7 13:49 25_head_tests_es.cf
--rw-r--r--    1 tvd      wheel         971 Mar  7 13:49 25_head_tests_pl.cf
--rw-r--r--    1 tvd      wheel       71197 Jul  5 21:31 30_text_de.cf
--rw-r--r--    1 tvd      wheel        6210 Jun 13 18:12 30_text_es.cf
--rw-r--r--    1 tvd      wheel       75383 Jun 21 22:21 30_text_fr.cf
--rw-r--r--    1 tvd      wheel       20898 Jun 13 18:12 30_text_it.cf
--rw-r--r--    1 tvd      wheel        5389 May 26 16:25 30_text_pl.cf
--rw-r--r--    1 tvd      wheel       67134 Jun 21 22:21 30_text_sk.cf
--rw-r--r--    1 tvd      wheel       40442 Aug 18 10:21 50_scores.cf
--rw-r--r--    1 tvd      wheel        4582 Jun 10 18:52 60_whitelist.cf
--rw-r--r--    1 tvd      wheel       47611 Jun 26 18:58 70_broken_rules.cf
--rw-r--r--    1 tvd      wheel        1841 Jul  1 06:44 70_cvs_rules_under_test.cf
--rw-r--r--    1 tvd      wheel         302 Jun  8 21:28 local.cf
--rw-r--r--    1 tvd      wheel        4841 Mar 30 00:08 regression_tests.cf
+-rw-r--r--  1 stern stern  6002 Jun 29 10:02 10_misc.cf
+-rw-r--r--  1 stern stern  1602 Jun 29 10:02 20_anti_ratware.cf
+-rw-r--r--  1 stern stern  9654 Jun 29 10:02 20_body_tests.cf
+-rw-r--r--  1 stern stern  1613 Jun 29 10:02 20_compensate.cf
+-rw-r--r--  1 stern stern 11769 Aug  5 00:48 20_dnsbl_tests.cf
+-rw-r--r--  1 stern stern 17307 Jul 26 09:52 20_drugs.cf
+-rw-r--r--  1 stern stern 11617 Jun 29 10:02 20_fake_helo_tests.cf
+-rw-r--r--  1 stern stern 36642 Aug  3 14:04 20_head_tests.cf
+-rw-r--r--  1 stern stern 17714 Jun 29 10:02 20_html_tests.cf
+-rw-r--r--  1 stern stern 11818 Aug  3 14:04 20_meta_tests.cf
+-rw-r--r--  1 stern stern 30422 Jun 29 10:02 20_phrases.cf
+-rw-r--r--  1 stern stern  5864 Jun 29 10:02 20_porn.cf
+-rw-r--r--  1 stern stern 15704 Jul 12 11:53 20_ratware.cf
+-rw-r--r--  1 stern stern  5962 Jun 29 10:02 20_uri_tests.cf
+-rw-r--r--  1 stern stern  2334 Jun 29 10:02 23_bayes.cf
+-rw-r--r--  1 stern stern  9114 Jun 29 10:02 25_body_tests_es.cf
+-rw-r--r--  1 stern stern  2735 Jun 29 10:02 25_hashcash.cf
+-rw-r--r--  1 stern stern  2301 Jun 29 10:02 25_spf.cf
+-rw-r--r--  1 stern stern  2615 Jun 29 10:02 25_uribl.cf
+-rw-r--r--  1 stern stern 66596 Jul 26 09:52 30_text_de.cf
+-rw-r--r--  1 stern stern 54889 Aug  5 00:48 30_text_fr.cf
+-rw-r--r--  1 stern stern 73303 Jun 29 10:02 30_text_nl.cf
+-rw-r--r--  1 stern stern 47133 Jun 29 10:02 30_text_pl.cf
+-rw-r--r--  1 stern stern 35839 Aug  5 10:26 50_scores.cf
+-rw-r--r--  1 stern stern  6884 Jun 29 10:02 60_whitelist.cf
+-rw-r--r--  1 stern stern 47157 Jun 29 10:02 70_broken_rules.cf
+-rw-r--r--  1 stern stern 12926 Jul 26 09:52 70_testing.cf
+-rw-r--r--  1 stern stern   342 Jun 29 10:02 local.cf
+-rw-r--r--  1 stern stern  3696 Jun 29 10:02 regression_tests.cf

Modified: spamassassin/trunk/rules/STATISTICS-set3.txt
==============================================================================
--- spamassassin/trunk/rules/STATISTICS-set3.txt	(original)
+++ spamassassin/trunk/rules/STATISTICS-set3.txt	Mon Aug  9 15:27:18 2004
@@ -3,1054 +3,991 @@
 Classification success on test corpora, at default threshold:
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  15550  46.59%  (99.90% of non-spam corpus)
-# Correctly spam:      17648  52.87%  (99.08% of spam corpus)
-# False positives:        15  0.04%  (0.10% of nonspam,   1133 weighted)
-# False negatives:       164  0.49%  (0.92% of spam,    437 weighted)
-# TCR: 74.527197  SpamRecall: 99.079%  SpamPrec: 99.915%  FP: 0.04%  FN: 0.49%
+# Correctly non-spam:  29443  99.97%
+# Correctly spam:      27220  97.53%
+# False positives:         9  0.03%
+# False negatives:       688  2.47%
+# TCR(l=50): 24.523726  SpamRecall: 97.535%  SpamPrec: 99.967%
 
 Results on test corpora at various alternative thresholds:
 
 # SUMMARY for threshold -4.0:
-# Correctly non-spam:  13393  40.13%  (86.05% of non-spam corpus)
-# Correctly spam:      17810  53.36%  (99.99% of spam corpus)
-# False positives:      2172  6.51%  (13.95% of nonspam, -47156 weighted)
-# False negatives:         2  0.01%  (0.01% of spam,     -9 weighted)
-# TCR: 1.639845  SpamRecall: 99.989%  SpamPrec: 89.130%  FP: 6.51%  FN: 0.01%
+# Correctly non-spam:   1261  4.28%
+# Correctly spam:      27906  99.99%
+# False positives:     28191  95.72%
+# False negatives:         2  0.01%
+# TCR(l=50): 0.019799  SpamRecall: 99.993%  SpamPrec: 49.746%
 
 # SUMMARY for threshold -3.0:
-# Correctly non-spam:  14336  42.95%  (92.10% of non-spam corpus)
-# Correctly spam:      17809  53.36%  (99.98% of spam corpus)
-# False positives:      1229  3.68%  (7.90% of nonspam,  -8163 weighted)
-# False negatives:         3  0.01%  (0.02% of spam,    -13 weighted)
-# TCR: 2.897202  SpamRecall: 99.983%  SpamPrec: 93.544%  FP: 3.68%  FN: 0.01%
+# Correctly non-spam:   1302  4.42%
+# Correctly spam:      27906  99.99%
+# False positives:     28150  95.58%
+# False negatives:         2  0.01%
+# TCR(l=50): 0.019828  SpamRecall: 99.993%  SpamPrec: 49.782%
 
 # SUMMARY for threshold -2.0:
-# Correctly non-spam:  14724  44.11%  (94.60% of non-spam corpus)
-# Correctly spam:      17807  53.35%  (99.97% of spam corpus)
-# False positives:       841  2.52%  (5.40% of nonspam,   3041 weighted)
-# False negatives:         5  0.01%  (0.03% of spam,    -17 weighted)
-# TCR: 4.230879  SpamRecall: 99.972%  SpamPrec: 95.490%  FP: 2.52%  FN: 0.01%
+# Correctly non-spam:  23020  78.16%
+# Correctly spam:      27899  99.97%
+# False positives:      6432  21.84%
+# False negatives:         9  0.03%
+# TCR(l=50): 0.086776  SpamRecall: 99.968%  SpamPrec: 81.265%
 
 # SUMMARY for threshold -1.0:
-# Correctly non-spam:  14946  44.78%  (96.02% of non-spam corpus)
-# Correctly spam:      17800  53.33%  (99.93% of spam corpus)
-# False positives:       619  1.85%  (3.98% of nonspam,   6639 weighted)
-# False negatives:        12  0.04%  (0.07% of spam,    -27 weighted)
-# TCR: 5.732861  SpamRecall: 99.933%  SpamPrec: 96.639%  FP: 1.85%  FN: 0.04%
+# Correctly non-spam:  25284  85.85%
+# Correctly spam:      27892  99.94%
+# False positives:      4168  14.15%
+# False negatives:        16  0.06%
+# TCR(l=50): 0.133905  SpamRecall: 99.943%  SpamPrec: 86.999%
 
 # SUMMARY for threshold 0.0:
-# Correctly non-spam:  15105  45.26%  (97.04% of non-spam corpus)
-# Correctly spam:      17796  53.32%  (99.91% of spam corpus)
-# False positives:       460  1.38%  (2.96% of nonspam,   7686 weighted)
-# False negatives:        16  0.05%  (0.09% of spam,    -28 weighted)
-# TCR: 7.690846  SpamRecall: 99.910%  SpamPrec: 97.480%  FP: 1.38%  FN: 0.05%
+# Correctly non-spam:  26235  89.08%
+# Correctly spam:      27888  99.93%
+# False positives:      3217  10.92%
+# False negatives:        20  0.07%
+# TCR(l=50): 0.173482  SpamRecall: 99.928%  SpamPrec: 89.658%
 
 # SUMMARY for threshold 1.0:
-# Correctly non-spam:  15348  45.98%  (98.61% of non-spam corpus)
-# Correctly spam:      17786  53.29%  (99.85% of spam corpus)
-# False positives:       217  0.65%  (1.39% of nonspam,   6787 weighted)
-# False negatives:        26  0.08%  (0.15% of spam,    -25 weighted)
-# TCR: 16.032403  SpamRecall: 99.854%  SpamPrec: 98.795%  FP: 0.65%  FN: 0.08%
+# Correctly non-spam:  29042  98.61%
+# Correctly spam:      27787  99.57%
+# False positives:       410  1.39%
+# False negatives:       121  0.43%
+# TCR(l=50): 1.353378  SpamRecall: 99.566%  SpamPrec: 98.546%
 
 # SUMMARY for threshold 2.0:
-# Correctly non-spam:  15444  46.27%  (99.22% of non-spam corpus)
-# Correctly spam:      17764  53.22%  (99.73% of spam corpus)
-# False positives:       121  0.36%  (0.78% of nonspam,   5130 weighted)
-# False negatives:        48  0.14%  (0.27% of spam,      8 weighted)
-# TCR: 27.277182  SpamRecall: 99.731%  SpamPrec: 99.323%  FP: 0.36%  FN: 0.14%
+# Correctly non-spam:  29277  99.41%
+# Correctly spam:      27696  99.24%
+# False positives:       175  0.59%
+# False negatives:       212  0.76%
+# TCR(l=50): 3.114037  SpamRecall: 99.240%  SpamPrec: 99.372%
 
 # SUMMARY for threshold 3.0:
-# Correctly non-spam:  15494  46.42%  (99.54% of non-spam corpus)
-# Correctly spam:      17739  53.15%  (99.59% of spam corpus)
-# False positives:        71  0.21%  (0.46% of nonspam,   3654 weighted)
-# False negatives:        73  0.22%  (0.41% of spam,     70 weighted)
-# TCR: 41.616822  SpamRecall: 99.590%  SpamPrec: 99.601%  FP: 0.21%  FN: 0.22%
+# Correctly non-spam:  29372  99.73%
+# Correctly spam:      27612  98.94%
+# False positives:        80  0.27%
+# False negatives:       296  1.06%
+# TCR(l=50): 6.496276  SpamRecall: 98.939%  SpamPrec: 99.711%
 
 # SUMMARY for threshold 4.0:
-# Correctly non-spam:  15529  46.53%  (99.77% of non-spam corpus)
-# Correctly spam:      17697  53.02%  (99.35% of spam corpus)
-# False positives:        36  0.11%  (0.23% of nonspam,   2250 weighted)
-# False negatives:       115  0.34%  (0.65% of spam,    217 weighted)
-# TCR: 60.379661  SpamRecall: 99.354%  SpamPrec: 99.797%  FP: 0.11%  FN: 0.34%
+# Correctly non-spam:  29420  99.89%
+# Correctly spam:      27432  98.29%
+# False positives:        32  0.11%
+# False negatives:       476  1.71%
+# TCR(l=50): 13.443160  SpamRecall: 98.294%  SpamPrec: 99.883%
 
 # SUMMARY for threshold 4.5:
-# Correctly non-spam:  15536  46.55%  (99.81% of non-spam corpus)
-# Correctly spam:      17673  52.95%  (99.22% of spam corpus)
-# False positives:        29  0.09%  (0.19% of nonspam,   1909 weighted)
-# False negatives:       139  0.42%  (0.78% of spam,    319 weighted)
-# TCR: 62.718310  SpamRecall: 99.220%  SpamPrec: 99.836%  FP: 0.09%  FN: 0.42%
+# Correctly non-spam:  29437  99.95%
+# Correctly spam:      27352  98.01%
+# False positives:        15  0.05%
+# False negatives:       556  1.99%
+# TCR(l=50): 21.369066  SpamRecall: 98.008%  SpamPrec: 99.945%
 
 # SUMMARY for threshold 5.5:
-# Correctly non-spam:  15551  46.59%  (99.91% of non-spam corpus)
-# Correctly spam:      17618  52.78%  (98.91% of spam corpus)
-# False positives:        14  0.04%  (0.09% of nonspam,   1076 weighted)
-# False negatives:       194  0.58%  (1.09% of spam,    595 weighted)
-# TCR: 67.469697  SpamRecall: 98.911%  SpamPrec: 99.921%  FP: 0.04%  FN: 0.58%
+# Correctly non-spam:  29444  99.97%
+# Correctly spam:      27092  97.08%
+# False positives:         8  0.03%
+# False negatives:       816  2.92%
+# TCR(l=50): 22.950658  SpamRecall: 97.076%  SpamPrec: 99.970%
 
 # SUMMARY for threshold 6.0:
-# Correctly non-spam:  15556  46.61%  (99.94% of non-spam corpus)
-# Correctly spam:      17579  52.67%  (98.69% of spam corpus)
-# False positives:         9  0.03%  (0.06% of nonspam,    743 weighted)
-# False negatives:       233  0.70%  (1.31% of spam,    819 weighted)
-# TCR: 64.071942  SpamRecall: 98.692%  SpamPrec: 99.949%  FP: 0.03%  FN: 0.70%
+# Correctly non-spam:  29447  99.98%
+# Correctly spam:      26931  96.50%
+# False positives:         5  0.02%
+# False negatives:       977  3.50%
+# TCR(l=50): 22.744906  SpamRecall: 96.499%  SpamPrec: 99.981%
 
 # SUMMARY for threshold 6.5:
-# Correctly non-spam:  15560  46.62%  (99.97% of non-spam corpus)
-# Correctly spam:      17522  52.50%  (98.37% of spam corpus)
-# False positives:         5  0.01%  (0.03% of nonspam,    452 weighted)
-# False negatives:       290  0.87%  (1.63% of spam,   1175 weighted)
-# TCR: 56.546032  SpamRecall: 98.372%  SpamPrec: 99.971%  FP: 0.01%  FN: 0.87%
+# Correctly non-spam:  29449  99.99%
+# Correctly spam:      26751  95.85%
+# False positives:         3  0.01%
+# False negatives:      1157  4.15%
+# TCR(l=50): 21.352716  SpamRecall: 95.854%  SpamPrec: 99.989%
 
 # SUMMARY for threshold 7.0:
-# Correctly non-spam:  15560  46.62%  (99.97% of non-spam corpus)
-# Correctly spam:      17478  52.37%  (98.12% of spam corpus)
-# False positives:         5  0.01%  (0.03% of nonspam,    452 weighted)
-# False negatives:       334  1.00%  (1.88% of spam,   1472 weighted)
-# TCR: 49.615599  SpamRecall: 98.125%  SpamPrec: 99.971%  FP: 0.01%  FN: 1.00%
+# Correctly non-spam:  29451  100.00%
+# Correctly spam:      26514  95.01%
+# False positives:         1  0.00%
+# False negatives:      1394  4.99%
+# TCR(l=50): 19.326870  SpamRecall: 95.005%  SpamPrec: 99.996%
 
 # SUMMARY for threshold 8.0:
-# Correctly non-spam:  15563  46.63%  (99.99% of non-spam corpus)
-# Correctly spam:      17363  52.02%  (97.48% of spam corpus)
-# False positives:         2  0.01%  (0.01% of nonspam,    194 weighted)
-# False negatives:       449  1.35%  (2.52% of spam,   2338 weighted)
-# TCR: 38.806100  SpamRecall: 97.479%  SpamPrec: 99.988%  FP: 0.01%  FN: 1.35%
+# Correctly non-spam:  29452  100.00%
+# Correctly spam:      26031  93.27%
+# False positives:         0  0.00%
+# False negatives:      1877  6.73%
+# TCR(l=50): 14.868407  SpamRecall: 93.274%  SpamPrec: 100.000%
 
 # SUMMARY for threshold 9.0:
-# Correctly non-spam:  15565  46.63%  (100.00% of non-spam corpus)
-# Correctly spam:      17221  51.60%  (96.68% of spam corpus)
-# False positives:         0  0.00%  (0.00% of nonspam,      0 weighted)
-# False negatives:       591  1.77%  (3.32% of spam,   3544 weighted)
-# TCR: 30.138748  SpamRecall: 96.682%  SpamPrec: 100.000%  FP: 0.00%  FN: 1.77%
+# Correctly non-spam:  29452  100.00%
+# Correctly spam:      25486  91.32%
+# False positives:         0  0.00%
+# False negatives:      2422  8.68%
+# TCR(l=50): 11.522709  SpamRecall: 91.321%  SpamPrec: 100.000%
 
 # SUMMARY for threshold 10.0:
-# Correctly non-spam:  15565  46.63%  (100.00% of non-spam corpus)
-# Correctly spam:      17076  51.16%  (95.87% of spam corpus)
-# False positives:         0  0.00%  (0.00% of nonspam,      0 weighted)
-# False negatives:       736  2.21%  (4.13% of spam,   4924 weighted)
-# TCR: 24.201087  SpamRecall: 95.868%  SpamPrec: 100.000%  FP: 0.00%  FN: 2.21%
+# Correctly non-spam:  29452  100.00%
+# Correctly spam:      24850  89.04%
+# False positives:         0  0.00%
+# False negatives:      3058  10.96%
+# TCR(l=50): 9.126226  SpamRecall: 89.043%  SpamPrec: 100.000%
 
 # SUMMARY for threshold 12.0:
-# Correctly non-spam:  15565  46.63%  (100.00% of non-spam corpus)
-# Correctly spam:      16540  49.56%  (92.86% of spam corpus)
-# False positives:         0  0.00%  (0.00% of nonspam,      0 weighted)
-# False negatives:      1272  3.81%  (7.14% of spam,  10870 weighted)
-# TCR: 14.003145  SpamRecall: 92.859%  SpamPrec: 100.000%  FP: 0.00%  FN: 3.81%
+# Correctly non-spam:  29452  100.00%
+# Correctly spam:      23527  84.30%
+# False positives:         0  0.00%
+# False negatives:      4381  15.70%
+# TCR(l=50): 6.370235  SpamRecall: 84.302%  SpamPrec: 100.000%
 
 # SUMMARY for threshold 15.0:
-# Correctly non-spam:  15565  46.63%  (100.00% of non-spam corpus)
-# Correctly spam:      15252  45.70%  (85.63% of spam corpus)
-# False positives:         0  0.00%  (0.00% of nonspam,      0 weighted)
-# False negatives:      2560  7.67%  (14.37% of spam,  28423 weighted)
-# TCR: 6.957813  SpamRecall: 85.628%  SpamPrec: 100.000%  FP: 0.00%  FN: 7.67%
+# Correctly non-spam:  29452  100.00%
+# Correctly spam:      21213  76.01%
+# False positives:         0  0.00%
+# False negatives:      6695  23.99%
+# TCR(l=50): 4.168484  SpamRecall: 76.010%  SpamPrec: 100.000%
 
 # SUMMARY for threshold 17.0:
-# Correctly non-spam:  15565  46.63%  (100.00% of non-spam corpus)
-# Correctly spam:      14208  42.57%  (79.77% of spam corpus)
-# False positives:         0  0.00%  (0.00% of nonspam,      0 weighted)
-# False negatives:      3604  10.80%  (20.23% of spam,  45163 weighted)
-# TCR: 4.942286  SpamRecall: 79.766%  SpamPrec: 100.000%  FP: 0.00%  FN: 10.80%
+# Correctly non-spam:  29452  100.00%
+# Correctly spam:      19623  70.31%
+# False positives:         0  0.00%
+# False negatives:      8285  29.69%
+# TCR(l=50): 3.368497  SpamRecall: 70.313%  SpamPrec: 100.000%
 
 # SUMMARY for threshold 20.0:
-# Correctly non-spam:  15565  46.63%  (100.00% of non-spam corpus)
-# Correctly spam:      12566  37.65%  (70.55% of spam corpus)
-# False positives:         0  0.00%  (0.00% of nonspam,      0 weighted)
-# False negatives:      5246  15.72%  (29.45% of spam,  75495 weighted)
-# TCR: 3.395349  SpamRecall: 70.548%  SpamPrec: 100.000%  FP: 0.00%  FN: 15.72%
+# Correctly non-spam:  29452  100.00%
+# Correctly spam:      17301  61.99%
+# False positives:         0  0.00%
+# False negatives:     10607  38.01%
+# TCR(l=50): 2.631093  SpamRecall: 61.993%  SpamPrec: 100.000%
 
 
-Test hit frequencies, for spam and nonspam corpora:
+Test hit frequencies, for spam and ham corpora:
 (note: S/O indicates ratio of spam hits to overall hits for
 each test, where 0.0 = hits only non-spam and 1.0 = hits only spam,
 and the 'score' field should be ignored.)
 
 OVERALL%   SPAM%     HAM%     S/O    RANK   SCORE  NAME
- 300403   160316   140087    0.534   0.00    0.00  (all messages)
-100.000  53.3670  46.6330    0.534   0.00    0.00  (all messages as %)
- 44.741   0.0861  95.8440    0.001   1.00   -5.20  BAYES_00
- 48.689  91.2161   0.0200    1.000   1.00    3.01  BAYES_99
- 37.316  69.7554   0.1913    0.997   0.96    0.89  RAZOR2_CF_RANGE_51_100
- 41.008  76.3411   0.5718    0.993   0.96    0.67  RAZOR2_CHECK
- 30.016  55.9401   0.3476    0.994   0.93    0.95  RCVD_IN_DSBL
- 23.700  44.2183   0.2199    0.995   0.92    0.95  RCVD_IN_SORBS_HTTP
- 39.130  72.0858   1.4163    0.981   0.92    0.67  MIME_HTML_ONLY
- 16.164  30.2877   0.0007    1.000   0.91    4.50  DATE_SPAMWARE_Y2K
- 16.413  30.7405   0.0164    0.999   0.91    1.10  MIME_HTML_ONLY_MULTI
- 20.627  38.4397   0.2420    0.994   0.91    0.95  RCVD_IN_NJABL_PROXY
- 18.256  34.0241   0.2120    0.994   0.90    0.43  RCVD_IN_SORBS_MISC
- 11.956  22.3852   0.0214    0.999   0.90    2.95  FORGED_MUA_OUTLOOK
- 10.999  20.5956   0.0164    0.999   0.90    1.10  FORGED_OUTLOOK_HTML
- 10.858  20.3336   0.0136    0.999   0.90    0.99  DCC_CHECK
- 18.361  34.1594   0.2805    0.992   0.90    0.61  MISSING_MIMEOLE
- 10.199  19.0973   0.0157    0.999   0.90    1.10  FORGED_OUTLOOK_TAGS
-  6.938  12.9968   0.0050    1.000   0.89    4.40  OBFUSCATING_COMMENT
-  6.941  12.9937   0.0136    0.999   0.89    3.70  RCVD_IN_OPM
- 23.722  43.7904   0.7552    0.983   0.89    1.06  MIME_HTML_NO_CHARSET
-  7.962  14.8868   0.0378    0.997   0.89    3.67  MSGID_FROM_MTA_SHORT
-  5.790  10.8398   0.0114    0.999   0.89    3.70  RCVD_IN_OPM_HTTP
-  5.856  10.9621   0.0128    0.999   0.89    2.75  HTML_IMAGE_ONLY_02
-  4.350   8.1495   0.0014    1.000   0.88    4.40  MSGID_OUTLOOK_INVALID
-  5.770  10.7893   0.0250    0.998   0.88    2.87  USERPASS
-  4.124   7.7229   0.0064    0.999   0.88    3.70  RCVD_IN_OPM_HTTP_POST
-  2.348   4.3988   0.0000    1.000   0.88    4.30  RATWARE_OE_PI
-  2.753   5.1554   0.0029    0.999   0.88    3.70  RCVD_IN_OPM_SOCKS
-  2.055   3.8505   0.0007    1.000   0.88    1.11  FROM_NUM_AT_WEBMAIL
-  1.735   3.2517   0.0000    1.000   0.88    4.40  MSGID_SPAM_ZEROES
-  3.462   6.4785   0.0107    0.998   0.88    1.12  MIME_HEADER_CTYPE_ONLY
-  1.907   3.5736   0.0007    1.000   0.88    4.40  EMAIL_ROT13
-  9.589  17.8497   0.1349    0.992   0.88    0.94  HTML_FONT_INVISIBLE
-  2.203   4.1250   0.0029    0.999   0.88    3.42  IMPOTENCE
-  2.494   4.6695   0.0050    0.999   0.88    1.10  MONEY_BACK
-  9.521  17.7206   0.1378    0.992   0.88    1.05  REMOVE_PAGE
-  1.276   2.3915   0.0000    1.000   0.88    4.30  MSGID_SPAM_99X9XX99
-  1.258   2.3578   0.0000    1.000   0.88    4.30  FORGED_THEBAT_HTML
-  1.215   2.2768   0.0000    1.000   0.88    4.30  FORGED_IMS_HTML
-  1.211   2.2699   0.0000    1.000   0.88    4.10  RATWARE_EGROUPS
-  4.809   8.9841   0.0307    0.997   0.88    1.11  HTML_MIME_NO_HTML_TAG
-  1.128   2.1133   0.0000    1.000   0.88    4.30  FORGED_MUA_THEBAT_BOUN
-  1.123   2.1040   0.0000    1.000   0.88    4.30  HEAD_ILLEGAL_CHARS
-  1.204   0.0006   2.5805    0.000   0.88   -4.30  HABEAS_SWE
-  1.000   1.8738   0.0000    1.000   0.88    4.30  YAHOO_REDIR
-  0.978   1.8320   0.0000    1.000   0.88    1.10  RATWARE_HASH_DASH
-  5.191   9.6927   0.0385    0.996   0.88    1.10  MIME_BASE64_TEXT
-  4.384   8.1926   0.0264    0.997   0.88    1.90  HTML_IMAGE_ONLY_04
-  0.874   1.6380   0.0000    1.000   0.88    4.30  FORGED_IMS_TAGS
-  1.401   2.6236   0.0014    0.999   0.88    4.30  FORGED_MUA_AOL_FROM
-  0.798   1.4958   0.0000    1.000   0.88    4.30  RCVD_AM_PM
-  0.696   1.3049   0.0000    1.000   0.88    4.30  WRINKLES
-  1.666   3.1195   0.0029    0.999   0.88    1.10  ONLINE_PHARMACY
-  0.663   1.2432   0.0000    1.000   0.88    4.30  FROM_OFFERS
-  1.037   1.9418   0.0007    1.000   0.88    4.30  GENERIC_VIAGRA
-  0.615   1.1521   0.0000    1.000   0.88    4.30  FORGED_AOL_RCVD
-  1.416   2.6510   0.0021    0.999   0.88    2.09  FORGED_MUA_OIMO
-  2.170   4.0601   0.0064    0.998   0.88    4.11  FAKE_HELO_MAIL_COM
-  0.428   0.8022   0.0000    1.000   0.87    0.70  SENT_IN_COMPLIANCE
-  0.425   0.7972   0.0000    1.000   0.87    4.30  WITH_LC_SMTP
-  0.855   1.6012   0.0007    1.000   0.87    4.30  FROM_ILLEGAL_CHARS
-  0.373   0.6986   0.0000    1.000   0.87    2.90  NEVER_ANOTHER
-  0.367   0.6880   0.0000    1.000   0.87    3.70  RCVD_IN_OPM_WINGATE
-  0.366   0.6849   0.0000    1.000   0.87    2.90  COMPETE
-  0.351   0.6575   0.0000    1.000   0.87    2.90  NO_CREDIT_CHECK
-  3.668   6.8552   0.0214    0.997   0.87    1.59  FRONTPAGE
-  0.333   0.6238   0.0000    1.000   0.87    2.90  FORGED_RCVD_FROM_NUM
-  0.328   0.6144   0.0000    1.000   0.87    2.80  RATWARE_STORM_URI
-  0.327   0.6132   0.0000    1.000   0.87    2.90  RATWARE_JPFREE
-  0.317   0.5945   0.0000    1.000   0.87    2.90  MIME_BOUND_MANY_HEX
-  0.311   0.5832   0.0000    1.000   0.87    2.90  FORGED_YAHOO_RCVD_SMTP
-  0.308   0.5764   0.0000    1.000   0.87    2.90  REMOVE_POSTAL
-  0.810   1.5164   0.0007    1.000   0.87    4.30  CONFIRMED_FORGED
-  0.299   0.5608   0.0000    1.000   0.87    2.90  OBSCURED_EMAIL
-  0.291   0.5452   0.0000    1.000   0.87    3.66  KOREAN_UCE_SUBJECT
-  2.853   5.3345   0.0128    0.998   0.87    1.10  HTTP_ESCAPED_HOST
-  0.267   0.4996   0.0000    1.000   0.87    2.90  ORDER_REPORT
-  0.265   0.4959   0.0000    1.000   0.87    2.90  COPY_ACCURATELY
-  0.259   0.4853   0.0000    1.000   0.87    2.90  MULTI_FORGED
-  0.257   0.4809   0.0000    1.000   0.87    2.90  FREE_QUOTE_INSTANT
-  0.246   0.4616   0.0000    1.000   0.87    2.90  X_LIST_UNSUBSCRIBE
-  1.233   2.3092   0.0021    0.999   0.87    4.30  CONSOLIDATE_DEBT
-  0.238   0.4466   0.0000    1.000   0.87    2.80  FAKE_HELO_EXCITE
-  0.759   1.4209   0.0007    0.999   0.87    3.60  LOSEBODYFAT
-  0.201   0.3774   0.0000    1.000   0.87    2.90  USERNAME_IN_SUBJECT
-  0.193   0.3618   0.0000    1.000   0.87    2.90  URI_BANNEDCD
-  0.166   0.3113   0.0000    1.000   0.87    2.90  FAKED_UNDISC_RECIPS
-  0.163   0.3063   0.0000    1.000   0.87    2.90  RATWARE_EXISCAN_FORGED
-  0.150   0.2819   0.0000    1.000   0.87    2.90  X_ORIG_HOST
-  0.147   0.2751   0.0000    1.000   0.87    2.90  RATWARE_OE_MALFORMED
-  0.144   0.2707   0.0000    1.000   0.87    2.90  RATWARE_BAD_REFS
-  0.144   0.2695   0.0000    1.000   0.87    2.90  USE_IDENTITY
-  0.142   0.2670   0.0000    1.000   0.87    2.90  HTML_COMMENT_SKY
-  0.134   0.2514   0.0000    1.000   0.87    2.90  YOU_CAN_SEARCH
-  0.121   0.2271   0.0000    1.000   0.87    2.90  DIG_UP_INFO
-  0.118   0.2214   0.0000    1.000   0.87    2.90  MIME_BOUND_OPTIN
-  0.117   0.2189   0.0000    1.000   0.87    2.90  MSGID_SPAM_6LETTER
-  0.102   0.1915   0.0000    1.000   0.87    2.90  EXCUSE_23
-  0.098   0.1840   0.0000    1.000   0.87    2.90  CREDITORS_CALLING
-  0.090   0.1690   0.0000    1.000   0.87    2.90  URI_PXLG
-  0.090   0.1678   0.0000    1.000   0.87    2.90  HIDDEN_ASSETS
-  0.089   0.1665   0.0000    1.000   0.87    2.90  CHINA_HEADER
-  0.087   0.1634   0.0000    1.000   0.87    2.90  STOP_SNORING
-  0.087   0.1628   0.0000    1.000   0.87    2.90  RATWARE_X_SCANNER
-  0.086   0.1616   0.0000    1.000   0.87    1.95  MIME_BOUND_RKFINDY
-  0.083   0.1559   0.0000    1.000   0.87    0.80  NOT_MLM
-  0.081   0.1510   0.0000    1.000   0.87    2.84  SUBJ_YOUR_FAMILY
-  0.076   0.1416   0.0000    1.000   0.87    2.90  VIAGRA_COMBO
-  0.072   0.1347   0.0000    1.000   0.87    2.90  READ_TO_END
-  0.071   0.1322   0.0000    1.000   0.87    2.90  AMATEUR_PORN
-  0.069   0.1285   0.0000    1.000   0.87    2.90  RCVD_6_CAPS_ESMTP_ID
-  0.068   0.1279   0.0000    1.000   0.87    2.90  FORGED_JUNO_FROM
-  0.066   0.1235   0.0000    1.000   0.87    2.90  FORGED_MX_HOTMAIL
-  0.065   0.1223   0.0000    1.000   0.87    2.90  HARDCORE_PORN
-  0.065   0.1210   0.0000    1.000   0.87    2.90  RATWARE_JIXING
-  0.064   0.1198   0.0000    1.000   0.87    2.55  FAKE_HELO_JUNO
-  0.063   0.1179   0.0000    1.000   0.87    2.90  MIME_ODD_CASE
-  0.059   0.1110   0.0000    1.000   0.87    2.90  MEGA_SITE
-  0.059   0.1098   0.0000    1.000   0.87    2.90  EXCUSE_22
-  0.059   0.1098   0.0000    1.000   0.87    2.90  X_PRI_MISMATCH_HI
-  0.058   0.1092   0.0000    1.000   0.87    2.90  NONEXISTENT_CHARSET
-  1.455   2.7227   0.0036    0.999   0.87    1.75  INVALID_DATE_TZ_ABSURD
-  0.057   0.1067   0.0000    1.000   0.87    1.75  MSGID_FROM_MTA_HOTMAIL
-  0.054   0.1011   0.0000    1.000   0.87    2.80  NO_INVENTORY
-  0.053   0.0992   0.0000    1.000   0.87    2.90  NOT_ADVISOR
-  0.052   0.0973   0.0000    1.000   0.87    2.90  UCE_MAIL_ACT
-  0.049   0.0923   0.0000    1.000   0.87    2.90  RATWARE_MMAILER
-  0.049   0.0911   0.0000    1.000   0.87    2.90  X_PRECEDENCE_REF
-  0.046   0.0867   0.0000    1.000   0.87    2.90  VERY_SUSP_RECIPS
-  0.046   0.0855   0.0000    1.000   0.87    2.90  BTAMAIL_URL
-  0.043   0.0798   0.0000    1.000   0.87    0.00  RCVD_IN_SORBS_SOCKS
-  0.043   0.0798   0.0000    1.000   0.87    2.80  FORGED_EUDORAMAIL_RCVD
-  0.042   0.0780   0.0000    1.000   0.87    2.90  X_X_PRESENT
-  0.040   0.0742   0.0000    1.000   0.87    2.90  TO_TXT
-  0.039   0.0724   0.0000    1.000   0.87    1.43  FREE_PASSWORD
-  0.038   0.0711   0.0000    1.000   0.87    2.61  FREE_WEBSITE
-  0.038   0.0705   0.0000    1.000   0.87    2.90  MDAEMON_2_7_4
-  0.037   0.0686   0.0000    1.000   0.87    2.24  COMPARE_RATES
-  0.036   0.0674   0.0000    1.000   0.87    2.90  RECEIVE_EMAIL
-  0.035   0.0661   0.0000    1.000   0.87    2.90  MORTGAGE_LINKS
-  0.034   0.0630   0.0000    1.000   0.87    2.90  OUR_STRICT_ANTI
-  0.034   0.0630   0.0000    1.000   0.87    1.94  EXCUSE_21
-  0.033   0.0624   0.0000    1.000   0.87    2.90  URI_DOLLARMACHINE
-  0.033   0.0618   0.0000    1.000   0.87    2.90  X_PMFLAGS_PRESENT
-  0.033   0.0611   0.0000    1.000   0.87    2.90  RATWARE_XMAILER
-  0.032   0.0599   0.0000    1.000   0.87    2.90  FREE_INVESTMENT
-  0.030   0.0568   0.0000    1.000   0.87    2.90  FAKE_HELO_EMAIL_COM
-  0.030   0.0555   0.0000    1.000   0.87    2.90  FORGED_GW05_RCVD
-  1.290   2.4146   0.0029    0.999   0.87    4.30  REVERSE_AGING
-  0.027   0.0511   0.0000    1.000   0.87    2.90  NIGERIAN_BODY_GOVT_3
-  0.027   0.0505   0.0000    1.000   0.87    2.90  NATURAL_VIAGRA
-  0.027   0.0499   0.0000    1.000   0.87    2.90  MSGID_4NUMS_DOLLAR
-  0.027   0.0499   0.0000    1.000   0.87    2.71  RECEIVED_CACHEFLOW
-  0.026   0.0480   0.0000    1.000   0.87    2.90  RATWARE_EMPTY_HELO
-  0.025   0.0462   0.0000    1.000   0.87    2.90  JAPANESE_UCE_SUBJECT
-  0.024   0.0455   0.0000    1.000   0.87    0.00  EXCUSE_15
-  0.024   0.0443   0.0000    1.000   0.87    2.90  FORGED_MUA_APPLEMAIL
-  0.024   0.0443   0.0000    1.000   0.87    2.90  FAKE_HELO_BIGFOOT
-  0.023   0.0437   0.0000    1.000   0.87    2.90  URI_FREEHT
-  0.021   0.0393   0.0000    1.000   0.87    2.23  RESISTANCE_IS_FUTILE
-  0.021   0.0387   0.0000    1.000   0.87    0.00  ANTISPAM_BILL
-  0.021   0.0387   0.0000    1.000   0.87    2.90  MIME_BOUND_MAIL_BOUND
-  0.020   0.0374   0.0000    1.000   0.87    2.90  PORN_MEMBERSHIP
-  0.018   0.0343   0.0000    1.000   0.87    0.98  CONFIDENTIAL_ORDER
-  0.018   0.0337   0.0000    1.000   0.87    2.90  LESBIAN
-  0.016   0.0306   0.0000    1.000   0.87    2.90  ID_UNIQUE
-  0.016   0.0299   0.0000    1.000   0.87    2.90  WE_HATE_SPAM
-  0.015   0.0287   0.0000    1.000   0.87    2.90  X_ENC_PRESENT
-  0.015   0.0274   0.0000    1.000   0.87    0.00  SOME_BREAKTHROUGH
-  0.015   0.0274   0.0000    1.000   0.87    2.90  FAKE_HELO_EUDORAMAIL
-  0.015   0.0274   0.0000    1.000   0.87    1.42  FAKE_HELO_YAHOO_CA
-  0.014   0.0256   0.0000    1.000   0.87    0.00  SECTION_301
-  0.013   0.0250   0.0000    1.000   0.87    2.90  SUBJ_FREE_INSTANT
-  0.013   0.0237   0.0000    1.000   0.87    2.08  MAIL_IN_ORDER_FORM
-  0.013   0.0237   0.0000    1.000   0.87    2.90  HR_3113
-  0.012   0.0231   0.0000    1.000   0.87    2.90  FORGED_TELESP_RCVD
-  0.011   0.0212   0.0000    1.000   0.87    2.90  FAKE_HELO_CARAMAIL
-  0.011   0.0200   0.0000    1.000   0.87    2.90  MSGID_SPAM_1
-  0.011   0.0200   0.0000    1.000   0.87    2.90  FAKED_IP_IN_RCVD
-  0.010   0.0187   0.0000    1.000   0.87    2.90  RECEIVED_IDENT_SQUID
-  0.010   0.0187   0.0000    1.000   0.87    2.80  STRONG_BUY
-  0.010   0.0187   0.0000    1.000   0.87    0.00  URGENT_BIZ
-  0.642   1.2032   0.0007    0.999   0.87    1.10  WE_HONOR_ALL
-  0.009   0.0175   0.0000    1.000   0.87    2.90  PORN_6
-  0.009   0.0168   0.0000    1.000   0.87    2.90  LOTS_OF_CC_LINES
-  0.009   0.0162   0.0000    1.000   0.87    1.45  TAKE_ACTION_NOW
-  0.009   0.0162   0.0000    1.000   0.87    2.90  RATWARE_SCREWUP_1
-  0.008   0.0150   0.0000    1.000   0.87    2.90  MARKUP_RAND
-  0.008   0.0150   0.0000    1.000   0.87    2.90  RATWARE_STORM
-  0.008   0.0150   0.0000    1.000   0.87    2.90  FRIEND_AT_PUBLIC
-  0.008   0.0150   0.0000    1.000   0.87    2.90  X_STORMPOST_TO
-  0.007   0.0137   0.0000    1.000   0.87    2.29  FAKE_HELO_MAILCITY
-  0.006   0.0119   0.0000    1.000   0.87    0.00  BETTERMEMORY
-  0.006   0.0119   0.0000    1.000   0.87    2.90  MSGID_3_DOLLARS
-  0.006   0.0112   0.0000    1.000   0.87    2.90  NO_INVESTMENT
-  0.006   0.0112   0.0000    1.000   0.87    2.90  VERB_UP_TO_OR_MORES
-  0.006   0.0112   0.0000    1.000   0.87    2.90  RATWARE_VC_IPA
-  0.006   0.0112   0.0000    1.000   0.87    2.90  RATWARE_EVAMAIL
-  0.006   0.0106   0.0000    1.000   0.87    0.00  RATWARE_HASH_2
-  0.005   0.0094   0.0000    1.000   0.87    0.00  UNDER_BILL_1618
-  0.005   0.0087   0.0000    1.000   0.87    2.90  HR_4176
-  0.005   0.0087   0.0000    1.000   0.87    2.41  RCVD_IN_OPM_ROUTER
-  0.005   0.0087   0.0000    1.000   0.87    0.00  HTML_EMBEDS
-  0.005   0.0087   0.0000    1.000   0.87    0.00  YOU_WON
-  0.004   0.0081   0.0000    1.000   0.87    0.00  SAVINGS
-  0.004   0.0081   0.0000    1.000   0.87    0.00  NA_DOLLARS
-  0.004   0.0075   0.0000    1.000   0.87    1.65  IDENT_NOBODY
-  0.004   0.0069   0.0000    1.000   0.87    2.90  DATE_YEAR_ZERO_FIRST
-  0.003   0.0062   0.0000    1.000   0.87    0.00  FORGED_MUA_MSN
-  0.003   0.0056   0.0000    1.000   0.87    0.00  URI_IS_POUND
-  0.003   0.0050   0.0000    1.000   0.87    2.90  THIS_IS_AN_AD
-  0.002   0.0044   0.0000    1.000   0.87    0.00  WE_HATE_SPAM2
-  0.002   0.0044   0.0000    1.000   0.87    2.90  X_VMP_TEXT
-  0.002   0.0044   0.0000    1.000   0.87    2.90  DAILY_PXE
-  0.002   0.0044   0.0000    1.000   0.87    2.90  OVERWHELMING_GROWTH
-  0.002   0.0031   0.0000    1.000   0.87    0.00  SEE_FOR_YOURSELF
-  0.002   0.0031   0.0000    1.000   0.87    2.90  BTAMAIL_HEADER
-  0.002   0.0031   0.0000    1.000   0.87    0.00  UP_TO_OR_MORES
-  0.001   0.0025   0.0000    1.000   0.87    0.00  PENNIES_A_DAY
-  0.001   0.0025   0.0000    1.000   0.87    0.00  URI_HITBOX
-  0.001   0.0019   0.0000    1.000   0.87    0.00  SUBJ_LIFE_INSURANCE
-  0.001   0.0019   0.0000    1.000   0.87    2.90  EXCUSE_20
-  0.001   0.0012   0.0000    1.000   0.87    0.00  STOCK_PICK
-  0.001   0.0012   0.0000    1.000   0.87    0.00  CONGRATULATIONS
-  0.000   0.0006   0.0000    1.000   0.87    0.00  NO_FORMS
-  0.000   0.0006   0.0000    1.000   0.87    2.90  DAILY_PL
-  0.000   0.0006   0.0000    1.000   0.87  1000.00  GTUBE
-  0.000   0.0006   0.0000    1.000   0.87    2.90  CHINA_URL
-  0.829   1.5519   0.0014    0.999   0.87    4.30  RATWARE_RCVD_LC_ESMTP
-  0.953   1.7840   0.0021    0.999   0.87    1.56  PYZOR_CHECK
-  0.950   1.7784   0.0021    0.999   0.87    1.10  CLICK_TO_REMOVE_1
-  1.351   2.5281   0.0043    0.998   0.87    2.54  SUBJ_VIAGRA
-  0.396   0.7423   0.0007    0.999   0.87    2.90  FINANCIAL
-  0.594   1.1116   0.0014    0.999   0.87    2.90  BZ_TLD
-  1.845   3.4501   0.0086    0.998   0.87    1.10  RECEIVE_OFFER
-  0.347   0.6487   0.0007    0.999   0.87    0.70  RAVAGESOFAGING
-  1.029   1.9256   0.0036    0.998   0.87    2.73  FORGED_RCVD_NET_HELO
-  0.723   1.3523   0.0021    0.998   0.87    1.10  VIAGRA_ONLINE
-  0.514   0.9625   0.0014    0.999   0.87    1.92  FREE_QUOTE
-  2.327   4.3477   0.0143    0.997   0.87    1.10  BANG_GUARANTEE
-  1.769   3.3072   0.0093    0.997   0.87    2.53  TRACKER_ID
-  0.646   1.2089   0.0021    0.998   0.87    3.32  BANG_OPRAH
-  0.261   0.4884   0.0007    0.999   0.87    0.70  NIGERIAN_BODY3
-  0.261   0.4878   0.0007    0.999   0.87    2.90  INVALUABLE_MARKETING
-  0.252   0.4716   0.0007    0.998   0.87    2.90  NUMERIC_HTTP_ADDR
-  1.690   3.1581   0.0093    0.997   0.87    2.06  RCVD_FAKE_HELO_DOTCOM
-  1.278   2.3890   0.0064    0.997   0.87    1.25  FORGED_AOL_HTML
-  0.223   0.4179   0.0007    0.998   0.87    2.36  BANG_QUOTE
-  3.881   7.2388   0.0378    0.995   0.87    1.58  SUBJ_HAS_SPACES
-  1.037   1.9393   0.0050    0.997   0.87    2.15  GUARANTEE
-  0.209   0.3905   0.0007    0.998   0.87    0.25  BILL_1618
-  0.206   0.3849   0.0007    0.998   0.87    2.90  FAKE_HELO_LYCOS
-  2.075   3.8748   0.0143    0.996   0.87    1.59  MIME_HTML_MOSTLY
-  1.375   2.5699   0.0079    0.997   0.87    1.10  FORGED_MUA_IMS
-  0.353   0.6593   0.0014    0.998   0.87    2.90  ADVERT_CODE
-  0.859   1.6056   0.0043    0.997   0.87    1.10  MORTGAGE_BEST
-  1.321   2.4676   0.0079    0.997   0.87    1.15  HTML_LINK_PUSH_HERE
-  1.633   3.0515   0.0107    0.997   0.87    1.10  GUARANTEED_100_PERCENT
-  0.177   0.3306   0.0007    0.998   0.87    0.70  NIGERIAN_BODY4
-  0.136   0.0006   0.2905    0.002   0.87   -0.10  RCVD_IN_BSP_OTHER
-  4.169   7.7715   0.0471    0.994   0.87    1.81  FROM_HAS_MIXED_NUMS3
-  0.162   0.3038   0.0007    0.998   0.87    0.70  EXCUSE_24
-  1.062   1.9836   0.0064    0.997   0.87    2.19  NO_RDNS_DOTCOM_HELO
-  0.767   1.4334   0.0043    0.997   0.87    2.29  URI_OFFERS
-  2.119   3.9559   0.0171    0.996   0.87    1.10  PENIS_ENLARGE
-  0.151   0.2832   0.0007    0.997   0.87    1.87  FORGED_QUALCOMM_TAGS
-  0.635   1.1864   0.0036    0.997   0.87    1.78  INCREASE_SEX
-  1.621   3.0271   0.0121    0.996   0.87    2.15  BANG_EXERCISE
-  0.388   0.7254   0.0021    0.997   0.87    0.70  NIGERIAN_BODY2
-  1.117   2.0853   0.0079    0.996   0.87    1.54  VIAGRA
-  0.372   0.6943   0.0021    0.997   0.87    2.90  LOSE_POUNDS
-  2.160   4.0302   0.0193    0.995   0.87    1.75  DATE_IN_FUTURE_12_24
-  0.133   0.2489   0.0007    0.997   0.87    0.38  CANNOT_BE_SPAM
-  0.253   0.4734   0.0014    0.997   0.87    2.90  JODY
-  0.565   1.0548   0.0036    0.997   0.87    2.75  WHILE_YOU_SLEEP
-  0.126   0.2364   0.0007    0.997   0.87    0.35  BE_BOSS
-  1.294   2.4152   0.0100    0.996   0.87    1.10  HG_HORMONE
-  0.126   0.2352   0.0007    0.997   0.87    0.81  BANKRUPTCY
-  0.337   0.6300   0.0021    0.997   0.87    2.14  SUBJ_YOUR_DEBT
-  0.118   0.2202   0.0007    0.997   0.87    2.90  SUBJ_GUARANTEED
-  0.519   0.9687   0.0036    0.996   0.87    3.25  THE_BEST_RATE
-  0.115   0.2146   0.0007    0.997   0.87    2.90  NOT_INTENDED
-  0.320   0.5976   0.0021    0.996   0.87    1.61  LOW_PAYMENT
-  0.302   0.5639   0.0021    0.996   0.86    1.35  FREE_PORN
-  1.340   2.4994   0.0121    0.995   0.86    1.10  REMOVE_REMOVAL_1WORD
-  2.065   3.8499   0.0214    0.994   0.86    3.61  SUBJ_ILLEGAL_CHARS
-  2.683   5.0007   0.0314    0.994   0.86    1.10  MIME_BASE64_LATIN
-  4.737   8.8101   0.0750    0.992   0.86    0.50  HTML_LINK_CLICK_CAPS
-  0.327   0.0031   0.6974    0.004   0.86   -4.30  RCVD_IN_BSP_TRUSTED
-  0.344   0.6412   0.0029    0.996   0.86    4.30  SORTED_RECIPS
-  0.830   1.5476   0.0079    0.995   0.86    0.88  EXCUSE_REMOVE
- 21.270  39.0048   0.9737    0.976   0.86    0.27  HTML_FONT_BIG
-  0.087   0.1622   0.0007    0.996   0.86    1.78  PORN_15
-  0.170   0.3169   0.0014    0.996   0.86    2.01  REFINANCE_NOW
-  5.297   9.8449   0.0928    0.991   0.86    0.17  CLICK_BELOW_CAPS
-  2.559   4.7662   0.0336    0.993   0.86    1.53  HTML_IMAGE_ONLY_06
-  0.380   0.7098   0.0036    0.995   0.86    0.99  FROM_WEBMAIL_END_NUMS6
-  0.448   0.8352   0.0043    0.995   0.86    3.01  NIGERIAN_BODY1
-  0.076   0.1422   0.0007    0.995   0.86    2.29  APPLY_FREE
-  1.541   2.8706   0.0186    0.994   0.86    0.83  MAILTO_SUBJ_REMOVE
-  0.075   0.1391   0.0007    0.995   0.86    0.76  UNSECURED_CREDIT
-  0.146   0.2726   0.0014    0.995   0.86    0.16  HIDE_WIN_STATUS
-  1.357   2.5275   0.0164    0.994   0.86    0.66  ALL_NATURAL
-  1.146   2.1352   0.0136    0.994   0.86    0.50  REMOVE_REMOVAL_2WORD
-  0.071   0.1316   0.0007    0.995   0.86    2.90  WALAA
-  1.174   2.1882   0.0143    0.994   0.86    2.01  MARKETING_PARTNERS
-  1.708   3.1806   0.0228    0.993   0.86    0.73  EXCUSE_19
-  0.198   0.3693   0.0021    0.994   0.86    2.90  HTML_FORMACTION_MAILTO
-  2.861   5.3220   0.0457    0.991   0.86    0.95  RCVD_IN_SORBS_SMTP
-  3.016   5.6083   0.0493    0.991   0.86    0.50  X_MSMAIL_PRIORITY_HIGH
-  0.478   0.8907   0.0057    0.994   0.86    1.54  FORGED_JUNO_RCVD
-  0.064   0.1185   0.0007    0.994   0.86    2.80  FAKE_HELO_USA_NET
-  0.186   0.3468   0.0021    0.994   0.86    0.01  CABLE_CONVERTER
-  9.065  16.7706   0.2477    0.985   0.86    1.20  DNS_FROM_RFCI_DSN
-  0.061   0.1135   0.0007    0.994   0.86    2.90  NIGERIAN_SUBJECT2
-  1.584   2.9467   0.0236    0.992   0.86    3.70  RCVD_IN_NJABL_DIALUP
-  0.171   0.3194   0.0021    0.993   0.86    2.90  BARGAIN_URL
-  5.124   9.5056   0.1099    0.989   0.86    0.19  MIME_BASE64_NO_NAME
-  4.627   8.5874   0.0957    0.989   0.86    2.90  DATE_IN_FUTURE_03_06
-  9.774  18.0587   0.2920    0.984   0.86    0.44  RCVD_IN_SBL
-  0.669   1.2463   0.0093    0.993   0.86    0.06  HTML_COMMENT_RATIO
-  0.652   1.2145   0.0093    0.992   0.86    1.56  HAIR_LOSS
-  0.594   1.1059   0.0086    0.992   0.85    0.57  MORTGAGE_RATES
-  1.431   2.6622   0.0228    0.991   0.85    3.43  FORGED_MUA_EUDORA
-  2.763   5.1330   0.0514    0.990   0.85    0.50  PENIS_ENLARGE2
-  0.102   0.1890   0.0014    0.993   0.85    2.90  CUM_SHOT
-  0.344   0.6400   0.0050    0.992   0.85    1.89  FREE_GRANT
-  0.051   0.0948   0.0007    0.993   0.85    1.09  MEET_SINGLES
-  1.235   2.2967   0.0200    0.991   0.85    0.50  COMPLETELY_FREE
-  0.148   0.2763   0.0021    0.992   0.85    0.70  FAKE_HELO_MSN
-  0.050   0.0929   0.0007    0.992   0.85    2.60  SECRET_RECORD
-  0.244   0.4535   0.0036    0.992   0.85    2.80  INITIAL_INVEST
-  0.383   0.7130   0.0057    0.992   0.85    0.00  REPLY_TO_ULINE_NUMS
-  0.289   0.5377   0.0043    0.992   0.85    1.04  ADDR_NUMS_AT_BIGSITE
-  0.096   0.1784   0.0014    0.992   0.85    1.71  URI_4YOU
-  0.096   0.1784   0.0014    0.992   0.85    0.85  EXCUSE_13
-  0.142   0.2651   0.0021    0.992   0.85    0.51  HTML_SHOUTING7
-  0.095   0.1772   0.0014    0.992   0.85    0.90  PREST_NON_ACCREDITED
-  0.978   1.8177   0.0164    0.991   0.85    1.00  MORTGAGE_PITCH
-  0.533   0.9918   0.0086    0.991   0.85    0.39  FROM_STARTS_WITH_NUMS
-  0.362   0.6737   0.0057    0.992   0.85    3.07  ROUND_THE_WORLD_LOCAL
-  0.857   1.5925   0.0143    0.991   0.85    2.38  FAKED_HOTMAIL_DAV
-  1.449   2.6922   0.0257    0.991   0.85    0.41  BANG_MORE
-  1.075   1.9973   0.0193    0.990   0.85    3.00  BAYES_90
-  0.171   0.3175   0.0029    0.991   0.85    0.07  LOSEWEIGHT
-  1.228   2.2805   0.0228    0.990   0.85    0.47  FORGED_HOTMAIL_RCVD
-  6.757  12.4916   0.1949    0.985   0.85    0.24  RCVD_IN_NJABL_SPAM
-  1.230   2.2824   0.0250    0.989   0.85    0.40  HTML_COMMENT_SAVED_URL
-  1.744   3.2361   0.0371    0.989   0.85    0.09  LOW_PRICE
-  0.266   0.4946   0.0050    0.990   0.85    2.73  DATE_IN_FUTURE_24_48
-  8.731  16.0976   0.3005    0.982   0.85    0.10  FROM_HAS_MIXED_NUMS
-  0.037   0.0686   0.0007    0.990   0.85    2.17  STOCK_ALERT
-  0.840   1.5569   0.0186    0.988   0.84    2.33  GAPPY_SUBJECT
-  0.776   1.4390   0.0171    0.988   0.84    0.31  HTML_90_100
-  0.302   0.5595   0.0064    0.989   0.84    0.55  ACT_NOW_CAPS
-  0.135   0.2514   0.0029    0.989   0.84    0.82  MSGID_FROM_MTA_BACKUP
-  1.699   3.1488   0.0407    0.987   0.84    0.50  HTML_TITLE_UNTITLED
-  3.096   5.7281   0.0828    0.986   0.84    0.58  HTML_TABLE_THICK_BORD
-  2.046   3.7875   0.0528    0.986   0.84    0.50  AS_SEEN_ON
-  5.586  10.3103   0.1799    0.983   0.84    0.75  BIZ_TLD
-  0.031   0.0574   0.0007    0.988   0.84    0.17  HEADER_COUNT_CTYPE
-  0.182   0.3381   0.0043    0.987   0.84    0.12  FORGED_AOL_TAGS
-  0.694   1.2862   0.0171    0.987   0.84    2.17  FROM_ALL_NUMS
-  0.149   0.2763   0.0036    0.987   0.84    1.22  SUBJECT_APPROVED
-  0.178   0.3306   0.0043    0.987   0.84    2.33  SAVE_THOUSANDS
-  0.029   0.0543   0.0007    0.987   0.84    2.12  EARNINGS
-  1.679   3.1057   0.0464    0.985   0.84    1.23  BAD_CREDIT
-  0.086   0.1591   0.0021    0.987   0.84    1.57  FREE_CONSULTATION
-  0.226   0.4179   0.0057    0.987   0.84    0.36  MILLION_USD
-  4.356   8.0366   0.1449    0.982   0.84    1.61  DATE_IN_FUTURE_06_12
-  0.220   0.4079   0.0057    0.986   0.84    1.06  HTTP_ENTITIES_HOST
-  0.080   0.1485   0.0021    0.986   0.84    0.43  MIME_BASE64_ILLEGAL
-  1.679   3.1020   0.0500    0.984   0.84    0.82  HTML_IMAGE_RATIO_04
-  0.183   0.3381   0.0050    0.985   0.84    1.92  BANG_BOSS
-  2.599   4.7968   0.0828    0.983   0.84    1.39  SUBJ_HAS_UNIQ_ID
-  1.479   2.7334   0.0443    0.984   0.84    0.17  REMOVE_FROM_LIST
-  4.053   7.4665   0.1463    0.981   0.83    1.50  X_PRIORITY_HIGH
-  0.074   0.1366   0.0021    0.985   0.83    0.80  NO_DISAPPOINTMENT
-  8.233  15.1114   0.3619    0.977   0.83    0.10  MISSING_OUTLOOK_NAME
-  0.481   0.8882   0.0150    0.983   0.83    0.50  HTML_SHOUTING9
-  0.047   0.0867   0.0014    0.984   0.83    0.87  GET_STARTED_NOW
-  0.875   1.6156   0.0286    0.983   0.83    1.18  MIME_MISSING_BOUNDARY
-  2.267   4.1780   0.0800    0.981   0.83    0.07  HTML_TAG_BALANCE_A
-  0.022   0.0412   0.0007    0.983   0.83    2.90  OUR_AFFILIATE_PARTNERS
-  6.344  11.6445   0.2784    0.977   0.83    0.43  NORMAL_HTTP_TO_IP
-  0.512   0.9438   0.0171    0.982   0.83    1.92  FAKE_HELO_AOL
-  0.170   0.3131   0.0057    0.982   0.83    2.80  ONE_TIME
-  4.659   8.5587   0.1956    0.978   0.83    0.38  FORGED_YAHOO_RCVD
-  2.347   4.3196   0.0892    0.980   0.83    0.85  MAILTO_TO_REMOVE
-  3.236   5.9489   0.1313    0.978   0.83    0.15  HTTP_EXCESSIVE_ESCAPES
-  0.101   0.1853   0.0036    0.981   0.82    2.53  FREE_ACCESS
-  0.200   0.3680   0.0071    0.981   0.82    1.37  CELL_PHONE_BOOST
-  0.139   0.2570   0.0050    0.981   0.82    1.51  ADDR_FREE
-  0.118   0.2171   0.0043    0.981   0.82    1.94  GUARANTEED_STUFF
-  1.943   3.5729   0.0771    0.979   0.82    0.06  HTML_FONTCOLOR_GREEN
-  0.098   0.1796   0.0036    0.981   0.82    1.64  BLANK_LINES_80_90
-  4.536   8.3173   0.2077    0.976   0.82    0.67  HTML_TAG_BALANCE_HTML
-  0.057   0.1042   0.0021    0.980   0.82    2.44  SUBJ_2_CREDIT
-  0.891   1.6380   0.0357    0.979   0.82    1.87  FAKE_HELO_YAHOO
-  0.055   0.1017   0.0021    0.979   0.82    1.69  WE_PROMISE_YOU
-  0.055   0.1011   0.0021    0.979   0.82    1.98  FROM_HAS_MIXED_NUMS2
-  0.553   1.0161   0.0221    0.979   0.82    2.13  MLM
-  0.163   0.2994   0.0064    0.979   0.82    2.39  ONE_TIME_MAILING
-  0.476   0.8745   0.0193    0.978   0.82    2.63  SUSPICIOUS_RECIPS
-  0.018   0.0331   0.0007    0.979   0.82    0.00  OPT_OUT_CAPS
-  0.712   1.3080   0.0300    0.978   0.82    1.10  DOMAIN_4U2
-  5.488  10.0402   0.2791    0.973   0.82    0.91  OFFERS_ETC
-  4.156   7.6112   0.2027    0.974   0.82    3.54  RCVD_IN_DYNABLOCK
-  0.103   0.1896   0.0043    0.978   0.82    2.80  SAVE_ON_INSURANCE
-  0.137   0.2514   0.0057    0.978   0.82    2.80  FORGED_MUA_THEBAT_CS
-  0.852   1.5632   0.0371    0.977   0.82    1.12  EXTRA_MPART_TYPE
-  0.397   0.7286   0.0171    0.977   0.81    2.86  BAYES_80
-  0.828   1.5195   0.0364    0.977   0.81    0.80  SUB_FREE_OFFER
-  0.246   0.4516   0.0107    0.977   0.81    1.62  SUPPLIES_LIMITED
-  0.048   0.0886   0.0021    0.976   0.81    0.22  PORN_16
-  0.991   1.8177   0.0457    0.975   0.81    0.40  SUBJ_FREE_CAP
-  0.317   0.5814   0.0143    0.976   0.81    2.42  EXCUSE_12
- 16.715  30.2178   1.2621    0.960   0.81    0.10  HTML_LINK_CLICK_HERE
-  4.191   7.6599   0.2213    0.972   0.81    0.35  HTML_TAG_BALANCE_BODY
-  0.424   0.7772   0.0200    0.975   0.81    0.77  DO_IT_TODAY
-  9.386  17.0675   0.5961    0.966   0.81    0.38  HTML_70_80
-  0.870   1.5937   0.0421    0.974   0.81    2.80  FORGED_MUA_MOZILLA
-  0.740   1.3561   0.0357    0.974   0.81    0.58  BANG_MONEY
-  0.300   0.5502   0.0143    0.975   0.81    2.31  BAYES_70
-  0.298   0.5464   0.0143    0.975   0.81    1.40  X_LIBRARY
-  0.342   0.6263   0.0164    0.974   0.81    2.27  NO_QS_ASKED
-  0.088   0.1616   0.0043    0.974   0.81    1.95  NASTY_GIRLS
-  5.034   9.1787   0.2905    0.969   0.81    0.10  EXCUSE_3
-  0.059   0.1073   0.0029    0.974   0.81    1.57  SERIOUS_CASH
-  0.222   0.4054   0.0114    0.973   0.80    0.06  LOW_INTEREST
-  3.359   6.1248   0.1935    0.969   0.80    1.12  HTML_WEB_BUGS
-  0.419   0.7654   0.0221    0.972   0.80    0.75  RCVD_IN_SORBS_ZOMBIE
- 13.212  23.8747   1.0087    0.959   0.80    0.10  HTML_FONTCOLOR_RED
- 48.418  84.7189   6.8757    0.925   0.80    0.00  HTML_MESSAGE
-  4.743   8.6323   0.2927    0.967   0.80    0.13  HTML_TAG_EXISTS_TBODY
-  0.304   0.5558   0.0164    0.971   0.80    0.07  REPLY_TO_EMPTY
-  0.013   0.0243   0.0007    0.971   0.80    2.80  NO_CATCH
-  0.013   0.0243   0.0007    0.971   0.80    0.03  NIGERIAN_SUBJECT1
-  7.361  13.3611   0.4940    0.964   0.80    0.10  HTML_FONTCOLOR_UNKNOWN
-  0.091   0.1665   0.0050    0.971   0.80    0.07  HTML_SHOUTING8
-  0.295   0.5389   0.0164    0.970   0.80    2.67  RATWARE_HASH_2_V2
-  0.497   0.9063   0.0278    0.970   0.80    0.88  HTML_RELAYING_FRAME
-  0.099   0.1796   0.0057    0.969   0.79    0.76  SELECTED_YOU
- 34.053  60.2005   4.1303    0.936   0.79    0.09  RCVD_IN_SORBS
-  0.180   0.3287   0.0107    0.968   0.79    2.23  LIVE_PORN
-  0.024   0.0437   0.0014    0.968   0.79    0.15  LYING_EYES
-  2.102   3.8187   0.1363    0.966   0.79    0.36  ORDER_NOW
-  0.193   0.3506   0.0121    0.967   0.79    0.22  REMOVE_REMOVAL_NEAR
-  0.090   0.1628   0.0057    0.966   0.79    1.17  FREE_SAMPLE
-  0.144   0.2620   0.0093    0.966   0.79    2.49  DATE_IN_FUTURE_96_XX
- 32.326  57.0324   4.0511    0.934   0.78    0.09  RCVD_IN_NJABL
-  0.951   1.7266   0.0642    0.964   0.78    0.94  HTML_IMAGE_RATIO_06
-  1.058   1.9193   0.0721    0.964   0.78    0.48  LIMITED_TIME_ONLY
-  0.107   0.1946   0.0071    0.965   0.78    2.16  FREE_MEMBERSHIP
-  0.011   0.0193   0.0007    0.964   0.78    2.49  WANTS_CREDIT_CARD
-  1.815   3.2873   0.1299    0.962   0.78    0.67  HTML_TAG_BALANCE_TABLE
-  0.021   0.0374   0.0014    0.963   0.78    2.01  AMAZING_STUFF
-  0.779   1.4110   0.0550    0.963   0.78    0.87  REMOVAL_INSTRUCTIONS
-  0.234   0.4248   0.0164    0.963   0.78    1.68  BEST_PORN
-  0.544   0.9849   0.0385    0.962   0.78    0.45  LOTS_OF_STUFF
-  6.177  11.1349   0.5040    0.957   0.78    0.10  HTML_FONTCOLOR_UNSAFE
-  0.454   0.8215   0.0328    0.962   0.78    0.81  OPT_IN_CAPS
-  1.048   1.8963   0.0778    0.961   0.77    0.15  EXCUSE_10
-  0.675   1.2201   0.0507    0.960   0.77    1.17  INVALID_MSGID
-  0.096   0.1734   0.0071    0.960   0.77    2.23  FROM_NO_USER
-  5.174   9.3147   0.4362    0.955   0.77    0.01  HTML_80_90
- 10.376  18.5858   0.9815    0.950   0.77    0.36  HTML_60_70
-  0.019   0.0337   0.0014    0.959   0.77    0.59  CASH_BONUS
-  0.009   0.0168   0.0007    0.959   0.77    1.23  FREE_INSTALL
-  0.130   0.2345   0.0100    0.959   0.77    0.90  OPPORTUNITY
-  0.074   0.1335   0.0057    0.959   0.77    1.92  MUST_BE_18
-  3.785   6.8128   0.3198    0.955   0.77    0.37  RAZOR2_CF_RANGE_11_50
-  0.037   0.0661   0.0029    0.959   0.77    0.62  BUY_DIRECT
-  1.580   2.8481   0.1278    0.957   0.77    0.53  HTML_IMAGE_ONLY_08
-  0.045   0.0817   0.0036    0.958   0.77    2.60  JOIN_MILLIONS
-  0.171   0.3081   0.0136    0.958   0.77    0.00  UPPERCASE_75_100
-  0.606   1.0928   0.0493    0.957   0.76    0.05  HOME_EMPLOYMENT
-  0.106   0.1902   0.0086    0.957   0.76    0.12  HTML_COMMENT_8BITS
- 11.817  21.0721   1.2250    0.945   0.76    0.10  HTML_FONTCOLOR_BLUE
-  1.600   2.8799   0.1356    0.955   0.76    0.61  HTML_IMAGE_ONLY_10
-  0.009   0.0156   0.0007    0.956   0.76    0.04  SUBJ_NOW_ONLY
-  2.611   4.6882   0.2349    0.952   0.76    0.32  EXCUSE_14
-  0.140   0.2526   0.0121    0.954   0.76    0.43  SUBJ_BUY
-  8.995  16.0340   0.9394    0.945   0.76    0.70  HTML_50_60
-  0.994   1.7840   0.0899    0.952   0.75    1.38  PORN_4
-  0.144   0.2589   0.0128    0.953   0.75    0.87  SUB_HELLO
-  0.984   1.7653   0.0899    0.952   0.75    0.59  RISK_FREE
-  0.546   0.0574   1.1057    0.049   0.75   -5.40  BAYES_01
-  1.885   3.3733   0.1820    0.949   0.75    0.05  FORGED_HOTMAIL_RCVD2
-  0.015   0.0274   0.0014    0.951   0.75    2.90  KIFF
-  0.229   0.4098   0.0214    0.950   0.75    1.29  THIS_AINT_SPAM
-  0.008   0.0137   0.0007    0.951   0.75    0.00  HTML_SHOUTING5
-  0.008   0.0137   0.0007    0.951   0.75    1.97  SEX_FEST
-  0.067   0.1204   0.0064    0.949   0.74    2.70  SUBJ_AS_SEEN
-  0.149   0.2663   0.0143    0.949   0.74    2.90  EXCUSE_4
-  0.080   0.1435   0.0079    0.948   0.74    1.69  TARGETED
-  0.036   0.0636   0.0036    0.947   0.74    1.29  BEEN_TURNED_DOWN
-  0.057   0.1011   0.0057    0.947   0.74    0.77  SUBJ_FOR_ONLY
-  0.225   0.4011   0.0228    0.946   0.74    1.89  DEAR_FRIEND
-  0.007   0.0125   0.0007    0.946   0.74    1.80  CENTS_ON_DOLLAR
-  0.062   0.1104   0.0064    0.945   0.73    1.14  CELEBRITY_PORN
-  0.041   0.0736   0.0043    0.945   0.73    2.70  PAY_SITE
-  4.383   7.7728   0.5040    0.939   0.73    0.18  HTML_FONT_FACE_ODD
-  2.454   4.3595   0.2734    0.941   0.73    0.92  MSGID_FROM_MTA_HEADER
-  3.211   5.6975   0.3648    0.940   0.73    0.95  NO_DNS_FOR_FROM
-  0.836   1.4871   0.0914    0.942   0.73    0.95  FROM_HAS_ULINE_NUMS
-  0.053   0.0942   0.0057    0.943   0.73    0.38  MSGID_NO_HOST
-  0.637   1.1315   0.0714    0.941   0.73    2.00  BLANK_LINES_70_80
-  5.250   9.2792   0.6382    0.936   0.72    0.87  HTML_40_50
-  0.101   0.1796   0.0114    0.940   0.72    2.80  MONEY_MAKING
-  1.313   2.3260   0.1528    0.938   0.72    0.69  NO_COST
-  0.274   0.4865   0.0314    0.939   0.72    1.21  OPT_HEADER
-  0.031   0.0555   0.0036    0.940   0.72    1.06  UNCLAIMED_MONEY
-  2.546   4.5030   0.3062    0.936   0.72    0.90  RCVD_IN_NJABL_RELAY
-  0.239   0.4235   0.0278    0.938   0.72    1.54  DATE_MISSING
-  0.159   0.2826   0.0186    0.938   0.72    1.57  DONT_DELETE
-  0.074   0.1304   0.0086    0.938   0.72    0.85  EXTRA_CASH
-  0.110   0.1940   0.0128    0.938   0.72    2.28  SEDUCTION
-  3.088   5.4530   0.3812    0.935   0.72    0.70  PRIORITY_NO_NAME
-  0.012   0.0212   0.0014    0.937   0.72    2.40  MIME_BOUND_DIGITS_7
-  0.006   0.0106   0.0007    0.937   0.72    0.03  CBYI
-  0.464   0.8203   0.0564    0.936   0.71    0.34  TO_MALFORMED
-  0.059   0.1042   0.0071    0.936   0.71    0.40  YOUR_INCOME
-  0.963   1.7010   0.1185    0.935   0.71    1.78  DATE_IN_PAST_96_XX
-  0.560   0.9887   0.0700    0.934   0.71    0.79  UPPERCASE_50_75
-  0.314   0.5539   0.0400    0.933   0.71    1.10  BAYES_60
-  2.710   4.7650   0.3591    0.930   0.71    0.80  DATE_IN_PAST_06_12
-  9.323  16.2835   1.3570    0.923   0.70    1.39  RCVD_IN_RFCI
-  1.519   2.6716   0.1999    0.930   0.70    0.06  HTML_FONT_FACE_BAD
-  4.587   8.0435   0.6318    0.927   0.70    0.32  DATE_IN_PAST_03_06
-  2.391   4.2017   0.3198    0.929   0.70    0.04  INVALID_DATE
-  1.393   2.4495   0.1842    0.930   0.70    1.34  WEIRD_PORT
-  0.345   0.6057   0.0464    0.929   0.70    1.18  MIME_BOUND_DASH_DIGIT
-  0.053   0.0936   0.0071    0.929   0.70    2.30  COMMUNIGATE
-  0.016   0.0281   0.0021    0.929   0.70    1.40  NIGERIAN_SCAM_VIRTUE
-  0.079   0.1385   0.0107    0.928   0.70    2.51  ACCEPT_CREDIT_CARDS
- 10.880  18.8727   1.7325    0.916   0.69    1.00  FROM_ENDS_IN_NUMS
-  0.057   0.0992   0.0079    0.927   0.69    2.70  BUGGY_CGI
-  0.102   0.1790   0.0143    0.926   0.69    0.58  FAKE_HELO_NETSCAPE_COM
-  0.112   0.1952   0.0157    0.926   0.69    1.18  SUBJ_DOLLARS
- 18.945  32.5482   3.3765    0.906   0.69    0.10  CLICK_BELOW
-  0.927   1.6199   0.1335    0.924   0.69    0.34  REMOVE_SUBJ
-  0.025   0.0437   0.0036    0.924   0.69    1.85  BARELY_LEGAL
-  0.642   1.1203   0.0942    0.922   0.68    0.62  WORK_AT_HOME
-  0.754   1.3118   0.1149    0.919   0.68    0.60  HTML_IMAGE_RATIO_08
-  1.117   1.9418   0.1727    0.918   0.67    0.95  NO_OBLIGATION
-  0.884   1.5376   0.1371    0.918   0.67    0.57  HTTP_WITH_EMAIL_IN_URL
-  3.091   5.3588   0.4947    0.915   0.67    0.69  UPPERCASE_25_50
-  1.553   2.6972   0.2441    0.917   0.67    0.94  MIME_BOUND_NEXTPART
-  0.105   0.1828   0.0164    0.918   0.67    0.45  LINK_TO_NO_SCHEME
-  0.036   0.0624   0.0057    0.916   0.67    1.70  AOL_USERS_LINK
-  0.244   0.4235   0.0393    0.915   0.67    0.23  ADULT_SITE
-  0.235   0.4067   0.0378    0.915   0.67    2.50  GET_PAID
-  0.335   0.5801   0.0543    0.914   0.66    0.14  WHILE_SUPPLIES
-  0.856   1.4814   0.1399    0.914   0.66    0.21  HOT_NASTY
-  0.219   0.3786   0.0357    0.914   0.66    1.37  WEIRD_QUOTING
-  0.035   0.0605   0.0057    0.914   0.66    1.64  THE_FOLLOWING_FORM
-  0.197   0.0362   0.3812    0.087   0.66   -4.70  BAYES_10
-  0.013   0.0225   0.0021    0.913   0.66    2.03  FAKE_HELO_MAIL_RU
-  1.383   2.3878   0.2327    0.911   0.66    0.79  HTML_IMAGE_ONLY_12
-  0.247   0.4267   0.0414    0.912   0.66    1.01  NO_EXPERIENCE
-  0.244   0.4210   0.0414    0.910   0.66    1.07  EXCUSE_11
-  0.013   0.0218   0.0021    0.911   0.66    1.04  FREE_PREVIEW
-  1.208   2.0821   0.2077    0.909   0.65    0.67  MANY_EXCLAMATIONS
-  2.340   4.0264   0.4097    0.908   0.65    0.45  HTML_TITLE_EMPTY
-  0.033   0.0568   0.0057    0.909   0.65    2.41  ROUND_THE_WORLD
-  0.286   0.4922   0.0507    0.907   0.65    1.61  DEAR_SOMETHING
-  0.057   0.0973   0.0100    0.907   0.65    0.22  X_ESMTP
-  0.068   0.1160   0.0121    0.905   0.64    0.00  LINES_OF_YELLING_2
-  3.308   5.6601   0.6160    0.902   0.64    0.84  HTML_30_40
-  0.561   0.9625   0.1014    0.905   0.64    0.54  HTML_IMAGE_RATIO_10
-  0.492   0.8433   0.0907    0.903   0.64    0.70  US_DOLLARS_3
-  0.070   0.1191   0.0128    0.903   0.64    2.60  DISGUISE_PORN
-  0.697   1.1920   0.1313    0.901   0.63    0.00  CASHCASHCASH
-  0.176   0.0374   0.3348    0.101   0.63   -2.60  BAYES_20
-  0.015   0.0256   0.0029    0.900   0.63    1.46  MIME_BOUND_HEX_24
-  0.034   0.0574   0.0064    0.899   0.63    2.40  PRIZE
-  0.177   0.3013   0.0343    0.898   0.63    0.39  SUBJ_YOUR_OWN
-  0.514   0.8751   0.1007    0.897   0.63    0.65  ALL_CAP_PORN
-  0.034   0.0580   0.0071    0.890   0.61    0.98  START_NOW_CAPS
-  0.262   0.4398   0.0578    0.884   0.60    1.48  DOMAIN_BODY
-  0.057   0.0954   0.0128    0.881   0.59    2.60  RICH
-  0.009   0.0156   0.0021    0.879   0.59    1.54  FREE_LEADS
-  0.084   0.1397   0.0193    0.879   0.59    0.28  HTML_IMAGE_AREA_05
-  0.037   0.0618   0.0086    0.878   0.59    0.79  EXCUSE_6
-  0.042   0.0699   0.0100    0.875   0.58    2.20  NEW_DOMAIN_EXTENSIONS
-  0.170   0.2819   0.0421    0.870   0.57    0.00  LINES_OF_YELLING
-  0.033   0.0549   0.0086    0.865   0.56    2.50  OFFSHORE_SCAM
-  0.044   0.0717   0.0114    0.863   0.55    0.41  REPLY_REMOVE_SUBJECT
-  0.985   1.6174   0.2613    0.861   0.55    0.55  SUBJ_ALL_CAPS
-  0.008   0.0131   0.0021    0.859   0.55    2.20  FORWARD_LOOKING
-  0.024   0.0387   0.0064    0.858   0.54    1.64  LONG_DISTANCE
-  0.013   0.0206   0.0036    0.852   0.53    1.26  PRINT_FORM_SIGNATURE
-  0.040   0.0649   0.0114    0.850   0.53    1.54  NO_STRINGS
-  0.488   0.7922   0.1406    0.849   0.53    0.36  WHY_WAIT
-  0.366   0.5913   0.1078    0.846   0.52    0.32  HTML_IMAGE_RATIO_12
-  0.073   0.1173   0.0214    0.846   0.52    2.50  MILLION_EMAIL
-  1.821   2.9311   0.5511    0.842   0.52    0.06  EXCUSE_16
-  0.178   0.0586   0.3141    0.157   0.52   -0.93  BAYES_30
-  0.481   0.7716   0.1485    0.839   0.51    0.27  SAVE_UP_TO
-  2.230   3.5611   0.7074    0.834   0.50    0.69  HTML_20_30
-  0.446   0.7130   0.1399    0.836   0.50    0.86  UNSUB_SCRIPT
-  0.281   0.4485   0.0899    0.833   0.50    0.49  TO_HAS_SPACES
-  0.432   0.6880   0.1385    0.832   0.50    1.05  MIME_QP_DEFICIENT
-  0.007   0.0106   0.0021    0.832   0.49    1.36  INCOME
-  0.791   1.2550   0.2591    0.829   0.49    1.05  PLING_PLING
-  0.004   0.0069   0.0014    0.828   0.49    0.00  HTML_IMAGE_RATIO_14
-  0.196   0.3106   0.0650    0.827   0.49    1.60  FROM_NO_LOWER
-  2.321   3.6665   0.7817    0.824   0.49    0.42  EXCUSE_1
-  0.062   0.0979   0.0207    0.826   0.48    2.30  ADVERT_CODE2
-  0.031   0.0493   0.0107    0.821   0.48    1.61  HTML_IMAGE_AREA_07
-  0.033   0.0524   0.0114    0.821   0.47    2.41  RCVD_IN_SORBS_WEB
-  0.368   0.5776   0.1285    0.818   0.47    0.00  REMOVE_IN_QUOTES
-  5.062   7.8433   1.8781    0.807   0.46    0.24  MIME_QP_LONG_LINE
-  0.584   0.9095   0.2113    0.811   0.46    0.01  PLING_QUERY
-  1.487   2.3111   0.5432    0.810   0.46    0.76  DATE_IN_PAST_12_24
-  2.132   3.2193   0.8887    0.784   0.41    0.50  MAILTO_TO_SPAM_ADDR
-  0.009   0.0131   0.0036    0.786   0.41    0.20  MSGID_THREESIXSIX
-  0.010   0.0156   0.0043    0.785   0.41    0.00  HTML_SHOUTING4
-  0.010   0.0156   0.0043    0.785   0.41    1.93  LUXURY_CAR
-  0.922   1.3910   0.3848    0.783   0.41    0.02  OPT_IN
-  1.390   2.0915   0.5882    0.780   0.41    1.27  RCVD_NUMERIC_HELO
-  2.244   3.3528   0.9744    0.775   0.40    0.93  FOR_FREE
-  0.406   0.6069   0.1763    0.775   0.40    0.93  MIME_QP_NO_CHARSET
-  0.178   0.2651   0.0778    0.773   0.39    0.06  HTML_WIN_BLUR
-  0.167   0.2483   0.0750    0.768   0.39    0.06  VACATION_SCAM
-  0.049   0.0730   0.0221    0.767   0.38    0.94  DRASTIC_REDUCED
-  0.114   0.1672   0.0528    0.760   0.37    0.63  LARGE_HEX
-  0.017   0.0243   0.0079    0.756   0.37    0.72  FROM_AND_TO_SAME
-  0.010   0.0150   0.0050    0.750   0.36    0.43  EXCUSE_18
-  0.022   0.0312   0.0114    0.732   0.33    0.30  FAKE_HELO_SHAW_CA
- 16.963  23.4075   9.5876    0.709   0.33    0.34  NO_REAL_NAME
-  0.015   0.0206   0.0079    0.724   0.32    2.12  FIND_ANYTHING
-  0.022   0.0299   0.0121    0.712   0.30    0.68  GET_IT_NOW
-  0.007   0.0100   0.0043    0.700   0.29    0.52  USER_4U2
-  1.602   2.1383   0.9872    0.684   0.27    1.49  EARN_MONEY
-  0.883   1.1533   0.5732    0.668   0.25    1.17  FAKE_HELO_HOTMAIL
-  0.595   0.7666   0.3990    0.658   0.24    0.14  FREE_TRIAL
-  0.011   0.0137   0.0079    0.636   0.21    0.00  HTML_EVENT_UNSAFE
-  0.072   0.0880   0.0543    0.618   0.19    1.66  TO_NO_USER
-  0.018   0.0218   0.0136    0.617   0.19    0.00  RCVD_IN_NJABL_CGI
-  0.007   0.0087   0.0057    0.605   0.18    0.00  HERBAL_VIAGRA
-  0.214   0.2426   0.1813    0.572   0.15    1.60  TO_EMPTY
-  0.005   0.0056   0.0043    0.567   0.14    0.00  BE_AMAZED
-  0.008   0.0087   0.0071    0.550   0.13    0.21  HTTP_CTRL_CHARS_HOST
-  0.000   0.0000   0.0000    0.500   0.09    0.00  ONCE_IN_LIFETIME
-  0.000   0.0000   0.0000    0.500   0.09    0.00  WWW_CLIK4YOU_COM
-  0.000   0.0000   0.0000    0.500   0.09    0.00  NO_SELLING
-  0.000   0.0000   0.0000    0.500   0.09    0.00  CREDIT_CARD
-  0.000   0.0000   0.0000    0.500   0.09    0.00  INTL_EXEC_GUILD
-  0.000   0.0000   0.0000    0.500   0.09    0.00  CHANGE_TERMS
-  0.000   0.0000   0.0000    0.500   0.09    0.00  FAKE_HELO_FLASHMAIL
-  0.000   0.0000   0.0000    0.500   0.09    0.00  DATE_IN_FUTURE_48_96
-  0.000   0.0000   0.0000    0.500   0.09    0.00  UNIVERSITY_DIPLOMAS
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MORTGAGE_WAITING
-  0.000   0.0000   0.0000    0.500   0.09    0.00  WHY_PAY_MORE
-  0.000   0.0000   0.0000    0.500   0.09    0.00  INTL_DRIVERS_LICENSE
-  0.000   0.0000   0.0000    0.500   0.09    0.00  CREDIT_BUREAU
-  0.000   0.0000   0.0000    0.500   0.09    0.00  DOMAINS_CHEAP
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_COMMENT_EMAIL
-  0.000   0.0000   0.0000    0.500   0.09    0.00  SUBJ_REMOVE
-  0.000   0.0000   0.0000    0.500   0.09    0.00  BAYES_56
-  0.000   0.0000   0.0000    0.500   0.09    0.00  RATWARE_GR
-  0.000   0.0000   0.0000    0.500   0.09   16.00  HABEAS_VIOLATOR
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MICRO_CAP_WARNING
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_IMAGE_AREA_04
-  0.000   0.0000   0.0000    0.500   0.09    0.00  RATWARE_CHARSET_V2
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_FONT_LOW_CONTRAST
-  0.000   0.0000   0.0000    0.500   0.09    0.00  PHONE_CANCER
-  0.000   0.0000   0.0000    0.500   0.09    0.00  PRODUCED_AND_SENT_OUT
-  0.000   0.0000   0.0000    0.500   0.09    0.00  RATWARE_DIRECT_EMAIL
-  0.000   0.0000   0.0000    0.500   0.09    0.00  NO_FEE
-  0.000   0.0000   0.0000    0.500   0.09    0.00  FULL_REFUND
-  0.000   0.0000   0.0000    0.500   0.09    0.00  WORRY_FREE
-  0.000   0.0000   0.0000    0.500   0.09    0.00  ID_REPLY_TO_REPLY
-  0.000   0.0000   0.0000    0.500   0.09    0.00  BULK_EMAIL
-  0.000   0.0000   0.0000    0.500   0.09    0.00  SAVE_MONEY
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MICROSOFT
-  0.000   0.0000   0.0000    0.500   0.09    0.00  OPT_OUT
-  0.000   0.0000   0.0000    0.500   0.09    0.00  FRIEND_PUBLIC
-  0.000   0.0000   0.0000    0.500   0.09    0.00  DIET
-  0.000   0.0000   0.0000    0.500   0.09    0.00  SUBJ_HAS_TIME_ID
-  0.000   0.0000   0.0000    0.500   0.09    0.00  JAVASCRIPT_URI
-  0.000   0.0000   0.0000    0.500   0.09    0.00  ADDRESSES_ON_CD
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_WIN_OPEN
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_TAG_EXISTS_PARAM
-  0.000   0.0000   0.0000    0.500   0.09    0.00  OUR_PUBLICATIONS
-  0.000   0.0000   0.0000    0.500   0.09    0.00  NIGERIAN_SUBJECT6
-  0.000   0.0000   0.0000    0.500   0.09    0.00  RATWARE_DIFFOND
-  0.000   0.0000   0.0000    0.500   0.09    0.00  OFFER
-  0.000   0.0000   0.0000    0.500   0.09    0.00  ENHANCE_WEBSITE
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MARKUP_SSPL
-  0.000   0.0000   0.0000    0.500   0.09    0.00  DATE_IN_PAST_24_48
-  0.000   0.0000   0.0000    0.500   0.09    0.00  NO_AGE
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_10_20
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_WIN_FOCUS
-  0.000   0.0000   0.0000    0.500   0.09    0.00  FAKE_HELO_NETZERO
-  0.000   0.0000   0.0000    0.500   0.09    0.00  TO_INVESTORS
-  0.000   0.0000   0.0000    0.500   0.09    0.00  FREE_DVD
-  0.000   0.0000   0.0000    0.500   0.09    0.00  SERIOUS_ONLY
-  0.000   0.0000   0.0000    0.500   0.09    0.00  CALL_FREE
-  0.000   0.0000   0.0000    0.500   0.09    0.00  SAFEGUARD_NOTICE
-  0.000   0.0000   0.0000    0.500   0.09    0.00  EMAIL_MARKETING
-  0.000   0.0000   0.0000    0.500   0.09    0.00  S_1618
-  0.000   0.0000   0.0000    0.500   0.09    2.90  OUR_PRIVACY_POLICY
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MASS_EMAIL
-  0.000   0.0000   0.0000    0.500   0.09    0.00  LINES_OF_YELLING_3
-  0.000   0.0000   0.0000    0.500   0.09    0.00  ONLY_COST
-  0.000   0.0000   0.0000    0.500   0.09    0.00  RATWARE_FLOAT
-  0.000   0.0000   0.0000    0.500   0.09    0.00  CALL_NOW
-  0.000   0.0000   0.0000    0.500   0.09    0.00  EXCUSE_8
-  0.000   0.0000   0.0000    0.500   0.09    0.00  DIRECT_EMAIL
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_TAG_BALANCE_FONT
-  0.000   0.0000   0.0000    0.500   0.09    0.00  INSTANT_ACCESS
-  0.000   0.0000   0.0000    0.500   0.09    0.00  COMPLAIN_TO
-  0.000   0.0000   0.0000    0.500   0.09    0.00  RATWARE_CARETOP
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_FONT_FACE_CAPS
-  0.000   0.0000   0.0000    0.500   0.09    0.00  BILLION_DOLLARS
-  0.000   0.0000   0.0000    0.500   0.09    0.00  DATE_IN_PAST_48_96
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_FONTCOLOR_GRAY
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MAILTO_TO_B2BMAIL
-  0.000   0.0000   0.0000    0.500   0.09    0.00  BAYES_50
-  0.000   0.0000   0.0000    0.500   0.09    0.00  PORN_GALLERIES
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_SHOUTING6
-  0.000   0.0000   0.0000    0.500   0.09    0.00  SAVE_BUCKS
-  0.000   0.0000   0.0000    0.500   0.09    0.00  RATWARE_IMKTG
-  0.000   0.0000   0.0000    0.500   0.09    0.00  RATWARE_LC_OUTLOOK
-  0.000   0.0000   0.0000    0.500   0.09    0.00  VJESTIKA
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_TAG_BALANCE_HEAD
-  0.000   0.0000   0.0000    0.500   0.09    0.00  ASKS_BILLING_ADDRESS
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HELPED_FINANCE
-  0.000   0.0000   0.0000    0.500   0.09    0.00  TO_FILENAME
-  0.000   0.0000   0.0000    0.500   0.09   -0.00  BAYES_44
-  0.000   0.0000   0.0000    0.500   0.09    0.00  GENTLE_FEROCITY
-  0.000   0.0000   0.0000    0.500   0.09    0.00  FANTASTIC
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MURKOWSKI_CRUFT
-  0.000   0.0000   0.0000    0.500   0.09    0.00  UNSUB_PAGE
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-  0.000   0.0000   0.0000    0.500   0.09    0.00  SHOPPING_SPREE
-  0.000   0.0000   0.0000    0.500   0.09    0.00  EXCUSE_2
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_IMAGE_RATIO_02
-  0.000   0.0000   0.0000    0.500   0.09    0.00  RATWARE_CHARSET
-  0.000   0.0000   0.0000    0.500   0.09    0.00  EXPERTS_SHOW_HOW
-  0.000   0.0000   0.0000    0.500   0.09    0.00  ASCII_FORM_ENTRY
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-  0.000   0.0000   0.0000    0.500   0.09    0.00  RATWARE_RCVD_BONUS_SPC
-  0.000   0.0000   0.0000    0.500   0.09    0.00  PRIORITY_MAIL
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MIME_QP_EXCESSIVE
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MIME_BOUND_MA
-  0.000   0.0000   0.0000    0.500   0.09    0.00  RCVD_IN_MAPS_RSS
-  0.000   0.0000   0.0000    0.500   0.09    0.00  DOMAIN_SUBJECT
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-  0.000   0.0000   0.0000    0.500   0.09    0.00  RCVD_IN_SORBS_SPAM
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-  0.000   0.0000   0.0000    0.500   0.09    0.00  X_FIX_PRESENT
-  0.000   0.0000   0.0000    0.500   0.09    0.00  RCVD_IN_SORBS_BLOCK
-  0.000   0.0000   0.0000    0.500   0.09    0.00  RCVD_IN_MAPS_DUL
-  0.000   0.0000   0.0000    0.500   0.09    0.00  IN_ACCORDANCE_WITH
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-  0.000   0.0000   0.0000    0.500   0.09    0.00  SPAM_FORM_INPUT
-  0.000   0.0000   0.0000    0.500   0.09    0.00  INCREDIBLE
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MIME_BOUND_HASHES
-  0.000   0.0000   0.0000    0.500   0.09    0.00  FORGED_RCVD_HELO
-  0.000   0.0000   0.0000    0.500   0.09    0.00  CLICK_TO_REMOVE_2
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MANY_FROMS
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_ALL_CAPS
-  0.000   0.0000   0.0000    0.500   0.09    0.00  RAPE
-  0.000   0.0000   0.0000    0.500   0.09    0.00  OUR_COMPENSATION
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-  0.000   0.0000   0.0000    0.500   0.09    0.00  HIDDEN_CHARGES
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MIME_BOUND_DIGITS_4
-  0.000   0.0000   0.0000    0.500   0.09    0.00  RCVD_IN_MAPS_RBL
-  0.000   0.0000   0.0000    0.500   0.09    0.00  BLANK_LINES_90_100
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_WITH_BGCOLOR
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-  0.000   0.0000   0.0000    0.500   0.09    0.00  FALLING_INTEREST
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MISSING_HEADERS
-  0.000   0.0000   0.0000    0.500   0.09   -0.00  BAYES_40
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MAILTO_LINK
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MORTGAGE_NETWORK
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MSGID_FROM_MTA_LATER
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_SHOUTING3
-  0.000   0.0000   0.0000    0.500   0.09    0.00  E_MAILPROMO_URL
-  0.000   0.0000   0.0000    0.500   0.09    2.90  AZOOGLE
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_FONTCOLOR_YELLOW
-  0.000   0.0000   0.0000    0.500   0.09    0.00  INCREASE_SOMETHING
-  0.000   0.0000   0.0000    0.500   0.09    0.00  AUTO_EMAIL_REMOVAL
-  0.000   0.0000   0.0000    0.500   0.09    0.00  RCVD_IN_NJABL_MULTI
-  0.000   0.0000   0.0000    0.500   0.09    0.00  SEARCH_ENGINE_PROMO
-  0.000   0.0000   0.0000    0.500   0.09    0.00  X_MAILER_GIBBERISH
-  0.000   0.0000   0.0000    0.500   0.09    0.00  BUY_JUDGEMENTS
-  0.000   0.0000   0.0000    0.500   0.09    0.00  GREAT_OFFER
-  0.000   0.0000   0.0000    0.500   0.09    0.00  SUBJ_DOUBLE_YOUR
-  0.000   0.0000   0.0000    0.500   0.09    0.00  CHILD_SUPPORT
-  0.000   0.0000   0.0000    0.500   0.09    0.00  FREE_CELL_PHONE
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MAILTO_WITH_SUBJ
-  0.000   0.0000   0.0000    0.500   0.09    0.00  NO_MIDDLEMAN
-  0.000   0.0000   0.0000    0.500   0.09    0.00  NEW_CUSTOMER
-  0.000   0.0000   0.0000    0.500   0.09    2.90  RCVD_BY_QVES_COM
-  0.000   0.0000   0.0000    0.500   0.09    0.00  ONLINE_BIZ_OPS
-  0.000   0.0000   0.0000    0.500   0.09    0.00  TRACE_BY_SSN
-  0.000   0.0000   0.0000    0.500   0.09    0.00  EJACULATION
-  0.000   0.0000   0.0000    0.500   0.09    0.00  RUSSIAN_UCE_SUBJECT
-  0.000   0.0000   0.0000    0.500   0.09    0.00  VAR_REF_IN_RECEIVED
-  0.000   0.0000   0.0000    0.500   0.09    2.90  RATWARE_POWERC
-  0.000   0.0000   0.0000    0.500   0.09    0.00  REFINANCE_YOUR_HOME
-  0.000   0.0000   0.0000    0.500   0.09    0.00  APPLY_ONLINE
-  0.000   0.0000   0.0000    0.500   0.09    0.00  FOR_JUST_SOME_AMT
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MARKET_SOLUTION
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MIME_BASE64_BLANKS
-  0.000   0.0000   0.0000    0.500   0.09    0.00  LARGE_COLLECTION
-  0.000   0.0000   0.0000    0.500   0.09    0.00  WEALTH
-  0.000   0.0000   0.0000    0.500   0.09    0.00  FURTHER_TRANSMISSIONS
-  0.000   0.0000   0.0000    0.500   0.09    0.00  X_SERV_HOST_PRESENT
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_IMAGE_AREA_09
-  0.000   0.0000   0.0000    0.500   0.09    0.00  SPAM_FORM_RETURN
-  0.000   0.0000   0.0000    0.500   0.09    0.00  EXCUSE_7
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_FONTCOLOR_CYAN
-  0.000   0.0000   0.0000    0.500   0.09    0.00  EARN_PER_WEEK
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_FONTCOLOR_NAME
-  0.000   0.0000   0.0000    0.500   0.09    0.00  SUBJ_RIPPED
-  0.000   0.0000   0.0000    0.500   0.09    0.00  DISCONTINUE
-  0.000   0.0000   0.0000    0.500   0.09    0.00  EASY_TERMS
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MARKETING
-  0.000   0.0000   0.0000    0.500   0.09    0.00  OPPORTUNITY_2
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_EVENT
-  0.000   0.0000   0.0000    0.500   0.09    0.00  SMTPD_IN_RCVD
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_00_10
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MSGID_HAS_NO_AT
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MORE_TRAFFIC
-  0.000   0.0000   0.0000    0.500   0.09    0.00  NO_GIMMICK
-  0.000   0.0000   0.0000    0.500   0.09    0.00  NO_PURCHASE
-  0.000   0.0000   0.0000    0.500   0.09    0.00  RCVD_IN_MAPS_NML
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_FONTCOLOR_MAGENTA
-  0.000   0.0000   0.0000    0.500   0.09    0.00  PURE_PROFIT
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_IMAGE_AREA_06
-  0.000   0.0000   0.0000    0.500   0.09    0.00  IP_LINK_PLUS
-  0.000   0.0000   0.0000    0.500   0.09    0.00  SATISFACTION
-  0.000   0.0000   0.0000    0.500   0.09    0.00  ITS_LEGAL
-  0.000   0.0000   0.0000    0.500   0.09    0.00  RATWARE_BANG_HASH
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_COMMENT_SHOUTING
-  0.000   0.0000   0.0000    0.500   0.09    0.00  TO_RECIP_MARKER
-  0.000   0.0000   0.0000    0.500   0.09    0.00  PORN_PASSWORD
-  0.000   0.0000   0.0000    0.500   0.09    0.00  PSYCHIC
-  0.000   0.0000   0.0000    0.500   0.09    0.00  RATWARE_SCREWUP_2
-  0.000   0.0000   0.0000    0.500   0.09    0.00  HTML_JAVASCRIPT
-  0.000   0.0000   0.0000    0.500   0.09    0.00  X_MAIL_ID_PRESENT
-  0.000   0.0000   0.0000    0.500   0.09    0.00  MONSTERHUT
-  0.000   0.0000   0.0000    0.500   0.09    0.00  SPAM_FORM_ACTION
-  0.000   0.0000   0.0000    0.500   0.09    0.00  US_DOLLARS_2
-  0.001   0.0006   0.0007    0.466   0.07    0.00  PROMOTION
-  0.113   0.0755   0.1556    0.327   0.01    1.80  RATWARE_EMWAC
-  0.321   0.2127   0.4454    0.323   0.01    0.00  UNDISC_RECIPS
-  0.929   0.5321   1.3834    0.278   0.00    0.56  TONER
+ 511425   248869   262556    0.487   0.00    0.00  (all messages)
+100.000  48.6619  51.3381    0.487   0.00    0.00  (all messages as %)
+ 13.426  27.5900   0.0004    1.000   1.00    4.14  MIME_BOUND_DD_DIGITS
+  7.195  14.7853   0.0004    1.000   0.98    4.10  RCVD_DOUBLE_IP_SPAM
+  6.932  14.2448   0.0004    1.000   0.98    4.24  X_MESSAGE_INFO
+  6.666  13.6972   0.0015    1.000   0.97    4.40  HELO_DYNAMIC_IPADDR
+  5.879  12.0811   0.0008    1.000   0.97    3.79  MSGID_SPAM_CAPS
+  7.212  14.8162   0.0050    1.000   0.96    0.10  DIGEST_MULTIPLE
+  7.022  14.4233   0.0061    1.000   0.95    4.26  URIBL_SC_SURBL
+  3.892   7.9974   0.0008    1.000   0.94    3.91  DATE_SPAMWARE_Y2K
+  3.784   7.7752   0.0015    1.000   0.94    0.04  DRUGS_ANXIETY_EREC
+  3.382   6.9470   0.0023    1.000   0.93    0.00  DRUGS_DIET
+  2.844   5.8448   0.0004    1.000   0.93    0.00  DRUGS_MANYKINDS
+  3.045   6.2551   0.0019    1.000   0.92    0.00  DRUGS_DIET_EREC
+  2.579   5.2992   0.0000    1.000   0.92    4.10  RATWARE_ZERO_TZ
+  4.236   8.6986   0.0053    0.999   0.92    3.92  FORGED_MUA_OUTLOOK
+  2.514   5.1670   0.0000    1.000   0.92    3.49  DRUGS_ANXIETY_OBFU
+  5.230  10.7398   0.0084    0.999   0.92    0.73  HTML_BACKHAIR_8
+  6.549  13.4480   0.0103    0.999   0.92    2.18  RCVD_HELO_IP_MISMATCH
+ 23.591  48.4632   0.0160    1.000   0.92    3.81  RCVD_IN_DSBL
+  3.101   6.3696   0.0034    0.999   0.91    1.25  HELO_DYNAMIC_DHCP
+  2.506   5.1481   0.0008    1.000   0.91    3.74  HELO_DYNAMIC_HCC
+  7.971  16.3664   0.0141    0.999   0.91    3.08  RCVD_IN_XBL
+ 13.325  27.3650   0.0168    0.999   0.90    2.44  MIME_HTML_ONLY_MULTI
+  2.232   4.5863   0.0011    1.000   0.90    3.50  HELO_DYNAMIC_IPADDR2
+  1.877   3.8570   0.0000    1.000   0.90    3.34  DRUGS_SLEEP_EREC
+  4.097   8.4109   0.0084    0.999   0.90    1.94  MSGID_RANDY
+  2.170   4.4590   0.0011    1.000   0.90    0.00  DRUGS_DIET_PAIN
+  4.317   8.8609   0.0103    0.999   0.89    0.88  DRUGS_ERECTILE_OBFU
+  1.850   3.8012   0.0011    1.000   0.89    0.00  DRUGS_DEPR_EREC
+  5.264  10.8033   0.0137    0.999   0.89    2.27  UNIQUE_WORDS
+  4.579   9.3953   0.0137    0.999   0.88    0.10  DRUGS_ANXIETY
+  1.343   2.7601   0.0000    1.000   0.87    3.68  SUBJECT_DRUG_GAP_VA
+  2.660   5.4583   0.0084    0.998   0.87    2.66  MSGID_DOLLARS
+  1.522   3.1245   0.0030    0.999   0.87    3.30  HTML_IMAGE_ONLY_04
+  1.253   2.5753   0.0000    1.000   0.87    2.96  HTML_NONELEMENT_90_100
+  1.243   2.5536   0.0000    1.000   0.87    2.51  SUBJECT_DRUG_GAP_X
+  2.025   4.1540   0.0061    0.999   0.87    0.00  DRUGS_SLEEP
+  2.702   5.5431   0.0099    0.998   0.86    0.00  DRUGS_PAIN_EREC
+  1.507   3.0932   0.0034    0.999   0.86    3.18  DRUGS_PAIN_OBFU
+  1.165   2.3940   0.0004    1.000   0.86    3.87  RATWARE_RCVD_PF
+  2.692   5.5202   0.0110    0.998   0.86    2.85  SUBJ_ILLEGAL_CHARS
+  1.114   2.2896   0.0000    1.000   0.85    3.80  MSGID_YAHOO_CAPS
+  1.391   2.8537   0.0053    0.998   0.84    1.72  RCVD_IN_RSL
+  1.159   2.3784   0.0030    0.999   0.84    0.25  SUBJECT_DRUG_GAP_VIA
+  2.120   4.3457   0.0103    0.998   0.84    0.86  HTML_OBFUSCATE_10_20
+  4.132   8.4707   0.0194    0.998   0.84    0.63  FORGED_OUTLOOK_HTML
+  2.227   4.5651   0.0114    0.998   0.84    0.00  DRUGS_MUSCLE
+  0.941   1.9344   0.0000    1.000   0.84    3.44  HTML_OBFUSCATE_30_40
+  0.941   1.9331   0.0000    1.000   0.83    2.04  SUBJECT_DRUG_GAP_S
+ 43.515  89.3888   0.0335    1.000   0.83    1.89  BAYES_99
+  2.754   5.6435   0.0160    0.997   0.83    0.07  FORGED_OUTLOOK_TAGS
+  1.004   2.0621   0.0015    0.999   0.83    0.00  HTML_NONELEMENT_80_90
+  2.393   4.9042   0.0133    0.997   0.83    3.18  DOMAIN_RATIO
+  1.043   2.1409   0.0027    0.999   0.83    1.52  FORGED_MUA_AOL_FROM
+  0.904   1.8584   0.0000    1.000   0.83    3.42  RATWARE_RCVD_AT
+  2.610   5.3462   0.0164    0.997   0.83    3.04  HTML_IMAGE_ONLY_08
+  0.908   1.8648   0.0011    0.999   0.83    3.40  MIME_BOUND_DIGITS_15
+  0.871   1.7885   0.0004    1.000   0.82    3.33  HTML_OBFUSCATE_50_60
+  0.959   1.9681   0.0030    0.998   0.82    3.58  INVALID_TZ_EST
+  1.021   2.0927   0.0046    0.998   0.82    1.69  OBFUSCATING_COMMENT
+  0.796   1.6354   0.0000    1.000   0.82    3.70  HELO_DYNAMIC_COMCAST
+  2.053   4.2022   0.0152    0.996   0.82    0.00  DRUGS_DEPRESSION
+  0.752   1.5446   0.0000    1.000   0.81    2.80  HTML_BADTAG_90_100
+  3.657   7.4903   0.0240    0.997   0.81    0.13  DRUGS_PAIN
+  0.914   1.8729   0.0046    0.998   0.81    0.00  FORGED_AOL_HTML
+  0.731   1.5016   0.0000    1.000   0.80    2.75  DRUGS_DIET_OBFU
+  0.764   1.5683   0.0011    0.999   0.80    0.00  ONLINE_PHARMACY
+  4.936  10.1125   0.0301    0.997   0.79    2.17  DCC_CHECK
+  1.167   2.3868   0.0114    0.995   0.79    0.00  HTML_OBFUSCATE_20_30
+  0.679   1.3947   0.0000    1.000   0.79    3.15  HELO_DYNAMIC_ATTBI
+ 17.090  35.0759   0.0419    0.999   0.79    0.07  MPART_ALT_DIFF
+  0.664   1.3642   0.0000    1.000   0.79    3.09  HTML_OBFUSCATE_40_50
+  1.021   2.0895   0.0091    0.996   0.79    2.87  UNRESOLVED_TEMPLATE
+  0.857   1.7539   0.0061    0.997   0.79    0.15  HTML_FONT_SIZE_LARGE
+  2.238   4.5779   0.0209    0.995   0.79    2.05  URI_AFFILIATE
+  0.639   1.3127   0.0000    1.000   0.78    1.36  HTML_BADTAG_60_70
+  1.138   2.3261   0.0122    0.995   0.78    2.54  FORGED_HOTMAIL_RCVD
+  0.635   1.3047   0.0000    1.000   0.78    3.10  EMAIL_ROT13
+  0.718   1.4719   0.0027    0.998   0.78    3.13  OBSCURED_EMAIL
+  0.684   1.4027   0.0019    0.999   0.78    3.23  MSGID_SPAM_ALPHA_NUM
+  2.501   5.1151   0.0236    0.995   0.78    2.94  HTML_IMAGE_ONLY_12
+  6.387  13.0840   0.0385    0.997   0.78    3.45  PYZOR_CHECK
+  0.692   1.4176   0.0034    0.998   0.78    0.01  FROM_ILLEGAL_CHARS
+  0.673   1.3802   0.0030    0.998   0.77    0.00  HTML_NONELEMENT_70_80
+  9.078  18.6078   0.0442    0.998   0.77    2.26  LONGWORDS
+  0.594   1.2207   0.0004    1.000   0.77    0.00  HTML_SHORT_CENTER
+  0.569   1.1681   0.0004    1.000   0.76    3.12  PERCENT_RANDOM
+  0.602   1.2352   0.0023    0.998   0.76    2.05  RCVD_IN_SORBS_SOCKS
+  0.511   1.0504   0.0000    1.000   0.76    3.00  VIA_GAP_GRA
+  0.525   1.0781   0.0004    1.000   0.76    0.15  HTML_BADTAG_50_60
+  0.530   1.0865   0.0015    0.999   0.75    3.40  NIGERIAN_BODY1
+  0.601   1.2316   0.0034    0.997   0.75    0.86  DRUG_DOSAGE
+  0.501   1.0295   0.0004    1.000   0.75    0.01  HTML_BADTAG_40_50
+  0.492   1.0110   0.0000    1.000   0.75    3.18  HELO_DYNAMIC_OOL
+  0.572   1.1713   0.0038    0.997   0.74    0.00  HTML_NONELEMENT_60_70
+  1.256   2.5588   0.0213    0.992   0.74    0.26  HTML_OBFUSCATE_05_10
+ 30.471  62.5514   0.0632    0.999   0.74    3.21  URIBL_OB_SURBL
+  0.478   0.9808   0.0008    0.999   0.74    3.10  X_AUTH_WARN_FAKED
+  1.453   0.0261   2.8051    0.009   0.74   -3.30  ALL_TRUSTED
+  3.189   6.5119   0.0385    0.994   0.74    2.49  RCVD_IN_SORBS_SMTP
+  0.454   0.9326   0.0004    1.000   0.73    0.78  HELO_DYNAMIC_SPLIT_IP
+  2.490   5.0822   0.0339    0.993   0.73    0.30  MIME_BASE64_TEXT
+  2.950   6.0208   0.0385    0.994   0.73    0.42  URIBL_AB_SURBL
+  0.457   0.9370   0.0019    0.998   0.73    0.00  HTML_BADTAG_30_40
+  0.420   0.8623   0.0008    0.999   0.72    0.60  NIGERIAN_BODY2
+  0.496   1.0134   0.0050    0.995   0.72    0.12  HTML_SHORT_COMMENT
+  1.551   3.1555   0.0297    0.991   0.72    0.79  HTML_FONT_LOW_CONTRAST
+  0.425   0.8719   0.0015    0.998   0.72    1.32  SUBJECT_DRUG_GAP_C
+  0.647   1.3188   0.0107    0.992   0.72    0.10  MONEY_BACK
+  0.376   0.7727   0.0000    1.000   0.72    2.81  RATWARE_EGROUPS
+  0.391   0.8036   0.0008    0.999   0.72    3.12  STRONG_BUY
+  0.402   0.8241   0.0011    0.999   0.72    0.51  HG_HORMONE
+  0.374   0.7687   0.0000    1.000   0.72    2.72  FORGED_MUA_THEBAT_BOUN
+  0.562   1.1468   0.0080    0.993   0.72    0.09  IMPOTENCE
+  0.372   0.7631   0.0004    1.000   0.71    3.20  FORGED_MUA_OIMO
+  0.487   0.9941   0.0061    0.994   0.71    0.00  HTML_BADTAG_20_30
+  0.492   1.0033   0.0065    0.994   0.71    0.00  HTML_NONELEMENT_50_60
+  0.508   1.0359   0.0080    0.992   0.71    0.00  HTML_TAG_BALANCE_HEAD
+  1.448   2.9425   0.0316    0.989   0.70    0.06  HTML_BACKHAIR_4
+  1.057   2.1457   0.0259    0.988   0.70    0.00  BODY_ENHANCEMENT2
+  0.345   0.7084   0.0000    1.000   0.70    3.08  KOREAN_UCE_SUBJECT
+  0.497   1.0130   0.0088    0.991   0.70    1.06  ALL_NATURAL
+  0.805   1.6326   0.0202    0.988   0.70    2.06  BAYES_95
+  0.340   0.6980   0.0000    1.000   0.70    2.81  HTML_OBFUSCATE_60_70
+  0.337   0.6927   0.0000    1.000   0.70    2.72  ENTITY_DEC_ALPHANUM
+  0.336   0.6911   0.0000    1.000   0.69    2.87  SUBJECT_DRUG_GAP_VIC
+  1.802   3.6622   0.0396    0.989   0.69    3.03  DATE_IN_FUTURE_12_24
+  0.432   0.8808   0.0069    0.992   0.69    0.77  URI_OFFERS
+  0.377   0.7703   0.0050    0.994   0.69    0.00  HTML_ATTR_UNIQUE
+  0.470   0.9567   0.0088    0.991   0.69    0.00  HTML_COMMENT_SHORT
+  0.327   0.6710   0.0000    1.000   0.69    2.87  INVALID_TZ_CST
+  0.359   0.7349   0.0034    0.995   0.69    2.71  MSGID_SPAM_LETTERS
+  0.325   0.6678   0.0000    1.000   0.69    3.10  FAKE_OUTBLAZE_RCVD
+  0.741   1.5016   0.0206    0.986   0.68    2.08  FRONTPAGE
+  0.350   0.7168   0.0030    0.996   0.68    0.00  FORGED_MUA_EUDORA
+  0.316   0.6489   0.0000    1.000   0.68    2.53  FORGED_THEBAT_HTML
+  0.608   1.2332   0.0160    0.987   0.68    0.01  RCVD_IN_SORBS_WEB
+  0.337   0.6887   0.0027    0.996   0.68    1.62  FROM_NUM_AT_WEBMAIL
+  0.382   0.7767   0.0072    0.991   0.67    0.18  DRUG_ED_CAPS
+  0.305   0.6252   0.0008    0.999   0.67    2.03  FORGED_IMS_HTML
+  0.376   0.7647   0.0069    0.991   0.67    2.37  FORGED_MUA_IMS
+  0.296   0.6071   0.0008    0.999   0.67    2.29  RATWARE_NETIP
+  0.287   0.5899   0.0000    1.000   0.67    3.00  HELO_DYNAMIC_YAHOOBB
+  0.284   0.5842   0.0004    0.999   0.67    0.06  NIGERIAN_BODY3
+  0.972   1.9653   0.0297    0.985   0.67    0.54  MAILTO_SUBJ_REMOVE
+  7.378  15.0662   0.0910    0.994   0.67    0.22  DRUGS_ERECTILE
+  0.282   0.5794   0.0004    0.999   0.67    1.70  FORGED_AOL_TAGS
+  0.433   0.8772   0.0114    0.987   0.66    3.00  FROM_ALL_NUMS
+  0.601   1.2159   0.0190    0.985   0.66    0.39  HTML_SHORT_LENGTH
+  0.564   1.1392   0.0183    0.984   0.66    0.00  BODY_ENHANCEMENT
+  0.757   1.5269   0.0267    0.983   0.65    0.05  HTML_LINK_CLICK_CAPS
+  0.249   0.5099   0.0008    0.999   0.65    1.44  BANG_EXERCISE
+  0.359   0.7273   0.0091    0.988   0.65    1.47  STOCK_PICK
+  0.581   1.1725   0.0209    0.982   0.65    0.00  BANG_GUAR
+  0.231   0.4737   0.0000    1.000   0.65    2.90  SUBJECT_SEXUAL
+  0.224   0.4613   0.0000    1.000   0.64    2.59  RATWARE_OE_MALFORMED
+  0.222   0.4569   0.0000    1.000   0.64    2.69  HTML_OBFUSCATE_70_80
+  0.402   0.8121   0.0137    0.983   0.64    0.00  HTML_NONELEMENT_40_50
+  0.262   0.5352   0.0030    0.994   0.64    1.43  SUBJECT_DRUG_GAP_P
+  1.144   2.3060   0.0423    0.982   0.64    1.18  SUBJ_HAS_SPACES
+  0.913   1.8399   0.0343    0.982   0.64    2.09  BAYES_90
+  0.218   0.4476   0.0000    1.000   0.64    2.28  HTML_BADTAG_70_80
+  0.373   0.7530   0.0122    0.984   0.64    0.00  SUBJ_BUY
+  0.230   0.4717   0.0015    0.997   0.64    2.58  X_ORIG_IP_NOT_IPV4
+  0.308   0.6256   0.0072    0.989   0.64    0.89  SORTED_RECIPS
+  1.613   3.2551   0.0571    0.983   0.64    0.11  MIME_HEADER_CTYPE_ONLY
+  0.412   0.8294   0.0156    0.982   0.63    0.05  SUBJ_DOLLARS
+  0.206   0.4227   0.0000    1.000   0.63    2.63  DEEP_DISC_MEDS
+ 43.964   0.1507  85.4934    0.002   0.63   -2.60  BAYES_00
+  0.239   0.4878   0.0030    0.994   0.63    2.75  X_LIBRARY
+  0.196   0.4030   0.0000    1.000   0.63    2.43  FORGED_IMS_TAGS
+  4.081   8.2907   0.0910    0.989   0.63    0.14  HTML_MIME_NO_HTML_TAG
+  0.195   0.4002   0.0000    1.000   0.63    2.65  FAKE_HELO_MSN
+  0.205   0.4211   0.0008    0.998   0.63    2.42  MORE_SEX
+  0.251   0.5119   0.0046    0.991   0.63    0.27  SUBJECT_DIET
+  0.734   1.4763   0.0305    0.980   0.63    2.12  HEAD_ILLEGAL_CHARS
+  2.368   4.7897   0.0724    0.985   0.63    0.94  RCVD_ILLEGAL_IP
+  0.235   0.4798   0.0034    0.993   0.63    2.80  MILLION_USD
+  0.354   0.7132   0.0126    0.983   0.62    0.08  SATIS_GUAR
+  0.181   0.3721   0.0000    1.000   0.62    2.66  NIGERIAN_BODY4
+  0.313   0.6337   0.0095    0.985   0.62    0.87  HTML_LINK_PUSH_HERE
+  1.092   2.1963   0.0453    0.980   0.62    1.84  RCVD_IN_NJABL_SPAM
+  0.171   0.3524   0.0000    1.000   0.62    2.46  SUBJECT_DRUG_GAP_L
+ 10.232  20.8817   0.1379    0.993   0.62    2.29  BIZ_TLD
+  0.815   1.6338   0.0381    0.977   0.62    1.02  MIME_HTML_MOSTLY
+  0.181   0.3705   0.0015    0.996   0.61    2.38  STOCK_ALERT
+  0.162   0.3339   0.0000    1.000   0.61    2.67  MIME_BOUND_RKFINDY
+  0.158   0.3251   0.0000    1.000   0.61    2.15  REVERSE_AGING
+  0.217   0.4416   0.0050    0.989   0.61    0.98  RATWARE_HASH_2_V2
+  3.090   6.2519   0.0922    0.985   0.61    2.70  FORGED_YAHOO_RCVD
+  0.168   0.3428   0.0015    0.996   0.61    2.61  TERRA_ES
+  0.796   1.5936   0.0400    0.976   0.61    0.53  HTML_FONT_SIZE_TINY
+  0.152   0.3122   0.0000    1.000   0.60    2.20  HELO_DYNAMIC_ADELPHIA
+  0.172   0.3516   0.0027    0.992   0.60    0.11  ENGLISH_UCE_SUBJECT
+  0.151   0.3102   0.0000    1.000   0.60    2.70  NOT_ADVISOR
+  0.480   0.9599   0.0244    0.975   0.60    0.01  HTML_COMMENT_SHOUTING
+  0.647   1.2935   0.0339    0.974   0.60    2.63  DNS_FROM_RFC_BOGUSMX
+  1.089   2.1791   0.0556    0.975   0.60    0.96  HTML_FONT_TINY
+  0.192   0.3902   0.0050    0.987   0.60    0.04  RATWARE_HASH_2
+  0.150   0.3070   0.0008    0.998   0.60    2.70  MIME_BOUND_MANY_HEX
+  0.171   0.3480   0.0038    0.989   0.59    2.61  NA_DOLLARS
+  0.141   0.2897   0.0004    0.999   0.59    1.13  DRUG_ED_GENERIC
+  0.147   0.3014   0.0008    0.997   0.59    2.70  MSGID_OUTLOOK_INVALID
+  0.616   0.0342   1.1670    0.028   0.59   -0.41  BAYES_05
+  0.204   0.4131   0.0065    0.985   0.59    0.03  SAVE_THOUSANDS
+  0.137   0.2813   0.0004    0.999   0.59    1.67  DRUG_ED_SILD
+  7.617  15.4905   0.1531    0.990   0.59    1.66  RCVD_IN_RFC_IPWHOIS
+  0.734   1.4658   0.0404    0.973   0.59    0.42  RCVD_FAKE_HELO_DOTCOM
+  0.856   1.7085   0.0476    0.973   0.59    0.00  HTML_BADTAG_10_20
+  0.137   0.2801   0.0008    0.997   0.59    1.60  HTML_CONVERTED
+  0.213   0.4299   0.0080    0.982   0.59    0.00  GUARANTEED_STUFF
+  0.154   0.3126   0.0030    0.990   0.59    2.69  DATE_IN_FUTURE_48_96
+  0.302   0.6035   0.0156    0.975   0.58    0.03  HTML_FONT_SIZE_NONE
+  0.136   0.2789   0.0011    0.996   0.58    2.59  HTML_FONT_SIZE_HUGE
+  1.035   2.0633   0.0602    0.972   0.58    0.00  HTML_TITLE_UNTITLED
+  0.124   0.2556   0.0000    1.000   0.58    1.75  HELO_DYNAMIC_DIALIN
+  0.932   1.8568   0.0552    0.971   0.58    1.47  MIME_BASE64_BLANKS
+  0.260   0.5208   0.0133    0.975   0.58    0.02  AS_SEEN_ON
+  4.316   8.7235   0.1379    0.984   0.58    0.11  RCVD_IN_SBL
+  0.854   1.6993   0.0522    0.970   0.58    0.00  BAD_CREDIT
+  0.725   1.4433   0.0438    0.971   0.58    0.27  USERPASS
+  0.332   0.6630   0.0187    0.973   0.57    0.79  CLICK_TO_REMOVE_1
+  0.115   0.2363   0.0000    1.000   0.57    0.56  RATWARE_MOZ_MALFORMED
+  0.143   0.2901   0.0038    0.987   0.57    2.30  FORGED_MUA_MOZILLA
+  0.119   0.2447   0.0004    0.998   0.57    2.35  DRUGS_SMEAR1
+  0.123   0.2527   0.0008    0.997   0.57    2.35  HTML_ATTR_BAD
+  0.255   0.5095   0.0137    0.974   0.57    0.23  IP_LINK_PLUS
+  0.129   0.2628   0.0019    0.993   0.57    0.56  HTML_MISSING_CTYPE
+  0.354   0.7044   0.0221    0.970   0.57    0.01  PORN_URL_SEX
+  0.157   0.3158   0.0061    0.981   0.57    0.21  ROUND_THE_WORLD_LOCAL
+  0.819   1.6266   0.0537    0.968   0.57    0.00  X_MSMAIL_PRIORITY_HIGH
+  0.116   0.2367   0.0011    0.995   0.57    1.39  RATWARE_GECKO_BUILD
+  1.568   3.1257   0.0918    0.971   0.57    1.18  FORGED_HOTMAIL_RCVD2
+  0.248   0.4942   0.0145    0.972   0.57    2.19  TO_MALFORMED
+  0.172   0.3452   0.0084    0.976   0.56    0.00  GUARANTEED_100_PERCENT
+  0.102   0.2089   0.0000    1.000   0.56    2.25  CONFIRMED_FORGED
+  0.152   0.3054   0.0057    0.982   0.56    1.74  HAIR_LOSS
+  0.154   0.3090   0.0065    0.979   0.56    0.00  MIME_BASE64_ILLEGAL
+  0.500   0.9925   0.0339    0.967   0.56    1.07  HTML_00_10
+  0.166   0.3319   0.0080    0.976   0.56    0.24  CONSOLIDATE_DEBT
+  0.109   0.2234   0.0011    0.995   0.56    2.29  RATWARE_STORM_URI
+  0.105   0.2154   0.0011    0.995   0.56    0.98  YAHOO_DRS_REDIR
+  0.187   0.3729   0.0107    0.972   0.56    1.40  MARKETING_PARTNERS
+  0.100   0.2049   0.0004    0.998   0.56    1.98  BANG_OPRAH
+  0.150   0.3014   0.0069    0.978   0.56    2.31  DATE_IN_FUTURE_24_48
+  0.092   0.1901   0.0000    1.000   0.56    2.35  HTML_FORMACTION_MAILTO
+  0.138   0.2773   0.0053    0.981   0.56    2.03  HTML_TAG_EXIST_MARQUEE
+  0.372   0.7369   0.0267    0.965   0.55    0.15  HTML_COMMENT_SAVED_URL
+  0.263   0.5216   0.0183    0.966   0.55    1.92  SUSPICIOUS_RECIPS
+  0.086   0.1772   0.0000    1.000   0.55    2.10  SUBJ_2_NUM_PARENS
+  0.086   0.1768   0.0000    1.000   0.55    2.09  HELO_DYNAMIC_ROGERS
+  0.176   0.3488   0.0114    0.968   0.55    0.21  HTML_EMBEDS
+  0.085   0.1756   0.0000    1.000   0.55    2.39  CHINA_HEADER
+  0.878   0.0739   1.6408    0.043   0.54   -1.95  BAYES_10
+  1.350   2.6733   0.0956    0.965   0.54    0.30  DNS_FROM_RFC_WHOIS
+  0.377   0.7442   0.0289    0.963   0.54    0.00  HTML_SHOUTING4
+  0.082   0.1692   0.0000    1.000   0.54    2.11  FAKE_HELO_MAIL_COM_DOM
+  1.088   2.1457   0.0857    0.962   0.54    0.20  INVALID_TZ_GMT
+  5.215  10.5168   0.1901    0.982   0.54    1.22  RCVD_IN_BL_SPAMCOP_NET
+  0.129   0.2576   0.0065    0.975   0.54    1.62  PORN_URL_MISC
+  0.081   0.1660   0.0000    1.000   0.54    2.11  MULTI_FORGED
+  0.237   0.4677   0.0179    0.963   0.54    0.00  UPPERCASE_75_100
+  0.428   0.8422   0.0347    0.960   0.54    0.00  LOW_PRICE
+  1.752   3.4761   0.1185    0.967   0.54    0.00  HTML_TAG_BALANCE_BODY
+  0.077   0.1587   0.0000    1.000   0.54    2.07  DIET_3
+  0.098   0.1981   0.0038    0.981   0.54    1.49  FROM_OFFERS
+  0.083   0.0012   0.1596    0.007   0.53   -4.30  RCVD_IN_BSP_TRUSTED
+  0.076   0.1555   0.0000    1.000   0.53    2.09  WRINKLES
+  1.432   2.8368   0.1002    0.966   0.53    1.05  HTML_IMAGE_ONLY_16
+  1.930   3.8289   0.1299    0.967   0.53    1.23  MISSING_SUBJECT
+  0.073   0.1503   0.0000    1.000   0.53    2.40  EXCUSE_23
+  0.073   0.1503   0.0000    1.000   0.53    1.91  HTML_BADTAG_80_90
+  4.759   9.5721   0.1977    0.980   0.53    0.02  HTML_IMAGE_RATIO_02
+  0.128   0.2544   0.0080    0.970   0.53    1.70  EXCUSE_6
+  0.099   0.1977   0.0050    0.976   0.53    0.02  HTML_SHOUTING5
+  0.072   0.1475   0.0000    1.000   0.53    1.06  HDR_ORDER_MTSRIX
+  0.071   0.1467   0.0000    1.000   0.53    2.20  HDR_ORDER_TRIMRS
+  0.080   0.1627   0.0023    0.986   0.52    0.24  HELO_DYNAMIC_CHELLO_NL
+  0.116   0.2298   0.0080    0.966   0.52    1.96  DATE_IN_FUTURE_96_XX
+  0.253   0.4970   0.0225    0.957   0.52    0.56  TRACKER_ID
+  0.076   0.1551   0.0019    0.988   0.52    2.02  SUBJ_LIFE_INSURANCE
+  1.195   2.3526   0.0986    0.960   0.52    0.85  DATE_IN_FUTURE_03_06
+  1.222   2.4041   0.1009    0.960   0.52    0.12  MAILTO_TO_REMOVE
+  0.071   0.1455   0.0008    0.995   0.52    2.30  DRUG_ED_ONLINE
+  0.691   1.3545   0.0621    0.956   0.52    0.02  EXCUSE_10
+  0.063   0.0000   0.1226    0.000   0.52   -8.00  HABEAS_USER
+  0.353   0.6919   0.0312    0.957   0.52    1.34  GAPPY_SUBJECT
+  1.536   3.0229   0.1261    0.960   0.52    0.02  HTML_SHOUTING3
+  2.477   4.9307   0.1516    0.970   0.52    0.00  RCVD_DOUBLE_IP_LOOSE
+  0.057   0.1165   0.0000    1.000   0.52    2.07  FAKE_HELO_EXCITE
+  0.143   0.2809   0.0126    0.957   0.52    1.61  SOME_BREAKTHROUGH
+  0.073   0.1479   0.0023    0.985   0.51    0.01  NO_FORMS
+  0.056   0.1141   0.0000    1.000   0.51    1.96  HELO_DYNAMIC_VTR
+  0.457   0.8936   0.0438    0.953   0.51    0.00  HTML_NONELEMENT_20_30
+  0.074   0.1499   0.0030    0.980   0.51    0.00  FAKE_HELO_MAIL_COM
+  0.052   0.1077   0.0000    1.000   0.51    1.98  HTTP_77
+  1.688   3.3202   0.1405    0.959   0.51    0.00  HTML_BACKHAIR_2
+  0.064   0.1302   0.0019    0.986   0.51    0.06  HIDE_WIN_STATUS
+  0.087   0.1728   0.0061    0.966   0.51    0.06  ONE_TIME_MAILING
+  0.058   0.1185   0.0015    0.987   0.51    2.08  RATWARE_RCVD_LC_ESMTP
+  0.642   1.2525   0.0640    0.951   0.51    0.00  MIME_MISSING_BOUNDARY
+  0.109   0.2142   0.0095    0.957   0.51    0.14  MORTGAGE_BEST
+  0.283   0.5529   0.0270    0.953   0.51    1.61  FROM_HAS_MIXED_NUMS3
+  0.084   0.1664   0.0057    0.967   0.51    0.32  DIET_2
+  0.064   0.1294   0.0023    0.983   0.51    0.10  AMAZING_STUFF
+  0.049   0.1009   0.0004    0.996   0.50    0.45  SUBJ_GUARANTEED
+  0.759   1.4779   0.0785    0.950   0.50    0.37  BAYES_75
+  0.428   0.8326   0.0438    0.950   0.50    0.38  FROM_NO_LOWER
+  0.055   0.1105   0.0015    0.986   0.50    0.09  PORN_URL_SLUT
+  0.046   0.0952   0.0000    1.000   0.50   16.00  HABEAS_INFRINGER
+  0.133   0.2584   0.0133    0.951   0.50    0.00  HTML_WIN_OPEN
+  0.221   0.4303   0.0232    0.949   0.50    1.81  URG_BIZ
+  3.381   6.7313   0.2061    0.970   0.50    0.04  HTML_FONT_INVISIBLE
+  0.051   0.1025   0.0015    0.985   0.50    2.20  NASTY_GIRLS
+  0.047   0.0960   0.0011    0.988   0.50    1.96  ROUND_THE_WORLD
+  0.044   0.0896   0.0004    0.996   0.50    0.49  FORGED_QUALCOMM_TAGS
+  0.067   0.1338   0.0042    0.970   0.50    0.98  FROM_NO_USER
+  0.070   0.1398   0.0046    0.968   0.50    0.13  BILLION_DOLLARS
+  0.043   0.0888   0.0004    0.996   0.50    2.20  FORWARD_LOOKING
+  0.107   0.2081   0.0110    0.950   0.50    0.20  MORTGAGE_RATES
+  0.050   0.1001   0.0019    0.981   0.49    1.97  URI_4YOU
+  0.351   0.6819   0.0377    0.948   0.49    0.00  BANG_MORE
+  0.041   0.0840   0.0000    1.000   0.49    1.93  RCVD_AM_PM
+  0.062   0.1234   0.0042    0.967   0.49    0.14  OFFSHORE_SCAM
+  0.047   0.0944   0.0019    0.980   0.49    0.04  NO_CREDIT_CHECK
+  0.043   0.0872   0.0011    0.987   0.49    2.17  PORN_15
+ 18.201  37.0130   0.3694    0.990   0.49    1.99  RCVD_IN_SORBS_DUL
+  0.039   0.0800   0.0000    1.000   0.49    2.20  WITH_LC_SMTP
+  3.282   6.5050   0.2262    0.966   0.49    0.00  DNS_FROM_RFC_DSN
+  1.058   0.1185   1.9489    0.057   0.49   -1.10  BAYES_25
+  0.147   0.2833   0.0183    0.939   0.49    0.01  SUB_HELLO
+  0.039   0.0792   0.0000    1.000   0.49    2.20  HELO_DYNAMIC_RR2
+ 18.348  37.2935   0.3904    0.990   0.48    0.09  RCVD_IN_NJABL_DUL
+  0.047   0.0932   0.0027    0.972   0.48    0.00  CUM_SHOT
+  1.357   2.6375   0.1436    0.948   0.48    0.00  DIET_1
+  0.132   0.2548   0.0164    0.940   0.48    0.31  CREDIT_CARD
+  0.040   0.0816   0.0011    0.986   0.48    0.34  REFINANCE_YOUR_HOME
+  4.850   9.6472   0.3020    0.970   0.48    0.00  INFO_TLD
+  0.142   0.2732   0.0179    0.939   0.48    0.79  FORGED_JUNO_RCVD
+  0.035   0.0711   0.0000    1.000   0.48    1.94  HTML_OBFUSCATE_80_90
+  0.037   0.0747   0.0008    0.990   0.48    2.13  NUMERIC_HTTP_ADDR
+  0.036   0.0739   0.0008    0.990   0.48    0.65  HTML_SHOUTING7
+  0.251   0.4838   0.0305    0.941   0.48    0.00  MORTGAGE_PITCH
+  0.034   0.0695   0.0000    1.000   0.48    2.14  MSGID_FROM_MTA_HOTMAIL
+  0.283   0.5453   0.0343    0.941   0.48    0.00  HTML_NONELEMENT_30_40
+  0.033   0.0671   0.0000    1.000   0.47    1.86  MSGID_SPAM_ZEROES
+  0.032   0.0667   0.0000    1.000   0.47    1.77  HTML_OBFUSCATE_90_100
+  0.046   0.0896   0.0042    0.955   0.47    0.03  DISGUISE_PORN
+  0.032   0.0651   0.0000    1.000   0.47    1.98  WHY_PAY_MORE
+  0.032   0.0651   0.0000    1.000   0.47    1.27  CONFIDENTIAL_ORDER
+  0.236   0.4528   0.0301    0.938   0.47    1.80  ADDRESS_IN_SUBJECT
+  0.032   0.0655   0.0004    0.994   0.47    2.00  HELO_DYNAMIC_VELOX
+  0.033   0.0671   0.0008    0.989   0.47    2.02  JS_FROMCHARCODE
+  0.034   0.0695   0.0011    0.984   0.47    0.79  FIN_FREE
+  0.208   0.3978   0.0274    0.936   0.47    0.76  WHY_WAIT
+  0.504   0.9668   0.0651    0.937   0.47    0.48  HTTP_ESCAPED_HOST
+  1.606   3.1052   0.1855    0.944   0.47    0.03  NORMAL_HTTP_TO_IP
+  0.031   0.0635   0.0004    0.994   0.47    2.03  WE_HONOR_ALL
+ 33.807  68.9994   0.4494    0.994   0.47    1.46  URIBL_WS_SURBL
+  0.030   0.0615   0.0000    1.000   0.46    1.96  BANG_QUOTE
+  0.072   0.1382   0.0095    0.936   0.46    0.00  FREE_PORN
+  0.029   0.0603   0.0000    1.000   0.46    1.44  MSGID_SPAM_99X9XX99
+  0.056   0.1077   0.0076    0.934   0.46    1.26  SUBJ_YOUR_DEBT
+  0.032   0.0647   0.0011    0.983   0.46    2.08  EXCUSE_24
+  0.050   0.0964   0.0069    0.934   0.46    2.09  NIGERIAN_SUBJECT2
+  0.040   0.0780   0.0038    0.953   0.46    0.03  REFINANCE_NOW
+  0.379   0.7245   0.0522    0.933   0.46    0.02  HTML_TABLE_THICK_BORD
+  0.470   0.8957   0.0659    0.931   0.46    1.13  INVALID_MSGID
+  0.028   0.0567   0.0000    1.000   0.46    2.10  RATWARE_JPFREE
+  0.080   0.1523   0.0118    0.928   0.46    0.03  HTML_TAG_EXIST_PARAM
+  1.519   2.9248   0.1870    0.940   0.46    0.45  HTML_IMAGE_ONLY_20
+  0.027   0.0563   0.0000    1.000   0.46    1.88  HELO_DYNAMIC_HOME_NL
+  0.103   0.1949   0.0168    0.921   0.46    0.14  MSGID_NO_HOST
+  1.404   2.6954   0.1805    0.937   0.46    0.00  MIME_BOUND_NEXTPART
+  0.044   0.0848   0.0061    0.933   0.46    1.59  DOMAIN_4U2
+  0.124   0.2343   0.0194    0.923   0.46    1.83  ADDR_FREE
+  0.031   0.0627   0.0015    0.976   0.46    1.85  FREE_PREVIEW
+  0.027   0.0559   0.0000    1.000   0.46    2.05  COMPETE
+  0.729   1.3951   0.0983    0.934   0.46    0.04  HTML_FONT_FACE_BAD
+  0.039   0.0751   0.0050    0.938   0.45    1.12  EXCUSE_4
+  0.030   0.0595   0.0015    0.975   0.45    2.00  BLANK_LINES_90_100
+  0.099   0.1860   0.0171    0.916   0.45    0.00  ENTITY_DEC_SPACE
+  0.051   0.0964   0.0088    0.917   0.45    0.00  HTML_SHOUTING9
+  0.028   0.0559   0.0011    0.980   0.45    0.01  SUBJ_YOUR_FAMILY
+  0.044   0.0828   0.0069    0.924   0.45    0.04  SUBJ_FOR_ONLY
+  0.024   0.0490   0.0008    0.985   0.45    0.00  FROM_NONSENDING_DOMAIN
+  0.175   0.3299   0.0278    0.922   0.45    0.00  REPLY_TO_ULINE_NUMS
+  0.396   0.7494   0.0613    0.924   0.45    1.51  BLANK_LINES_70_80
+  0.021   0.0438   0.0000    1.000   0.45    2.00  SENT_IN_COMPLIANCE
+  0.021   0.0438   0.0000    1.000   0.45    1.87  RCVD_BONUS_SPC_DATE
+  6.287  12.4985   0.3984    0.969   0.45    0.04  RCVD_IN_SORBS_HTTP
+  2.656   5.1481   0.2940    0.946   0.45    0.00  MIME_BASE64_NO_NAME
+  0.531   1.0005   0.0853    0.921   0.44    0.00  EXTRA_MPART_TYPE
+  0.029   0.0563   0.0023    0.961   0.44    1.58  UNCLAIMED_MONEY
+  0.140   0.2628   0.0240    0.916   0.44    0.01  SOMETHING_FOR_ADULTS
+  0.031   0.0603   0.0034    0.946   0.44    1.05  SEDUCTION
+  5.408  10.6960   0.3957    0.964   0.44    0.03  HTML_TEXT_AFTER_HTML
+  0.019   0.0390   0.0000    1.000   0.44    1.90  PREST_NON_ACCREDITED
+  0.116   0.2154   0.0217    0.908   0.44    0.31  EXCUSE_REMOVE
+  0.045   0.0828   0.0084    0.908   0.44    0.09  ACT_NOW_CAPS
+  0.019   0.0386   0.0000    1.000   0.44    1.63  YOU_CAN_SEARCH
+  0.019   0.0386   0.0000    1.000   0.44    1.83  MICRO_CAP_WARNING
+  0.126   0.2343   0.0229    0.911   0.44    1.40  RCVD_IN_NJABL_RELAY
+  0.034   0.0639   0.0050    0.928   0.44    0.94  FREE_SAMPLE
+  0.018   0.0378   0.0000    1.000   0.44    1.65  RATWARE_HASH_DASH
+  0.030   0.0583   0.0038    0.939   0.44    0.00  WHILE_YOU_SLEEP
+  7.153  14.2312   0.4441    0.970   0.44    0.34  RCVD_IN_SORBS_MISC
+  1.212   2.2948   0.1855    0.925   0.44    0.00  X_PRIORITY_HIGH
+  0.020   0.0406   0.0011    0.973   0.44    1.74  AMATEUR_PORN
+  0.058   0.1061   0.0118    0.900   0.44    2.00  WEIRD_QUOTING
+  0.019   0.0390   0.0008    0.981   0.44    2.00  URIBL_PH_SURBL
+  0.020   0.0402   0.0011    0.972   0.44    0.02  PORN_16
+  0.018   0.0374   0.0004    0.990   0.43    1.83  BARGAIN_URL
+  0.023   0.0446   0.0023    0.951   0.43    1.90  BILL_1618
+  2.669   5.1493   0.3173    0.942   0.43    1.10  PRIORITY_NO_NAME
+  0.026   0.0506   0.0034    0.937   0.43    1.90  SELECTED_YOU
+  0.050   0.0920   0.0107    0.896   0.43    0.45  EXTRA_CASH
+  0.545   1.0234   0.0910    0.918   0.43    0.02  NO_RDNS_DOTCOM_HELO
+  0.025   0.0482   0.0030    0.941   0.43    1.17  MEET_SINGLES
+  0.018   0.0362   0.0004    0.990   0.43    1.66  BUY_DIRECT
+  0.019   0.0374   0.0008    0.980   0.43    1.90  PAY_SITE
+  9.271  18.5254   0.4986    0.974   0.43    0.44  RCVD_IN_NJABL_PROXY
+  1.049   1.9806   0.1653    0.923   0.43    0.50  HTML_IMAGE_ONLY_24
+  0.030   0.0567   0.0046    0.925   0.43    0.00  FREE_QUOTE_INSTANT
+  0.016   0.0338   0.0000    1.000   0.43    1.90  HTTP_CTRL_CHARS_HOST
+  2.663   5.1288   0.3253    0.940   0.43    0.25  HTML_10_20
+  0.017   0.0342   0.0004    0.989   0.43    0.68  HARDCORE_PORN
+  0.022   0.0414   0.0027    0.939   0.43    1.89  BEEN_TURNED_DOWN
+  0.016   0.0329   0.0000    1.000   0.43    1.72  NIGERIAN_BODY_GOVT_3
+  0.019   0.0374   0.0015    0.961   0.43    1.88  FORGED_MUA_THEBAT_CS
+  0.144   0.2664   0.0270    0.908   0.43    0.00  MIME_BASE64_LATIN
+  0.040   0.0735   0.0088    0.894   0.43    0.86  GET_PAID
+  0.038   0.0699   0.0084    0.893   0.43    0.00  URI_LONG_HOSTNAME
+  0.808   1.5132   0.1398    0.915   0.43    0.00  ORDER_NOW
+  0.305   0.5734   0.0503    0.919   0.43    1.58  DEAR_SOMETHING
+  0.017   0.0342   0.0011    0.968   0.42    0.00  HIDDEN_CHARGES
+  0.015   0.0305   0.0000    1.000   0.42    1.90  REMOVE_POSTAL
+  0.083   0.1523   0.0183    0.893   0.42    0.00  BLANK_LINES_80_90
+  0.015   0.0301   0.0000    1.000   0.42    1.52  HELO_DYNAMIC_HEXIP
+  0.044   0.0800   0.0107    0.882   0.42    0.00  ALL_CAPS_GUAR
+  0.018   0.0350   0.0019    0.948   0.42    0.13  TO_NO_USER
+  0.016   0.0317   0.0008    0.977   0.42    1.65  BE_BOSS
+  0.014   0.0293   0.0000    1.000   0.42    1.53  FORGED_TELESP_RCVD
+  0.946   1.7716   0.1630    0.916   0.42    0.00  HTML_TAG_BALANCE_HTML
+  0.089   0.1619   0.0202    0.889   0.42    0.00  BEST_PORN
+  0.032   0.0595   0.0069    0.897   0.42    1.77  HEADER_COUNT_CTYPE
+  0.013   0.0277   0.0000    1.000   0.42    1.77  CANNOT_BE_SPAM
+ 20.829  42.0571   0.7080    0.983   0.42    1.00  URIBL_SBL
+  0.022   0.0414   0.0042    0.908   0.42    0.62  ONE_TIME
+  0.022   0.0414   0.0042    0.908   0.42    1.90  EARN_PER_WEEK
+  0.013   0.0269   0.0000    1.000   0.42    1.64  DRUG_ED_COMBO
+  0.027   0.0498   0.0057    0.897   0.42    0.29  FORGED_EUDORAMAIL_RCVD
+  1.126   2.1120   0.1923    0.917   0.42    0.10  HTML_IMAGE_RATIO_04
+  0.183   0.3371   0.0373    0.900   0.42    0.30  FROM_STARTS_WITH_NUMS
+  0.040   0.0719   0.0103    0.875   0.42    0.00  THE_BEST_RATE
+  0.333   0.6204   0.0609    0.911   0.42    0.52  HTML_EVENT_UNSAFE
+  0.040   0.0711   0.0103    0.874   0.42    0.00  SUBJ_AS_SEEN
+  6.738  13.3074   0.5107    0.963   0.42    0.00  FORGED_RCVD_NET_HELO
+  0.012   0.0253   0.0000    1.000   0.42    1.64  YAHOO_RD_REDIR
+  5.637  11.0829   0.4753    0.959   0.41    1.72  MSGID_FROM_MTA_ID
+ 12.286  24.5450   0.6658    0.974   0.41    1.61  DNS_FROM_RFC_POST
+  0.012   0.0249   0.0000    1.000   0.41    1.60  FAKED_UNDISC_RECIPS
+  0.016   0.0313   0.0019    0.943   0.41    0.49  BANKRUPTCY
+  0.020   0.0374   0.0042    0.899   0.41    0.01  BARELY_LEGAL
+  0.012   0.0000   0.0225    0.000   0.41   -0.10  RCVD_IN_BSP_OTHER
+  0.012   0.0237   0.0000    1.000   0.41    1.57  HELO_DYNAMIC_CHELLO_NO
+  1.549   2.9076   0.2613    0.918   0.41    0.19  REMOVE_PAGE
+  5.135  10.0611   0.4654    0.956   0.41    0.06  HTML_TEXT_AFTER_BODY
+  0.114   0.2069   0.0263    0.887   0.41    0.26  ITS_LEGAL
+  0.011   0.0225   0.0000    1.000   0.41    1.42  NONEXISTENT_CHARSET
+  0.019   0.0342   0.0038    0.900   0.41    0.40  ACCEPT_CREDIT_CARDS
+  0.047   0.0820   0.0137    0.857   0.41    0.00  LOW_INTEREST
+  1.608   2.9923   0.2956    0.910   0.41    0.04  HTML_WEB_BUGS
+  0.383   0.7096   0.0743    0.905   0.41    0.15  HTTP_EXCESSIVE_ESCAPES
+  0.011   0.0221   0.0000    1.000   0.41    1.51  HELO_DYNAMIC_TELIA
+  6.274  12.3511   0.5142    0.960   0.41    0.01  MISSING_MIMEOLE
+  0.012   0.0241   0.0008    0.969   0.41    0.00  NO_CATCH
+  0.695   1.2858   0.1348    0.905   0.41    0.09  HOT_NASTY
+  0.011   0.0217   0.0000    1.000   0.41    1.58  TO_TXT
+  0.010   0.0213   0.0000    1.000   0.41    1.54  FAKE_HELO_EMAIL_COM
+  0.673   1.2440   0.1322    0.904   0.41    1.34  SUBJ_HAS_UNIQ_ID
+  0.871   1.6149   0.1653    0.907   0.41    0.11  CLICK_BELOW_CAPS
+  0.010   0.0209   0.0000    1.000   0.40    1.73  HELO_DYNAMIC_NTL
+  0.022   0.0394   0.0061    0.866   0.40    0.08  SUBJ_2_CREDIT
+  0.399   0.7317   0.0842    0.897   0.40    1.36  DATE_IN_PAST_96_XX
+  0.013   0.0245   0.0015    0.941   0.40    1.68  EARNINGS
+  0.010   0.0205   0.0000    1.000   0.40    1.54  TO_RECIP_MARKER
+  0.013   0.0241   0.0015    0.941   0.40    1.75  SERIOUS_ONLY
+  0.016   0.0301   0.0034    0.898   0.40    0.04  PORN_CELEBRITY
+  0.010   0.0201   0.0000    1.000   0.40    1.80  JAPANESE_UCE_SUBJECT
+  0.761   1.4060   0.1504    0.903   0.40    0.00  HTML_NONELEMENT_10_20
+  0.010   0.0197   0.0000    1.000   0.40    1.70  FORGED_GW05_RCVD
+  0.010   0.0205   0.0004    0.982   0.40    1.44  OUR_AFFILIATE_PARTNERS
+  0.009   0.0193   0.0000    1.000   0.40    0.00  COPY_ACCURATELY
+  0.036   0.0619   0.0107    0.853   0.40    0.96  INVALID_DATE_TZ_ABSURD
+  0.030   0.0510   0.0091    0.848   0.40    0.00  LOW_PAYMENT
+  0.009   0.0189   0.0000    1.000   0.40    0.00  INVALUABLE_MARKETING
+  0.026   0.0442   0.0080    0.847   0.40    1.03  CELL_PHONE_IMPROVE
+  9.123  17.9564   0.7503    0.960   0.40    1.25  RCVD_NUMERIC_HELO
+  0.009   0.0185   0.0000    1.000   0.40    0.00  USERNAME_IN_SUBJECT
+  0.009   0.0185   0.0000    1.000   0.40    0.00  UNIVERSITY_DIPLOMAS
+  0.012   0.0233   0.0019    0.924   0.40    1.12  FAKE_HELO_YAHOO_CA
+  6.751  13.2017   0.6361    0.954   0.40    0.29  DNS_FROM_AHBL_RHSBL
+  0.018   0.0313   0.0046    0.873   0.40    0.00  LIVE_PORN
+  0.009   0.0181   0.0000    1.000   0.40    0.00  JODY
+  0.009   0.0181   0.0000    1.000   0.40    0.00  ORDER_REPORT
+  0.009   0.0177   0.0000    1.000   0.40    0.00  RESISTANCE_IS_FUTILE
+  0.009   0.0177   0.0000    1.000   0.40    0.00  FORGED_AOL_RCVD
+  0.089   0.1567   0.0240    0.867   0.40    0.79  RECEIVE_OFFER
+  0.018   0.0321   0.0053    0.858   0.39    0.87  FREE_MEMBERSHIP
+  0.097   0.1712   0.0263    0.867   0.39    0.00  DO_IT_TODAY
+  0.015   0.0265   0.0042    0.864   0.39    0.99  FAKE_HELO_LYCOS
+  0.028   0.0466   0.0095    0.830   0.39    0.00  MILLION_EMAIL
+  5.192  10.0728   0.5652    0.947   0.39    0.02  HTML_90_100
+  0.008   0.0157   0.0000    1.000   0.39    0.00  MDAEMON_2_7_4
+  0.011   0.0205   0.0019    0.915   0.39    0.00  BILL_SECTION
+  0.439   0.7996   0.0964    0.892   0.39    0.00  MISSING_DATE
+  0.007   0.0153   0.0000    1.000   0.39    0.00  NO_MEDICAL
+  0.034   0.0579   0.0114    0.835   0.39    0.00  LINK_TO_NO_SCHEME
+  0.009   0.0181   0.0011    0.941   0.39    0.00  NIGERIAN_SUBJECT1
+  0.007   0.0149   0.0000    1.000   0.39    0.00  FORGED_JUNO_FROM
+  0.008   0.0157   0.0004    0.976   0.39    0.00  FREE_GRANT
+  0.011   0.0205   0.0023    0.900   0.39    0.02  LONG_DISTANCE
+  0.041   0.0691   0.0145    0.827   0.39    0.00  HTML_SHOUTING6
+  0.217   0.3930   0.0495    0.888   0.39    0.00  SUB_FREE_OFFER
+  0.692   1.2641   0.1497    0.894   0.39    0.06  MIME_QP_EXCESSIVE
+  0.007   0.0145   0.0000    1.000   0.39    0.00  PORN_URL_PANT
+  0.008   0.0161   0.0008    0.955   0.39    0.00  LESBIAN
+  0.007   0.0137   0.0000    1.000   0.39    0.00  CABLE_CONVERTER
+ 34.091  68.8880   1.1076    0.984   0.39    0.06  RAZOR2_CF_RANGE_51_100
+  0.015   0.0253   0.0046    0.847   0.39    1.23  INITIAL_INVEST
+  0.009   0.0165   0.0011    0.935   0.39    0.00  FREE_PASSWORD
+  0.928   1.6925   0.2034    0.893   0.39    0.00  MANY_EXCLAMATIONS
+  0.010   0.0185   0.0019    0.907   0.39    0.80  MULTI_REMOVAL_1WORD
+  0.008   0.0161   0.0011    0.934   0.39    0.00  APPLY_ONLINE
+  0.006   0.0125   0.0000    1.000   0.39    0.00  NO_GIMMICK
+ 35.260  71.0900   1.2980    0.982   0.38    1.51  RAZOR2_CHECK
+  2.988   5.6749   0.4407    0.928   0.38    0.23  HTML_20_30
+  0.006   0.0129   0.0004    0.971   0.38    0.00  MEGA_SITE
+  0.007   0.0145   0.0008    0.950   0.38    0.00  NONSECURED_CREDIT
+  0.005   0.0113   0.0000    1.000   0.38    0.00  FORGED_MUA_APPLEMAIL
+  0.538   0.9784   0.1207    0.890   0.38    0.35  US_DOLLARS_3
+  1.551   2.8320   0.3359    0.894   0.38    0.24  INVALID_DATE
+  0.013   0.0225   0.0042    0.843   0.38    0.48  TARGETED
+ 11.437  22.4688   0.9800    0.958   0.38    0.07  RCVD_BY_IP
+  0.005   0.0108   0.0000    1.000   0.38    0.00  BTAMAIL_URL
+ 16.509  32.7682   1.0969    0.968   0.38    0.01  MIME_HTML_NO_CHARSET
+  0.005   0.0096   0.0000    1.000   0.38    0.00  X_PMFLAGS_PRESENT
+  0.005   0.0108   0.0004    0.966   0.38    0.00  X_PRI_MISMATCH_HI
+  0.015   0.0253   0.0057    0.816   0.38    0.45  JOIN_MILLIONS
+  8.549  16.5762   0.9404    0.946   0.38    0.14  HTML_FONT_BIG
+  0.917   1.6679   0.2053    0.890   0.38    0.67  SUBJ_ALL_CAPS
+  0.016   0.0261   0.0061    0.811   0.38    0.03  UP_TO_OR_MORES
+  1.564   2.8561   0.3401    0.894   0.38    0.05  MSGID_FROM_MTA_HEADER
+  0.004   0.0092   0.0000    1.000   0.38    0.00  FAKE_HELO_MAILCITY
+  0.004   0.0092   0.0000    1.000   0.38    0.00  NIGERIAN_SUBJECT6
+  0.005   0.0104   0.0004    0.965   0.38    0.00  NOT_ML_MARKETING
+  1.120   2.0344   0.2529    0.889   0.38    0.00  SAVE_MONEY
+  0.004   0.0088   0.0000    1.000   0.38    0.00  FORGED_MX_HOTMAIL
+  0.004   0.0088   0.0000    1.000   0.38    0.00  NIGERIAN_SCAM_VIRTUE
+  0.012   0.0197   0.0038    0.838   0.38    0.01  HTML_ALL_CAPS
+  0.006   0.0121   0.0011    0.913   0.38    0.00  LYING_EYES
+  0.011   0.0185   0.0034    0.844   0.38    0.00  URI_IS_POUND
+  0.004   0.0084   0.0000    1.000   0.38    0.00  INTL_DRIVERS_LICENSE
+  0.022   0.0346   0.0091    0.791   0.38    1.64  REPLY_TO_EMPTY
+  0.009   0.0153   0.0023    0.870   0.38    0.00  SEX_FEST
+  0.015   0.0249   0.0061    0.803   0.38    0.41  NO_DISAPPOINTMENT
+  0.290   0.5200   0.0720    0.878   0.38    0.00  UPPERCASE_50_75
+  0.004   0.0080   0.0000    1.000   0.38    0.00  FAKE_HELO_EUDORAMAIL
+ 26.242  52.1286   1.7048    0.968   0.38    0.18  MIME_HTML_ONLY
+  0.004   0.0076   0.0000    1.000   0.37    0.00  HELO_DYNAMIC_VIRTUA
+  0.372   0.6718   0.0880    0.884   0.37    0.23  RISK_FREE
+  0.043   0.0695   0.0175    0.799   0.37    0.20  EXCUSE_12
+  0.003   0.0060   0.0000    1.000   0.37    0.00  SAFEGUARD_NOTICE
+  0.003   0.0060   0.0000    1.000   0.37    0.00  OUR_STRICT_ANTI
+  0.003   0.0060   0.0000    1.000   0.37    0.00  MSGID_THREESIXSIX
+  0.004   0.0072   0.0004    0.950   0.37    0.00  MAIL_IN_ORDER_FORM
+  0.004   0.0072   0.0004    0.950   0.37    0.00  YAHOO_SRD_REDIR
+  0.707   1.2786   0.1661    0.885   0.37    0.00  SB_NSP_VOLUME_SPIKE
+  0.019   0.0297   0.0084    0.780   0.37    0.92  CELL_PHONE_FREE
+  0.003   0.0056   0.0000    1.000   0.37    0.00  USE_IDENTITY
+  0.003   0.0052   0.0000    1.000   0.37    0.00  LOTS_OF_CC_LINES
+  0.003   0.0052   0.0000    1.000   0.37    0.00  BZ_TLD
+  0.003   0.0060   0.0004    0.941   0.37    0.00  FORGED_MUA_MSN
+  0.002   0.0048   0.0000    1.000   0.37    0.00  MSGID_SPAM_1
+  0.003   0.0056   0.0004    0.937   0.37    0.00  SUBJ_DOUBLE_YOUR
+  0.105   0.1796   0.0335    0.843   0.37    0.04  SEE_FOR_YOURSELF
+  0.002   0.0044   0.0000    1.000   0.37    0.00  WALAA
+  0.002   0.0044   0.0000    1.000   0.37    0.00  FAKE_HELO_CARAMAIL
+  0.153   0.2688   0.0427    0.863   0.37    0.08  ADDR_NUMS_AT_BIGSITE
+  0.010   0.0161   0.0042    0.793   0.37    0.11  AOL_USERS_LINK
+  0.008   0.0125   0.0030    0.803   0.37    0.00  HTML_SHOUTING8
+  0.002   0.0040   0.0000    1.000   0.37    0.00  RATWARE_VC_IPA
+  0.002   0.0040   0.0000    1.000   0.37    0.00  MSGID_3_DOLLARS
+  0.065   0.1081   0.0248    0.814   0.37    0.00  ML_MARKETING
+  0.003   0.0056   0.0008    0.881   0.37    0.00  FREE_INVESTMENT
+  0.029   0.0450   0.0141    0.762   0.37    1.09  YOUR_INCOME
+  0.002   0.0036   0.0000    1.000   0.37    0.00  RECEIVED_IDENT_SQUID
+  0.002   0.0036   0.0000    1.000   0.37    0.00  READ_TO_END
+  0.002   0.0044   0.0004    0.921   0.37    0.00  GET_STARTED_NOW
+ 38.568  71.2126   7.6254    0.903   0.36    0.00  HTML_MESSAGE
+  0.002   0.0032   0.0000    1.000   0.36    0.00  TO_INVESTORS
+  0.003   0.0048   0.0008    0.864   0.36    0.00  INCOME
+  0.001   0.0028   0.0000    1.000   0.36    0.00  FURTHER_TRANSMISSIONS
+  0.001   0.0028   0.0000    1.000   0.36    0.00  RATWARE_EVAMAIL
+  0.001   0.0028   0.0000    1.000   0.36    0.00  NOT_INTENDED
+  0.002   0.0036   0.0004    0.905   0.36    0.00  FORGED_YAHOO_RCVD_SMTP
+  3.615   6.7722   0.6223    0.916   0.36    0.01  MISSING_OUTLOOK_NAME
+  0.272   0.4830   0.0727    0.869   0.36    0.00  REMOVE_FROM_LIST
+  0.003   0.0052   0.0011    0.821   0.36    0.00  THIS_IS_AN_AD
+  0.001   0.0024   0.0000    1.000   0.36    0.00  MORTGAGE_LINKS
+  0.001   0.0024   0.0000    1.000   0.36    0.00  CHANGE_TERMS
+  0.001   0.0024   0.0000    1.000   0.36    0.00  HELO_DYNAMIC_TDS
+  0.419   0.7470   0.1089    0.873   0.36    3.14  SPF_HELO_SOFTFAIL
+  0.001   0.0020   0.0000    1.000   0.36    0.00  BTAMAIL_HEADER
+  0.001   0.0020   0.0000    1.000   0.36    0.00  RATWARE_SCREWUP_1
+  0.001   0.0020   0.0000    1.000   0.36    0.00  FRIEND_PUBLIC
+  0.001   0.0020   0.0000    1.000   0.36    0.00  CREDITORS_CALLING
+  0.001   0.0020   0.0000    1.000   0.36    0.00  HIDDEN_ASSETS
+  0.001   0.0020   0.0000    1.000   0.36    0.00  APPLY_FREE
+  0.157   0.2748   0.0446    0.860   0.36    0.07  DEAR_FRIEND
+  0.001   0.0016   0.0000    1.000   0.36    0.00  FORGED_RCVD_FROM_NUM
+  0.001   0.0016   0.0000    1.000   0.36    0.00  RECEIVED_CACHEFLOW
+  0.001   0.0016   0.0000    1.000   0.36    0.00  RATWARE_OE_PI
+  0.001   0.0016   0.0000    1.000   0.36    0.00  WEALTH
+  0.003   0.0048   0.0015    0.760   0.36    0.00  FROM_HAS_MIXED_NUMS2
+  0.001   0.0012   0.0000    1.000   0.36    0.00  STOP_SNORING
+  0.001   0.0012   0.0000    1.000   0.36    0.00  FRIEND_AT_PUBLIC
+  0.001   0.0012   0.0000    1.000   0.36    0.00  NO_SELLING
+  0.001   0.0012   0.0000    1.000   0.36    0.00  MORTGAGE_WAITING
+  0.003   0.0044   0.0015    0.744   0.36    0.00  BUGGY_CGI
+  0.000   0.0008   0.0000    1.000   0.36    0.00  MSGID_4NUMS_DOLLAR
+  0.000   0.0008   0.0000    1.000   0.36    0.00  RCVD_IN_NJABL_CGI
+  0.000   0.0008   0.0000    1.000   0.36    0.00  RATWARE_EMPTY_HELO
+  0.000   0.0008   0.0000    1.000   0.36    0.00  RATWARE_MMAILER
+  0.000   0.0008   0.0000    1.000   0.36    0.00  RUSSIAN_UCE_SUBJECT
+  0.000   0.0008   0.0000    1.000   0.36    0.00  VAR_REF_IN_RECEIVED
+  0.000   0.0008   0.0000    1.000   0.36    0.00  X_ENC_PRESENT
+  0.000   0.0004   0.0000    1.000   0.36    0.00  NEVER_ANOTHER
+  0.000   0.0004   0.0000    1.000   0.36    0.00  MSGID_SPAM_6LETTER
+  0.000   0.0004   0.0000    1.000   0.36    0.00  MORTGAGE_NETWORK
+  0.000   0.0004   0.0000    1.000   0.36    0.00  SUBJ_FREE_INSTANT
+  1.196   2.1083   0.3310    0.864   0.36    0.00  DATE_IN_PAST_06_12
+  0.320   0.5678   0.0861    0.868   0.36    0.00  SAVE_UP_TO
+  0.003   0.0036   0.0015    0.704   0.36    0.00  FREE_INSTALL
+  0.000   0.0000   0.0000    0.500   0.36    0.00  
+  0.000   0.0000   0.0000    0.500   0.36    0.00  X_LIST_UNSUBSCRIBE
+  0.000   0.0000   0.0000    0.500   0.36    0.00  RCVD_BY_QVES_COM
+  0.000   0.0000   0.0000    0.500   0.36    0.00  NO_DNS_FOR_FROM
+  0.000   0.0000   0.0000    0.500   0.36    2.50  HEAD_LONG
+  0.000   0.0000   0.0000    0.500   0.36    0.00  HTTP_ENTITIES_HOST
+  0.000   0.0000   0.0000    0.500   0.36    0.00  RCVD_IN_MAPS_RBL
+  0.000   0.0000   0.0000    0.500   0.36    0.00  NO_MIDDLEMAN
+  0.000   0.0000   0.0000    0.500   0.36    0.00  RATWARE_XMAILER
+  0.000   0.0000   0.0000    0.500   0.36    0.00  RCVD_IN_SORBS_BLOCK
+  0.000   0.0000   0.0000    0.500   0.36    0.00  RATWARE_DIFFOND
+  0.000   0.0000   0.0000    0.500   0.36    0.00  RATWARE_BAD_REFS
+  0.000   0.0000   0.0000    0.500   0.36    0.00  X_MAIL_ID_PRESENT
+  0.000   0.0000   0.0000    0.500   0.36    0.00  RCVD_IN_MAPS_RSS
+  0.000   0.0000   0.0000    0.500   0.36    0.00  X_STORMPOST_TO
+  0.000   0.0000   0.0000    0.500   0.36    0.00  PRIORITY_MAIL
+  0.000   0.0000   0.0000    0.500   0.36    0.00  RCVD_6_CAPS_ESMTP_ID
+  0.000   0.0000   0.0000    0.500   0.36    0.00  X_SERV_HOST_PRESENT
+  0.000   0.0000   0.0000    0.500   0.36    0.00  SUBJ_RIPPED
+  0.000   0.0000   0.0000    0.500   0.36    0.00  X_PRECEDENCE_REF
+  0.000   0.0000   0.0000    0.500   0.36    0.00  RCVD_IN_MAPS_DUL
+  0.000   0.0000   0.0000    0.500   0.36    0.00  ID_UNIQUE
+  0.000   0.0000   0.0000    0.500   0.36    0.00  TO_FILENAME
+  0.000   0.0000   0.0000    0.500   0.36    0.00  X_MAILER_GIBBERISH
+  0.000   0.0000   0.0000    0.500   0.36    0.00  DATE_YEAR_ZERO_FIRST
+  0.000   0.0000   0.0000    0.500   0.36    0.00  BUY_JUDGEMENTS
+  0.000   0.0000   0.0000    0.500   0.36    0.00  RCVD_IN_MAPS_NML
+  0.000   0.0000   0.0000    0.500   0.36    0.00  SUBJ_HAS_TIME_ID
+  0.000   0.0000   0.0000    0.500   0.36    0.00  RCVD_IN_NJABL_MULTI
+  3.291   6.1583   0.5740    0.915   0.36    0.02  HTML_30_40
+  0.001   0.0008   0.0004    0.678   0.36    0.00  RATWARE_IMKTG
+  0.001   0.0008   0.0004    0.678   0.36    0.00  EXCUSE_21
+  0.001   0.0008   0.0004    0.678   0.36    0.00  EXCUSE_22
+  0.012   0.0181   0.0069    0.725   0.35    0.89  MIME_BOUND_DIGITS_7
+  0.000   0.0004   0.0004    0.513   0.35    0.00  SUBJ_NOW_ONLY
+  0.000   0.0004   0.0004    0.513   0.35    0.00  DIG_UP_INFO
+  0.002   0.0024   0.0015    0.613   0.35    0.00  ONCE_IN_LIFETIME
+  0.012   0.0169   0.0069    0.711   0.35    0.86  START_NOW_CAPS
+  0.010   0.0149   0.0061    0.709   0.35    0.00  FIND_ANYTHING
+  1.310   2.3237   0.3485    0.870   0.35    0.00  HTML_TITLE_EMPTY
+  0.041   0.0639   0.0202    0.760   0.35    0.00  FREE_ACCESS
+  0.002   0.0016   0.0015    0.513   0.35    0.00  DRUG_ED_HERBAL
+  0.002   0.0024   0.0019    0.559   0.35    0.00  NEW_CUSTOMER
+  0.005   0.0072   0.0038    0.655   0.35    0.00  NO_INVENTORY
+  3.698   6.8164   0.7416    0.902   0.35    0.04  HTML_40_50
+  0.359   0.6357   0.0967    0.868   0.35    0.00  FROM_WEBMAIL_END_NUMS6
+  0.004   0.0052   0.0034    0.604   0.35    0.00  NO_INVESTMENT
+  0.002   0.0016   0.0019    0.458   0.35    0.00  IDENT_NOBODY
+  0.276   0.4798   0.0819    0.854   0.35    0.00  ENTITY_DEC_OTHER
+  1.331   2.3506   0.3653    0.866   0.35    0.00  HTML_NONELEMENT_00_10
+  0.005   0.0060   0.0042    0.590   0.35    0.00  MIME_BOUND_MA
+  0.102   0.1704   0.0381    0.817   0.34    0.03  COMPLETELY_FREE
+  2.709   4.9725   0.5629    0.898   0.34    0.00  HTML_BADTAG_00_10
+  0.247   0.4287   0.0739    0.853   0.34    0.00  SUBJ_FREE_CAP
+  0.384   0.6763   0.1078    0.863   0.34    0.00  LIMITED_TIME_ONLY
+ 19.626  27.2778  12.3734    0.688   0.34    0.00  DNS_FROM_RFC_ABUSE
+  0.113   0.1885   0.0419    0.818   0.34    0.00  RCVD_IN_SORBS_ZOMBIE
+  3.948   7.2187   0.8474    0.895   0.34    0.09  HTML_50_60
+  0.006   0.0064   0.0053    0.547   0.34    0.00  BANG_BOSS
+  0.029   0.0410   0.0179    0.696   0.34    0.27  CONGRATULATIONS
+  0.019   0.0257   0.0126    0.672   0.34    0.00  NO_QS_ASKED
+  2.054   3.7116   0.4833    0.885   0.34    0.01  DATE_IN_PAST_03_06
+  0.043   0.0651   0.0229    0.740   0.34    0.00  SUBJ_YOUR_OWN
+ 24.580  19.4030  29.4878    0.397   0.34    0.00  FORGED_RCVD_HELO
+  0.002   0.0004   0.0034    0.105   0.34    0.00  MIME_BOUND_HEX_24
+  5.799  10.3593   1.4759    0.875   0.33    0.01  HTML_LINK_CLICK_HERE
+  0.182   0.3082   0.0632    0.830   0.33    0.00  SAVINGS
+  5.082   9.1008   1.2736    0.877   0.33    0.02  HTML_70_80
+  5.922  10.3661   1.7101    0.858   0.33    0.15  HTML_80_90
+  2.196   3.9129   0.5686    0.873   0.33    0.11  HTML_TAG_EXIST_TBODY
+  0.260   0.4428   0.0868    0.836   0.33    0.25  HTML_FONT_FACE_CAPS
+  8.131  12.8497   3.6586    0.778   0.33    0.01  CLICK_BELOW
+  4.061   7.2572   1.0318    0.876   0.33    0.00  HTML_60_70
+  3.385   5.9742   0.9316    0.865   0.32    0.04  MIME_QP_LONG_LINE
+  1.026   1.7439   0.3451    0.835   0.32    0.12  EXCUSE_3
+  0.004   0.0008   0.0061    0.117   0.32    0.00  WE_HATE_SPAM2
+  0.803   1.3690   0.2662    0.837   0.32    0.00  HTML_BACKHAIR_1
+  0.037   0.0506   0.0236    0.682   0.32    0.00  RICH
+  1.325   2.2811   0.4190    0.845   0.32    1.30  UNDISC_RECIPS
+  0.128   0.2057   0.0545    0.791   0.31    0.00  ALL_CAP_FOR_ADULTS
+  2.081   3.5935   0.6479    0.847   0.31    0.00  SPF_HELO_FAIL
+  0.141   0.2270   0.0598    0.792   0.31    0.00  OPTING_OUT_CAPS
+  0.709   1.1926   0.2514    0.826   0.31    0.13  HTML_IMAGE_RATIO_06
+  4.819   7.4887   2.2883    0.766   0.31    0.00  LINES_OF_YELLING
+  0.326   0.5417   0.1219    0.816   0.30    0.83  NO_OBLIGATION
+  0.017   0.0177   0.0168    0.513   0.30    0.02  DIRECT_EMAIL
+  0.929   1.5297   0.3599    0.810   0.30    1.30  DATE_IN_FUTURE_06_12
+  0.070   0.1009   0.0411    0.710   0.30    1.27  FULL_REFUND
+  0.056   0.0788   0.0350    0.692   0.29    0.00  HTML_TITLE_EXTRA
+  0.084   0.1266   0.0442    0.741   0.29    0.00  EXCUSE_11
+  0.012   0.0088   0.0145    0.379   0.29    0.00  FROM_AND_TO_SAME
+  0.027   0.0317   0.0232    0.577   0.29    0.02  X_ESMTP
+  5.028   6.4849   3.6476    0.640   0.29    0.00  FROM_ENDS_IN_NUMS
+  7.932   6.5448   9.2460    0.414   0.28    0.01  NO_REAL_NAME
+  0.309   0.4970   0.1306    0.792   0.28    0.02  EXCUSE_7
+  2.221   3.5324   0.9773    0.783   0.28    0.01  URI_REDIRECTOR
+  0.669   1.0411   0.3169    0.767   0.28    0.02  HTML_EVENT
+  0.102   0.1503   0.0571    0.725   0.28    0.00  EXCUSE_19
+  0.063   0.0844   0.0434    0.660   0.27    0.58  YOU_WON
+  0.376   0.6023   0.1615    0.789   0.27    0.00  LOTS_OF_STUFF
+  0.251   0.3894   0.1200    0.764   0.27    0.00  EARN_MONEY
+  0.693   1.0664   0.3397    0.758   0.26    0.00  HTTP_WITH_EMAIL_IN_URL
+  1.473   2.2622   0.7252    0.757   0.26    0.03  UPPERCASE_25_50
+  0.685   1.0483   0.3405    0.755   0.26    0.02  HTML_JAVASCRIPT
+  0.157   0.2278   0.0895    0.718   0.25    0.00  WHILE_SUPPLIES
+  0.881   1.3698   0.4178    0.766   0.25    0.00  US_DOLLARS_2
+  0.486   0.7393   0.2449    0.751   0.25    0.03  HTML_IMAGE_RATIO_08
+  1.760   2.5821   0.9815    0.725   0.25    0.00  MAILTO_WITH_SUBJ
+  0.375   0.5762   0.1851    0.757   0.25    0.00  NO_COST
+  0.443   0.6827   0.2167    0.759   0.25    0.00  FREE_TRIAL
+  0.629   0.9354   0.3394    0.734   0.24    0.00  LINES_OF_YELLING_3
+  6.112   3.6979   8.4009    0.306   0.24    0.00  BAYES_50
+  0.772   1.1596   0.4049    0.741   0.23    0.00  FROM_HAS_MIXED_NUMS
+  1.291   1.8411   0.7694    0.705   0.23    0.00  LINES_OF_YELLING_2
+  0.409   0.6039   0.2247    0.729   0.23    0.11  WEIRD_PORT
+  0.094   0.1153   0.0747    0.607   0.22    0.03  WORK_AT_HOME
+  0.618   0.8820   0.3683    0.705   0.22    0.70  DATE_IN_PAST_12_24
+  0.404   0.5802   0.2373    0.710   0.22    0.37  PLING_QUERY
+  0.122   0.1543   0.0906    0.630   0.21    0.00  CASHCASHCASH
+  1.282   1.6900   0.8962    0.653   0.21    0.88  SPF_FAIL
+  0.018   0.0064   0.0282    0.186   0.21    0.00  MIME_BOUND_DASH_DIGIT
+  0.078   0.0836   0.0731    0.533   0.20    0.00  EXCUSE_15
+  0.585   0.7912   0.3900    0.670   0.20    0.12  MISSING_HEADERS
+  0.040   0.0334   0.0461    0.420   0.20    0.00  JAVASCRIPT_URI
+  0.440   0.5915   0.2963    0.666   0.20    0.00  SB_NEW_BULK
+  0.267   0.3496   0.1882    0.650   0.20    0.00  RAZOR2_CF_RANGE_11_50
+  0.523   0.7044   0.3519    0.667   0.19    0.03  PLING_PLING
+  0.049   0.0410   0.0571    0.418   0.19    0.00  NO_PURCHASE
+  0.666   0.8732   0.4700    0.650   0.18    0.50  SPF_SOFTFAIL
+  0.259   0.3166   0.2041    0.608   0.17    0.00  HTML_IMAGE_RATIO_12
+  1.716   1.5000   1.9204    0.439   0.16    0.00  MAILTO_TO_SPAM_ADDR
+  0.285   0.3403   0.2323    0.594   0.16    0.00  HTML_IMAGE_RATIO_10
+  0.457   0.5674   0.3519    0.617   0.16    0.00  FOR_FREE
+  0.174   0.1868   0.1619    0.536   0.15    0.00  HTML_IMAGE_RATIO_14
+  0.031   0.0113   0.0488    0.188   0.15    0.00  NO_EXPERIENCE
+  0.248   0.2801   0.2171    0.563   0.15    0.48  OPTING_OUT
+  0.885   0.9824   0.7930    0.553   0.15    0.03  TO_ADDRESS_EQ_REAL
+  0.247   0.2343   0.2590    0.475   0.11    0.09  DATE_IN_PAST_24_48
+  0.068   0.0370   0.0971    0.276   0.10    0.00  MIME_QP_DEFICIENT
+  0.113   0.0788   0.1455    0.351   0.10    0.00  DATE_IN_PAST_48_96
+  0.221   0.1816   0.2575    0.414   0.09    0.06  FROM_HAS_ULINE_NUMS
+  0.747   0.6722   0.8185    0.451   0.09    0.13  EXCUSE_1
+  0.394   0.3299   0.4555    0.420   0.06    0.00  NO_FEE
+  0.354   0.2781   0.4262    0.395   0.05    0.00  BANG_MONEY
+  0.321   0.2198   0.4167    0.345   0.03    0.10  TO_EMPTY
+  0.058   0.0028   0.1097    0.025   0.01    0.00  MIME_BOUND_DIGITS_4
+  0.102   0.0241   0.1760    0.121   0.00    0.00  MIME_QP_NO_CHARSET
 
 Rule file versions for which these results apply:
-(SpamAssassin Version string: 2.60)
+(SpamAssassin Version string: 3.000000-pre4-cvs)
 
--rw-r--r--    1 tvd      wheel        7140 Jun 24 22:44 10_misc.cf
--rw-r--r--    1 tvd      wheel        1365 Apr 23 10:28 20_anti_ratware.cf
--rw-r--r--    1 tvd      wheel       10517 Jun 12 18:01 20_body_tests.cf
--rw-r--r--    1 tvd      wheel        1160 Jun  2 12:19 20_compensate.cf
--rw-r--r--    1 tvd      wheel       11475 Jun 28 17:17 20_dnsbl_tests.cf
--rw-r--r--    1 tvd      wheel        4037 Jun 16 10:38 20_fake_helo_tests.cf
--rw-r--r--    1 tvd      wheel       37199 Jun 21 22:21 20_head_tests.cf
--rw-r--r--    1 tvd      wheel       13260 Jul  3 13:25 20_html_tests.cf
--rw-r--r--    1 tvd      wheel       11454 Jun 13 19:47 20_meta_tests.cf
--rw-r--r--    1 tvd      wheel       44883 Jun 13 20:48 20_phrases.cf
--rw-r--r--    1 tvd      wheel        5608 Jun 12 18:01 20_porn.cf
--rw-r--r--    1 tvd      wheel       11959 Jun 18 14:04 20_ratware.cf
--rwxr-xr-x    1 tvd      wheel        6577 Jun 18 20:43 20_uri_tests.cf
--rw-r--r--    1 tvd      wheel        2983 Jun 12 18:01 23_bayes.cf
--rw-r--r--    1 tvd      wheel        8954 Mar  7 13:49 25_body_tests_es.cf
--rw-r--r--    1 tvd      wheel       10974 Mar  7 13:49 25_body_tests_pl.cf
--rw-r--r--    1 tvd      wheel        1102 Mar  7 13:49 25_head_tests_es.cf
--rw-r--r--    1 tvd      wheel         971 Mar  7 13:49 25_head_tests_pl.cf
--rw-r--r--    1 tvd      wheel       71197 Jul  5 21:31 30_text_de.cf
--rw-r--r--    1 tvd      wheel        6210 Jun 13 18:12 30_text_es.cf
--rw-r--r--    1 tvd      wheel       75383 Jun 21 22:21 30_text_fr.cf
--rw-r--r--    1 tvd      wheel       20898 Jun 13 18:12 30_text_it.cf
--rw-r--r--    1 tvd      wheel        5389 May 26 16:25 30_text_pl.cf
--rw-r--r--    1 tvd      wheel       67134 Jun 21 22:21 30_text_sk.cf
--rw-r--r--    1 tvd      wheel       40338 Aug 18 10:22 50_scores.cf
--rw-r--r--    1 tvd      wheel        4582 Jun 10 18:52 60_whitelist.cf
--rw-r--r--    1 tvd      wheel       47611 Jun 26 18:58 70_broken_rules.cf
--rw-r--r--    1 tvd      wheel        1841 Jul  1 06:44 70_cvs_rules_under_test.cf
--rw-r--r--    1 tvd      wheel         302 Jun  8 21:28 local.cf
--rw-r--r--    1 tvd      wheel        4841 Mar 30 00:08 regression_tests.cf
+-rw-r--r--  1 stern stern  6002 Jun 29 10:02 10_misc.cf
+-rw-r--r--  1 stern stern  1602 Jun 29 10:02 20_anti_ratware.cf
+-rw-r--r--  1 stern stern  9654 Jun 29 10:02 20_body_tests.cf
+-rw-r--r--  1 stern stern  1613 Jun 29 10:02 20_compensate.cf
+-rw-r--r--  1 stern stern 11769 Aug  5 00:48 20_dnsbl_tests.cf
+-rw-r--r--  1 stern stern 17307 Jul 26 09:52 20_drugs.cf
+-rw-r--r--  1 stern stern 11617 Jun 29 10:02 20_fake_helo_tests.cf
+-rw-r--r--  1 stern stern 36642 Aug  3 14:04 20_head_tests.cf
+-rw-r--r--  1 stern stern 17714 Jun 29 10:02 20_html_tests.cf
+-rw-r--r--  1 stern stern 11818 Aug  3 14:04 20_meta_tests.cf
+-rw-r--r--  1 stern stern 30422 Jun 29 10:02 20_phrases.cf
+-rw-r--r--  1 stern stern  5864 Jun 29 10:02 20_porn.cf
+-rw-r--r--  1 stern stern 15704 Jul 12 11:53 20_ratware.cf
+-rw-r--r--  1 stern stern  5962 Jun 29 10:02 20_uri_tests.cf
+-rw-r--r--  1 stern stern  2334 Jun 29 10:02 23_bayes.cf
+-rw-r--r--  1 stern stern  9114 Jun 29 10:02 25_body_tests_es.cf
+-rw-r--r--  1 stern stern  2735 Jun 29 10:02 25_hashcash.cf
+-rw-r--r--  1 stern stern  2301 Jun 29 10:02 25_spf.cf
+-rw-r--r--  1 stern stern  2615 Jun 29 10:02 25_uribl.cf
+-rw-r--r--  1 stern stern 66596 Jul 26 09:52 30_text_de.cf
+-rw-r--r--  1 stern stern 54889 Aug  5 00:48 30_text_fr.cf
+-rw-r--r--  1 stern stern 73303 Jun 29 10:02 30_text_nl.cf
+-rw-r--r--  1 stern stern 47133 Jun 29 10:02 30_text_pl.cf
+-rw-r--r--  1 stern stern 36166 Aug  5 10:43 50_scores.cf
+-rw-r--r--  1 stern stern  6884 Jun 29 10:02 60_whitelist.cf
+-rw-r--r--  1 stern stern 47157 Jun 29 10:02 70_broken_rules.cf
+-rw-r--r--  1 stern stern 12926 Jul 26 09:52 70_testing.cf
+-rw-r--r--  1 stern stern   342 Jun 29 10:02 local.cf
+-rw-r--r--  1 stern stern  3696 Jun 29 10:02 regression_tests.cf

Modified: spamassassin/trunk/rules/STATISTICS.txt
==============================================================================
--- spamassassin/trunk/rules/STATISTICS.txt	(original)
+++ spamassassin/trunk/rules/STATISTICS.txt	Mon Aug  9 15:27:18 2004
@@ -3,160 +3,160 @@
 Classification success on test corpora, at default threshold:
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  28772  99.95%
-# Correctly spam:      52737  93.81%
+# Correctly non-spam:  28690  99.95%
+# Correctly spam:      52582  94.01%
 # False positives:        14  0.05%
-# False negatives:      3482  6.19%
-# TCR(l=50): 13.443089  SpamRecall: 93.806%  SpamPrec: 99.973%
+# False negatives:      3351  5.99%
+# TCR(l=50): 13.807208  SpamRecall: 94.009%  SpamPrec: 99.973%
 
 Results on test corpora at various alternative thresholds:
 
 # SUMMARY for threshold -4.0:
-# Correctly non-spam:    437  1.52%
-# Correctly spam:      56218  100.00%
-# False positives:     28349  98.48%
-# False negatives:         1  0.00%
-# TCR(l=50): 0.039662  SpamRecall: 99.998%  SpamPrec: 66.477%
+# Correctly non-spam:    419  1.46%
+# Correctly spam:      55933  100.00%
+# False positives:     28285  98.54%
+# False negatives:         0  0.00%
+# TCR(l=50): 0.039550  SpamRecall: 100.000%  SpamPrec: 66.415%
 
 # SUMMARY for threshold -3.0:
-# Correctly non-spam:    437  1.52%
-# Correctly spam:      56218  100.00%
-# False positives:     28349  98.48%
-# False negatives:         1  0.00%
-# TCR(l=50): 0.039662  SpamRecall: 99.998%  SpamPrec: 66.477%
+# Correctly non-spam:    419  1.46%
+# Correctly spam:      55933  100.00%
+# False positives:     28285  98.54%
+# False negatives:         0  0.00%
+# TCR(l=50): 0.039550  SpamRecall: 100.000%  SpamPrec: 66.415%
 
 # SUMMARY for threshold -2.0:
-# Correctly non-spam:   1033  3.59%
-# Correctly spam:      56216  99.99%
-# False positives:     27753  96.41%
-# False negatives:         3  0.01%
-# TCR(l=50): 0.040514  SpamRecall: 99.995%  SpamPrec: 66.949%
+# Correctly non-spam:    976  3.40%
+# Correctly spam:      55931  100.00%
+# False positives:     27728  96.60%
+# False negatives:         2  0.00%
+# TCR(l=50): 0.040344  SpamRecall: 99.996%  SpamPrec: 66.856%
 
 # SUMMARY for threshold -1.0:
-# Correctly non-spam:   1312  4.56%
-# Correctly spam:      56216  99.99%
-# False positives:     27474  95.44%
-# False negatives:         3  0.01%
-# TCR(l=50): 0.040925  SpamRecall: 99.995%  SpamPrec: 67.172%
+# Correctly non-spam:   1214  4.23%
+# Correctly spam:      55931  100.00%
+# False positives:     27490  95.77%
+# False negatives:         2  0.00%
+# TCR(l=50): 0.040693  SpamRecall: 99.996%  SpamPrec: 67.047%
 
 # SUMMARY for threshold 0.0:
-# Correctly non-spam:   3081  10.70%
-# Correctly spam:      56214  99.99%
-# False positives:     25705  89.30%
-# False negatives:         5  0.01%
-# TCR(l=50): 0.043742  SpamRecall: 99.991%  SpamPrec: 68.621%
+# Correctly non-spam:   1291  4.50%
+# Correctly spam:      55931  100.00%
+# False positives:     27413  95.50%
+# False negatives:         2  0.00%
+# TCR(l=50): 0.040808  SpamRecall: 99.996%  SpamPrec: 67.109%
 
 # SUMMARY for threshold 1.0:
-# Correctly non-spam:  25416  88.29%
-# Correctly spam:      56017  99.64%
-# False positives:      3370  11.71%
-# False negatives:       202  0.36%
-# TCR(l=50): 0.333244  SpamRecall: 99.641%  SpamPrec: 94.325%
+# Correctly non-spam:  25124  87.53%
+# Correctly spam:      55650  99.49%
+# False positives:      3580  12.47%
+# False negatives:       283  0.51%
+# TCR(l=50): 0.311982  SpamRecall: 99.494%  SpamPrec: 93.956%
 
 # SUMMARY for threshold 2.0:
-# Correctly non-spam:  28332  98.42%
-# Correctly spam:      55599  98.90%
-# False positives:       454  1.58%
-# False negatives:       620  1.10%
-# TCR(l=50): 2.410763  SpamRecall: 98.897%  SpamPrec: 99.190%
+# Correctly non-spam:  28062  97.76%
+# Correctly spam:      55223  98.73%
+# False positives:       642  2.24%
+# False negatives:       710  1.27%
+# TCR(l=50): 1.704755  SpamRecall: 98.731%  SpamPrec: 98.851%
 
 # SUMMARY for threshold 3.0:
-# Correctly non-spam:  28678  99.62%
-# Correctly spam:      54886  97.63%
-# False positives:       108  0.38%
-# False negatives:      1333  2.37%
-# TCR(l=50): 8.349770  SpamRecall: 97.629%  SpamPrec: 99.804%
+# Correctly non-spam:  28520  99.36%
+# Correctly spam:      54506  97.45%
+# False positives:       184  0.64%
+# False negatives:      1427  2.55%
+# TCR(l=50): 5.263292  SpamRecall: 97.449%  SpamPrec: 99.664%
 
 # SUMMARY for threshold 4.0:
-# Correctly non-spam:  28759  99.91%
-# Correctly spam:      53985  96.03%
-# False positives:        27  0.09%
-# False negatives:      2234  3.97%
-# TCR(l=50): 15.686105  SpamRecall: 96.026%  SpamPrec: 99.950%
+# Correctly non-spam:  28648  99.80%
+# Correctly spam:      53613  95.85%
+# False positives:        56  0.20%
+# False negatives:      2320  4.15%
+# TCR(l=50): 10.924414  SpamRecall: 95.852%  SpamPrec: 99.896%
 
 # SUMMARY for threshold 4.5:
-# Correctly non-spam:  28769  99.94%
-# Correctly spam:      53438  95.05%
-# False positives:        17  0.06%
-# False negatives:      2781  4.95%
-# TCR(l=50): 15.483063  SpamRecall: 95.053%  SpamPrec: 99.968%
+# Correctly non-spam:  28676  99.90%
+# Correctly spam:      53244  95.19%
+# False positives:        28  0.10%
+# False negatives:      2689  4.81%
+# TCR(l=50): 13.678895  SpamRecall: 95.192%  SpamPrec: 99.947%
 
 # SUMMARY for threshold 5.5:
-# Correctly non-spam:  28778  99.97%
-# Correctly spam:      52070  92.62%
-# False positives:         8  0.03%
-# False negatives:      4149  7.38%
-# TCR(l=50): 12.358540  SpamRecall: 92.620%  SpamPrec: 99.985%
+# Correctly non-spam:  28694  99.97%
+# Correctly spam:      51938  92.86%
+# False positives:        10  0.03%
+# False negatives:      3995  7.14%
+# TCR(l=50): 12.443382  SpamRecall: 92.858%  SpamPrec: 99.981%
 
 # SUMMARY for threshold 6.0:
-# Correctly non-spam:  28780  99.98%
-# Correctly spam:      51391  91.41%
-# False positives:         6  0.02%
-# False negatives:      4828  8.59%
-# TCR(l=50): 10.963144  SpamRecall: 91.412%  SpamPrec: 99.988%
+# Correctly non-spam:  28699  99.98%
+# Correctly spam:      51289  91.70%
+# False positives:         5  0.02%
+# False negatives:      4644  8.30%
+# TCR(l=50): 11.428893  SpamRecall: 91.697%  SpamPrec: 99.990%
 
 # SUMMARY for threshold 6.5:
-# Correctly non-spam:  28782  99.99%
-# Correctly spam:      50579  89.97%
-# False positives:         4  0.01%
-# False negatives:      5640  10.03%
-# TCR(l=50): 9.626541  SpamRecall: 89.968%  SpamPrec: 99.992%
+# Correctly non-spam:  28701  99.99%
+# Correctly spam:      50521  90.32%
+# False positives:         3  0.01%
+# False negatives:      5412  9.68%
+# TCR(l=50): 10.056275  SpamRecall: 90.324%  SpamPrec: 99.994%
 
 # SUMMARY for threshold 7.0:
-# Correctly non-spam:  28782  99.99%
-# Correctly spam:      49656  88.33%
-# False positives:         4  0.01%
-# False negatives:      6563  11.67%
-# TCR(l=50): 8.312731  SpamRecall: 88.326%  SpamPrec: 99.992%
+# Correctly non-spam:  28702  99.99%
+# Correctly spam:      49503  88.50%
+# False positives:         2  0.01%
+# False negatives:      6430  11.50%
+# TCR(l=50): 8.565544  SpamRecall: 88.504%  SpamPrec: 99.996%
 
 # SUMMARY for threshold 8.0:
-# Correctly non-spam:  28783  99.99%
-# Correctly spam:      47656  84.77%
-# False positives:         3  0.01%
-# False negatives:      8563  15.23%
-# TCR(l=50): 6.452313  SpamRecall: 84.768%  SpamPrec: 99.994%
+# Correctly non-spam:  28703  100.00%
+# Correctly spam:      47607  85.11%
+# False positives:         1  0.00%
+# False negatives:      8326  14.89%
+# TCR(l=50): 6.677770  SpamRecall: 85.114%  SpamPrec: 99.998%
 
 # SUMMARY for threshold 9.0:
-# Correctly non-spam:  28783  99.99%
-# Correctly spam:      45622  81.15%
-# False positives:         3  0.01%
-# False negatives:     10597  18.85%
-# TCR(l=50): 5.231134  SpamRecall: 81.151%  SpamPrec: 99.993%
+# Correctly non-spam:  28703  100.00%
+# Correctly spam:      45692  81.69%
+# False positives:         1  0.00%
+# False negatives:     10241  18.31%
+# TCR(l=50): 5.435137  SpamRecall: 81.691%  SpamPrec: 99.998%
 
 # SUMMARY for threshold 10.0:
-# Correctly non-spam:  28783  99.99%
-# Correctly spam:      43668  77.67%
-# False positives:         3  0.01%
-# False negatives:     12551  22.33%
-# TCR(l=50): 4.426344  SpamRecall: 77.675%  SpamPrec: 99.993%
+# Correctly non-spam:  28703  100.00%
+# Correctly spam:      43762  78.24%
+# False positives:         1  0.00%
+# False negatives:     12171  21.76%
+# TCR(l=50): 4.576794  SpamRecall: 78.240%  SpamPrec: 99.998%
 
 # SUMMARY for threshold 12.0:
-# Correctly non-spam:  28783  99.99%
-# Correctly spam:      38485  68.46%
-# False positives:         3  0.01%
-# False negatives:     17734  31.54%
-# TCR(l=50): 3.143536  SpamRecall: 68.456%  SpamPrec: 99.992%
+# Correctly non-spam:  28703  100.00%
+# Correctly spam:      39018  69.76%
+# False positives:         1  0.00%
+# False negatives:     16915  30.24%
+# TCR(l=50): 3.296964  SpamRecall: 69.758%  SpamPrec: 99.997%
 
 # SUMMARY for threshold 15.0:
-# Correctly non-spam:  28783  99.99%
-# Correctly spam:      28755  51.15%
-# False positives:         3  0.01%
-# False negatives:     27464  48.85%
-# TCR(l=50): 2.035888  SpamRecall: 51.148%  SpamPrec: 99.990%
+# Correctly non-spam:  28703  100.00%
+# Correctly spam:      29720  53.14%
+# False positives:         1  0.00%
+# False negatives:     26213  46.86%
+# TCR(l=50): 2.129726  SpamRecall: 53.135%  SpamPrec: 99.997%
 
 # SUMMARY for threshold 17.0:
-# Correctly non-spam:  28784  99.99%
-# Correctly spam:      22585  40.17%
-# False positives:         2  0.01%
-# False negatives:     33634  59.83%
-# TCR(l=50): 1.666538  SpamRecall: 40.173%  SpamPrec: 99.991%
+# Correctly non-spam:  28704  100.00%
+# Correctly spam:      23992  42.89%
+# False positives:         0  0.00%
+# False negatives:     31941  57.11%
+# TCR(l=50): 1.751135  SpamRecall: 42.894%  SpamPrec: 100.000%
 
 # SUMMARY for threshold 20.0:
-# Correctly non-spam:  28784  99.99%
-# Correctly spam:      14460  25.72%
-# False positives:         2  0.01%
-# False negatives:     41759  74.28%
-# TCR(l=50): 1.343056  SpamRecall: 25.721%  SpamPrec: 99.986%
+# Correctly non-spam:  28704  100.00%
+# Correctly spam:      16261  29.07%
+# False positives:         0  0.00%
+# False negatives:     39672  70.93%
+# TCR(l=50): 1.409886  SpamRecall: 29.072%  SpamPrec: 100.000%
 
 
 Test hit frequencies, for spam and ham corpora:
@@ -165,773 +165,775 @@
 and the 'score' field should be ignored.)
 
 OVERALL%   SPAM%     HAM%     S/O    RANK   SCORE  NAME
- 766280   506316   259964    0.661   0.00    0.00  (all messages)
-100.000  66.0745  33.9255    0.661   0.00    0.00  (all messages as %)
- 24.399  36.9269   0.0004    1.000   1.00    3.60  X_MESSAGE_INFO
- 22.283  33.7244   0.0004    1.000   1.00    3.60  MIME_BOUND_DD_DIGITS
- 14.416  21.8176   0.0012    1.000   0.99    3.52  HELO_DYNAMIC_IPADDR
-  9.492  14.3647   0.0004    1.000   0.98    3.52  RCVD_DOUBLE_IP_SPAM
-  8.014  12.1286   0.0008    1.000   0.97    3.52  MSGID_SPAM_CAPS
-  6.955  10.5254   0.0015    1.000   0.96    0.00  DRUGS_ANXIETY_EREC
-  5.557   8.4108   0.0004    1.000   0.95    0.01  DRUGS_MANYKINDS
-  6.069   9.1842   0.0015    1.000   0.95    0.00  DRUGS_DIET_EREC
-  6.574   9.9489   0.0023    1.000   0.95    0.03  DRUGS_DIET
-  5.071   7.6745   0.0000    1.000   0.95    3.44  DRUGS_ANXIETY_OBFU
-  6.116   9.2547   0.0035    1.000   0.94    1.71  HELO_DYNAMIC_DHCP
-  4.634   7.0136   0.0000    1.000   0.94    3.10  DRUGS_SLEEP_EREC
-  4.791   7.2510   0.0008    1.000   0.94    2.63  HELO_DYNAMIC_HCC
-  5.331   8.0665   0.0035    1.000   0.93    0.00  BAYES_99
-  4.397   6.6543   0.0008    1.000   0.93    0.00  DRUGS_DIET_PAIN
-  4.311   6.5236   0.0012    1.000   0.92    0.00  DRUGS_DEPR_EREC
-  4.229   6.3996   0.0015    1.000   0.92    3.28  HELO_DYNAMIC_IPADDR2
- 13.071  19.7774   0.0108    0.999   0.92    1.81  RCVD_HELO_IP_MISMATCH
-  7.309  11.0573   0.0085    0.999   0.91    0.62  HTML_BACKHAIR_8
-  6.715  10.1579   0.0088    0.999   0.91    2.13  DRUGS_ERECTILE_OBFU
-  2.859   4.3269   0.0008    1.000   0.90    2.89  DATE_SPAMWARE_Y2K
-  2.392   3.6209   0.0000    1.000   0.90    2.55  SUBJECT_DRUG_GAP_X
-  3.692   5.5854   0.0031    0.999   0.90    3.13  DRUGS_PAIN_OBFU
- 29.956  45.3286   0.0162    1.000   0.90    0.00  MIME_HTML_ONLY_MULTI
-  2.244   3.3969   0.0000    1.000   0.90    2.56  RATWARE_RCVD_AT
-  2.218   3.3570   0.0000    1.000   0.89    1.47  SUBJECT_DRUG_GAP_VA
-  2.203   3.3343   0.0000    1.000   0.89    3.02  RATWARE_ZERO_TZ
-  2.220   3.3590   0.0004    1.000   0.89    1.36  HTML_NONELEMENT_90_100
-  4.768   7.2131   0.0069    0.999   0.89    0.50  DRUGS_SLEEP
-  8.253  12.4843   0.0131    0.999   0.89    2.25  DRUGS_ANXIETY
-  1.901   2.8769   0.0000    1.000   0.89    1.86  SUBJECT_DRUG_GAP_S
-  5.003   7.5676   0.0088    0.999   0.89    0.00  DRUGS_PAIN_EREC
-  3.072   0.0026   9.0505    0.000   0.88    0.00  BAYES_00
-  6.129   9.2687   0.0127    0.999   0.88    2.79  UNIQUE_WORDS
-  1.752   2.6511   0.0000    1.000   0.88    3.17  HELO_DYNAMIC_ATTBI
-  1.728   2.6146   0.0000    1.000   0.88    0.17  HTML_BADTAG_90_100
-  2.987   4.5167   0.0062    0.999   0.87    3.10  FORGED_MUA_OUTLOOK
-  3.166   4.7881   0.0081    0.998   0.86    1.92  MSGID_RANDY
-  4.924   7.4454   0.0123    0.998   0.86    2.25  DOMAIN_RATIO
-  7.763  11.7399   0.0173    0.999   0.86    2.18  HTML_IMAGE_ONLY_08
-  1.835   2.7751   0.0031    0.999   0.86    3.08  HTML_IMAGE_ONLY_04
-  4.603   6.9611   0.0112    0.998   0.86    0.09  DRUGS_MUSCLE
-  1.452   2.1982   0.0000    1.000   0.86    3.12  HELO_DYNAMIC_OOL
-  2.991   4.5221   0.0092    0.998   0.85    3.04  MSGID_DOLLARS
-  1.510   2.2834   0.0027    0.999   0.84    0.99  FORGED_MUA_AOL_FROM
-  1.138   1.7224   0.0000    1.000   0.84    2.11  MSGID_YAHOO_CAPS
-  1.109   1.6790   0.0000    1.000   0.84    3.04  HELO_DYNAMIC_COMCAST
-  2.311   3.4923   0.0088    0.997   0.84    1.41  UNRESOLVED_TEMPLATE
-  2.816   4.2564   0.0104    0.998   0.84    0.90  HTML_OBFUSCATE_10_20
-  1.228   1.8571   0.0015    0.999   0.84    0.04  HTML_NONELEMENT_80_90
-  1.011   1.5299   0.0000    1.000   0.83    2.54  HTML_OBFUSCATE_30_40
-  1.286   1.9452   0.0035    0.998   0.83    2.96  MSGID_SPAM_LETTERS
-  4.555   6.8852   0.0169    0.998   0.82    0.00  DRUGS_DEPRESSION
-  2.146   3.2422   0.0100    0.997   0.82    1.08  HTML_OBFUSCATE_20_30
-  1.339   2.0242   0.0046    0.998   0.82    0.00  FORGED_AOL_HTML
-  0.909   1.3750   0.0000    1.000   0.82    2.41  DRUGS_DIET_OBFU
-  0.922   1.3948   0.0004    1.000   0.82    2.52  HTML_OBFUSCATE_50_60
-  1.099   1.6618   0.0035    0.998   0.81    1.47  INVALID_TZ_EST
-  0.850   1.2867   0.0004    1.000   0.81    2.62  HELO_DYNAMIC_SPLIT_IP
-  6.043   9.1332   0.0242    0.997   0.81    2.88  DRUGS_PAIN
-  1.082   1.6361   0.0035    0.998   0.81    2.35  SUBJECT_DRUG_GAP_VIA
-  0.859   1.2992   0.0008    0.999   0.81    2.88  STRONG_BUY
-  0.821   1.2425   0.0004    1.000   0.81    2.88  RATWARE_RCVD_PF
-  0.849   1.2834   0.0015    0.999   0.80    2.33  MIME_BOUND_DIGITS_15
-  0.803   1.2149   0.0012    0.999   0.80    2.40  ONLINE_PHARMACY
-  0.718   1.0869   0.0000    1.000   0.80    2.49  HTML_OBFUSCATE_40_50
-  1.024   1.5467   0.0058    0.996   0.79    0.00  HTML_NONELEMENT_50_60
-  1.644   2.4820   0.0112    0.996   0.79    2.81  SUBJ_ILLEGAL_CHARS
-  0.661   1.0008   0.0000    1.000   0.78    2.05  UNIVERSITY_DIPLOMAS
-  3.071   4.6368   0.0212    0.995   0.78    0.01  FORGED_OUTLOOK_HTML
- 35.602  53.8581   0.0454    0.999   0.78    1.32  MPART_ALT_DIFF
- 11.968  18.0927   0.0396    0.998   0.78    2.51  LONGWORDS
-  3.722   5.6210   0.0227    0.996   0.78    2.13  HTML_IMAGE_ONLY_12
-  2.174   3.2812   0.0173    0.995   0.78    0.00  FORGED_OUTLOOK_TAGS
-  0.616   0.9326   0.0000    1.000   0.78    2.80  HELO_DYNAMIC_YAHOOBB
-  0.791   1.1947   0.0042    0.996   0.78    0.42  HTML_ATTR_UNIQUE
-  0.804   1.2139   0.0050    0.996   0.77    1.30  OBFUSCATING_COMMENT
-  0.579   0.8763   0.0000    1.000   0.77    2.80  VIA_GAP_GRA
-  0.804   1.2137   0.0058    0.995   0.77    1.07  HTML_FONT_SIZE_LARGE
-  0.643   0.9719   0.0019    0.998   0.77    1.52  SUBJECT_DRUG_GAP_C
-  0.553   0.8368   0.0004    1.000   0.77    2.54  HTML_SHORT_CENTER
-  0.676   1.0211   0.0035    0.997   0.76    0.30  HTML_NONELEMENT_70_80
-  0.547   0.8272   0.0004    1.000   0.76    1.55  HTML_BADTAG_50_60
-  0.585   0.8842   0.0019    0.998   0.76    1.92  HG_HORMONE
-  0.532   0.8052   0.0000    1.000   0.76    1.47  HTML_BADTAG_60_70
-  0.548   0.8285   0.0008    0.999   0.76    0.10  HTML_BADTAG_40_50
-  0.515   0.7794   0.0000    1.000   0.76    2.48  EMAIL_ROT13
-  0.529   0.8009   0.0004    1.000   0.76    1.88  PERCENT_RANDOM
-  0.552   0.8352   0.0015    0.998   0.76    2.11  STOCK_ALERT
-  0.512   0.7742   0.0000    1.000   0.76    0.73  INVALID_TZ_CST
-  2.080   3.1362   0.0219    0.993   0.75    1.89  URI_AFFILIATE
-  0.572   0.8641   0.0031    0.996   0.75    0.52  DRUG_DOSAGE
-  0.712   1.0742   0.0062    0.994   0.75    0.00  HTML_BADTAG_20_30
-  0.548   0.8287   0.0027    0.997   0.75    2.51  OBSCURED_EMAIL
-  1.667   2.5123   0.0200    0.992   0.74    1.16  SUSPICIOUS_RECIPS
-  0.726   1.0944   0.0081    0.993   0.74    0.05  STOCK_PICK
-  0.470   0.7098   0.0015    0.998   0.74    2.64  MSGID_SPAM_ALPHA_NUM
-  0.459   0.6946   0.0012    0.998   0.74    1.55  X_AUTH_WARN_FAKED
-  0.892   1.3440   0.0127    0.991   0.73    2.13  FORGED_HOTMAIL_RCVD
-  2.446   3.6866   0.0285    0.992   0.73    0.59  HTML_FONT_LOW_CONTRAST
-  0.513   0.7748   0.0038    0.995   0.73    0.28  HTML_NONELEMENT_60_70
-  0.695   1.0474   0.0088    0.992   0.73    2.59  ALL_NATURAL
-  0.422   0.6385   0.0000    1.000   0.73    2.22  HTML_OBFUSCATE_60_70
-  1.439   2.1668   0.0215    0.990   0.72    0.32  HTML_OBFUSCATE_05_10
-  0.559   0.8428   0.0077    0.991   0.72    0.81  URI_OFFERS
-  0.460   0.6936   0.0042    0.994   0.71    0.29  SUBJECT_DIET
-  0.367   0.5554   0.0000    1.000   0.71    2.49  SUBJECT_DRUG_GAP_VIC
-  0.799   1.2010   0.0150    0.988   0.71    1.99  SUBJ_DOLLARS
-  0.417   0.6289   0.0035    0.995   0.70    0.22  FROM_ILLEGAL_CHARS
-  0.389   0.5870   0.0027    0.995   0.70    0.00  HTML_BADTAG_30_40
-  0.327   0.4949   0.0000    1.000   0.70    2.48  DEEP_DISC_MEDS
-  0.335   0.5064   0.0012    0.998   0.70    2.43  NIGERIAN_BODY1
-  0.683   1.0264   0.0138    0.987   0.70    0.85  MONEY_BACK
-  0.426   0.6425   0.0050    0.992   0.70    0.17  HTML_SHORT_COMMENT
-  0.370   0.5587   0.0031    0.995   0.69    1.02  SUBJECT_DRUG_GAP_P
-  0.489   0.7361   0.0085    0.989   0.69    0.00  HTML_TAG_BALANCE_HEAD
-  0.320   0.4837   0.0008    0.998   0.69    1.24  BANG_EXERCISE
-  0.312   0.4720   0.0004    0.999   0.69    2.19  FORGED_MUA_OIMO
-  0.308   0.4665   0.0000    1.000   0.69    2.21  RATWARE_EGROUPS
-  0.310   0.4693   0.0004    0.999   0.69    2.04  FORGED_AOL_TAGS
-  1.897   2.8530   0.0354    0.988   0.69    1.53  MIME_BASE64_TEXT
-  0.296   0.4477   0.0000    1.000   0.69    2.42  FORGED_MUA_THEBAT_BOUN
-  0.277   0.4185   0.0000    1.000   0.68    1.49  REVERSE_AGING
-  0.626   0.9387   0.0158    0.983   0.68    0.00  HTML_FONT_SIZE_NONE
-  0.409   0.6148   0.0073    0.988   0.68    0.06  IMPOTENCE
-  1.519   2.2820   0.0339    0.985   0.67    0.00  HTML_BACKHAIR_4
-  0.262   0.3968   0.0000    1.000   0.67    1.67  HTML_BADTAG_70_80
-  0.270   0.4090   0.0004    0.999   0.67    2.04  NIGERIAN_BODY2
-  0.315   0.4742   0.0035    0.993   0.67    0.09  FORGED_MUA_EUDORA
-  4.597   6.9263   0.0612    0.991   0.67    0.12  HTML_TITLE_UNTITLED
-  0.248   0.3747   0.0000    1.000   0.67    2.09  HTML_OBFUSCATE_70_80
-  0.246   0.3723   0.0000    1.000   0.67    2.27  FORGED_THEBAT_HTML
-  0.401   0.6022   0.0085    0.986   0.67    0.06  HTML_COMMENT_SHORT
-  1.038   0.0146   3.0316    0.005   0.66   -2.40  ALL_TRUSTED
-  0.233   0.3529   0.0000    1.000   0.66    2.40  FAKE_OUTBLAZE_RCVD
-  0.933   1.3981   0.0269    0.981   0.66    0.81  BODY_ENHANCEMENT2
- 10.328  15.5835   0.0916    0.994   0.66    0.78  DRUGS_ERECTILE
-  0.239   0.3612   0.0008    0.998   0.66    0.15  FORGED_IMS_HTML
-  0.223   0.3373   0.0000    1.000   0.66    2.32  KOREAN_UCE_SUBJECT
-  0.213   0.3217   0.0000    1.000   0.65    2.32  HELO_DYNAMIC_DIALIN
-  0.473   0.7083   0.0138    0.981   0.65    0.00  HTML_NONELEMENT_40_50
-  0.240   0.3628   0.0015    0.996   0.65    0.04  ENTITY_DEC_ALPHANUM
-  0.339   0.5086   0.0077    0.985   0.65    0.02  DRUG_ED_CAPS
-  0.261   0.3942   0.0027    0.993   0.65    0.93  FROM_NUM_AT_WEBMAIL
-  0.207   0.3136   0.0000    1.000   0.65    2.00  SUBJECT_DRUG_GAP_L
-  0.756   1.1309   0.0250    0.978   0.65    0.17  BANG_GUAR
-  0.205   0.3099   0.0000    1.000   0.65    2.18  HELO_DYNAMIC_ADELPHIA
-  4.175   6.2844   0.0673    0.989   0.65    1.44  RCVD_ILLEGAL_IP
-  0.323   0.4853   0.0077    0.984   0.65    0.69  SORTED_RECIPS
-  0.201   0.3044   0.0000    1.000   0.65    2.32  HDR_ORDER_TRIMRS
-  0.404   0.6052   0.0119    0.981   0.65    0.78  SATIS_GUAR
-  0.207   0.3132   0.0008    0.998   0.64    1.68  BANG_OPRAH
-  0.198   0.2990   0.0004    0.999   0.64    1.74  RATWARE_NETIP
-  1.632   2.4483   0.0435    0.983   0.64    2.16  DATE_IN_FUTURE_12_24
-  0.510   0.7630   0.0177    0.977   0.64    0.32  HTML_SHORT_LENGTH
-  0.183   0.2773   0.0000    1.000   0.64    0.34  NIGERIAN_BODY3
-  0.311   0.4665   0.0077    0.984   0.64    0.85  FORGED_MUA_IMS
-  0.467   0.6976   0.0169    0.976   0.63    0.05  BODY_ENHANCEMENT
-  0.290   0.4361   0.0069    0.984   0.63    1.05  SAVE_THOUSANDS
-  0.179   0.2706   0.0004    0.999   0.63    1.19  DRUG_ED_SILD
- 27.180  41.0649   0.1369    0.997   0.63    2.18  BIZ_TLD
-  0.179   0.2700   0.0004    0.999   0.63    1.17  FAKE_HELO_MSN
-  0.745   1.1137   0.0281    0.975   0.63    2.32  WHY_WAIT
-  0.278   0.4167   0.0069    0.984   0.63    0.36  GUARANTEED_STUFF
-  1.215   1.8172   0.0415    0.978   0.63    0.00  HTML_FONT_SIZE_TINY
-  0.190   0.2870   0.0019    0.993   0.63    1.17  HTML_MISSING_CTYPE
-  0.246   0.3697   0.0058    0.985   0.63    1.38  HAIR_LOSS
-  0.273   0.4098   0.0073    0.982   0.63    1.05  HTML_LINK_PUSH_HERE
-  0.162   0.2459   0.0000    1.000   0.63    1.96  FORGED_IMS_TAGS
-  1.176   1.7592   0.0415    0.977   0.63    1.76  SUBJ_HAS_SPACES
-  0.346   0.5169   0.0127    0.976   0.63    0.48  AS_SEEN_ON
-  4.276   6.4270   0.0877    0.987   0.62    0.00  HTML_MIME_NO_HTML_TAG
-  0.317   0.4740   0.0108    0.978   0.62    2.24  FROM_ALL_NUMS
-  0.358   0.5348   0.0138    0.975   0.62    0.34  SUBJ_BUY
-  0.160   0.2421   0.0008    0.997   0.62    2.24  MORE_SEX
-  0.715   1.0657   0.0308    0.972   0.62    0.91  MAILTO_SUBJ_REMOVE
-  0.174   0.2615   0.0023    0.991   0.61    1.28  HELO_DYNAMIC_CHELLO_NL
-  0.724   1.0788   0.0319    0.971   0.61    0.01  HTML_LINK_CLICK_CAPS
-  0.141   0.2133   0.0000    1.000   0.61    2.16  SUBJECT_SEXUAL
-  0.154   0.2317   0.0015    0.993   0.61    0.10  X_ORIG_IP_NOT_IPV4
-  0.135   0.2048   0.0000    1.000   0.61    2.01  RATWARE_OE_MALFORMED
-  1.642   2.4566   0.0565    0.977   0.61    1.56  HTML_FONT_TINY
-  0.129   0.1959   0.0000    1.000   0.60    1.77  HTML_BADTAG_80_90
-  0.215   0.3209   0.0073    0.978   0.60    0.00  MIME_BASE64_ILLEGAL
-  0.126   0.1910   0.0000    1.000   0.60    1.14  HELO_DYNAMIC_ROGERS
-  0.342   0.5098   0.0162    0.969   0.60    0.02  CLICK_TO_REMOVE_1
-  0.145   0.2188   0.0019    0.991   0.60    0.00  TERRA_ES
-  0.130   0.1967   0.0008    0.996   0.60    1.38  DRUG_ED_GENERIC
-  0.212   0.3168   0.0073    0.977   0.60    1.51  ROUND_THE_WORLD_LOCAL
-  3.107   4.6564   0.0904    0.981   0.60    1.89  FORGED_YAHOO_RCVD
-  0.145   0.2182   0.0027    0.988   0.59    1.61  X_LIBRARY
-  0.118   0.1785   0.0000    1.000   0.59    1.83  NIGERIAN_BODY4
-  0.770   1.1451   0.0408    0.966   0.59    1.59  MIME_HTML_MOSTLY
-  0.437   0.6498   0.0235    0.965   0.59    0.28  FRONTPAGE
-  0.117   0.1770   0.0004    0.998   0.59    0.71  DRUGS_SMEAR1
-  0.770   1.1439   0.0412    0.965   0.59    0.69  RCVD_FAKE_HELO_DOTCOM
-  0.163   0.2435   0.0050    0.980   0.59    2.11  HTML_TAG_EXIST_MARQUEE
-  0.120   0.1813   0.0012    0.994   0.59    1.81  HTML_FONT_SIZE_HUGE
-  1.168   1.7400   0.0531    0.970   0.59    0.74  BAD_CREDIT
-  0.144   0.2165   0.0035    0.984   0.59    1.16  MILLION_USD
-  0.111   0.1673   0.0000    1.000   0.59    2.16  NOT_ADVISOR
-  0.184   0.2743   0.0073    0.974   0.59    1.81  DATE_IN_FUTURE_24_48
-  1.270   1.8929   0.0573    0.971   0.59    0.00  HTML_TABLE_THICK_BORD
-  2.366   3.5346   0.0892    0.975   0.59    1.46  INVALID_TZ_GMT
-  0.433   0.6437   0.0238    0.964   0.59    0.00  HTML_COMMENT_SHOUTING
-  0.162   0.2417   0.0058    0.977   0.58    0.27  DIET_2
-  0.214   0.3186   0.0104    0.968   0.58    1.89  MARKETING_PARTNERS
-  0.123   0.1847   0.0027    0.986   0.58    1.68  ENGLISH_UCE_SUBJECT
-  0.104   0.1580   0.0000    1.000   0.58    2.06  HELO_DYNAMIC_RR2
-  0.845   1.2553   0.0458    0.965   0.58    0.09  HTML_BADTAG_10_20
-  1.384   2.0598   0.0669    0.969   0.58    0.28  MIME_HEADER_CTYPE_ONLY
-  0.105   0.1582   0.0008    0.995   0.58    1.66  WE_HONOR_ALL
-  0.122   0.1829   0.0035    0.981   0.57    1.76  FORGED_MUA_MOZILLA
-  0.131   0.1961   0.0046    0.977   0.57    1.55  RATWARE_HASH_2_V2
-  0.097   0.1471   0.0000    1.000   0.57    0.93  RATWARE_MOZ_MALFORMED
-  0.118   0.1774   0.0031    0.983   0.57    2.08  NA_DOLLARS
-  0.124   0.1859   0.0046    0.976   0.57    2.06  DATE_IN_FUTURE_48_96
-  0.095   0.1440   0.0000    1.000   0.57    2.08  MIME_BOUND_RKFINDY
-  0.095   0.1434   0.0000    1.000   0.57    1.93  HELO_DYNAMIC_VTR
-  0.098   0.1471   0.0012    0.992   0.56    0.47  RATWARE_GECKO_BUILD
-  0.154   0.2285   0.0077    0.967   0.56    0.81  GUARANTEED_100_PERCENT
-  0.102   0.1539   0.0023    0.985   0.56    1.61  NO_FORMS
-  0.133   0.1977   0.0065    0.968   0.56    0.98  CONSOLIDATE_DEBT
-  0.439   0.6492   0.0300    0.956   0.56    1.05  HEAD_ILLEGAL_CHARS
-  0.116   0.1726   0.0046    0.974   0.56    0.01  RATWARE_HASH_2
-  0.095   0.1436   0.0012    0.992   0.56    2.00  MSGID_OUTLOOK_INVALID
-  0.098   0.1469   0.0019    0.987   0.56    0.00  NO_CREDIT_CHECK
-  0.087   0.1321   0.0000    1.000   0.56    1.75  CONFIRMED_FORGED
-  0.104   0.1554   0.0035    0.978   0.56    1.84  FROM_OFFERS
-  0.704   1.0416   0.0462    0.958   0.56    0.20  HTML_NONELEMENT_20_30
-  0.089   0.1349   0.0008    0.994   0.56    0.23  HTML_CONVERTED
-  0.091   0.1379   0.0012    0.992   0.55    0.02  HTML_ATTR_BAD
-  0.084   0.1262   0.0004    0.997   0.55    0.32  DRUG_ED_ONLINE
-  0.347   0.5119   0.0262    0.951   0.55    0.00  HTML_SHOUTING4
-  0.077   0.1163   0.0000    1.000   0.55    1.69  HELO_DYNAMIC_HEXIP
-  0.453   0.6684   0.0342    0.951   0.55    0.51  LOW_PRICE
-  0.198   0.2925   0.0142    0.954   0.55    0.71  SOME_BREAKTHROUGH
-  2.945   4.3884   0.1335    0.970   0.55    1.80  MISSING_SUBJECT
-  0.077   0.1167   0.0008    0.993   0.55    2.00  RATWARE_STORM_URI
-  0.080   0.1201   0.0012    0.990   0.55    1.74  YAHOO_DRS_REDIR
-  0.076   0.1153   0.0008    0.993   0.54    2.00  MIME_BOUND_MANY_HEX
-  0.423   0.6239   0.0319    0.951   0.54    1.46  GAPPY_SUBJECT
-  0.347   0.5111   0.0273    0.949   0.54    0.32  HTML_COMMENT_SAVED_URL
-  7.474  11.2134   0.1916    0.983   0.54    1.44  HTML_IMAGE_RATIO_02
-  0.438   0.6456   0.0350    0.949   0.54    1.05  HTML_00_10
-  0.280   0.4118   0.0219    0.949   0.54    1.46  PORN_URL_SEX
-  0.193   0.2842   0.0154    0.949   0.54    1.02  TO_MALFORMED
-  0.071   0.1069   0.0000    1.000   0.54    0.54  SUBJ_2_NUM_PARENS
-  0.109   0.1612   0.0065    0.961   0.54    0.00  ONE_TIME_MAILING
-  0.068   0.1023   0.0000    1.000   0.54    1.51  MULTI_FORGED
-  0.739   1.0877   0.0589    0.949   0.53    0.58  MIME_BASE64_BLANKS
-  0.666   0.9810   0.0519    0.950   0.53    0.00  MIME_MISSING_BOUNDARY
-  0.115   0.1691   0.0085    0.952   0.53    0.86  MORTGAGE_BEST
-  0.066   0.0991   0.0000    1.000   0.53    1.92  FAKE_HELO_MAIL_COM_DOM
-  0.162   0.2390   0.0135    0.947   0.53    0.07  IP_LINK_PLUS
-  1.669   2.4716   0.1054    0.959   0.53    1.42  HTML_IMAGE_ONLY_16
-  1.532   2.2705   0.0942    0.960   0.53    1.13  FORGED_HOTMAIL_RCVD2
-  0.667   0.9812   0.0539    0.948   0.53    0.19  X_MSMAIL_PRIORITY_HIGH
-  0.061   0.0926   0.0000    1.000   0.53    1.70  DIET_3
-  0.061   0.0926   0.0000    1.000   0.53    1.92  CONFIDENTIAL_ORDER
-  1.732   2.5636   0.1123    0.958   0.53    0.01  HTML_TAG_BALANCE_BODY
-  0.059   0.0897   0.0000    1.000   0.53    1.92  EXCUSE_23
-  0.102   0.1509   0.0077    0.951   0.52    1.01  EXCUSE_6
-  0.059   0.0893   0.0000    1.000   0.52    1.69  WRINKLES
-  0.233   0.3421   0.0219    0.940   0.52    1.37  TRACKER_ID
-  0.057   0.0859   0.0000    1.000   0.52    1.82  HTML_FORMACTION_MAILTO
-  0.053   0.0802   0.0000    1.000   0.52    1.84  CHINA_HEADER
-  0.513   0.7527   0.0469    0.941   0.52    0.19  USERPASS
-  0.050   0.0754   0.0000    1.000   0.51    1.84  FAKE_HELO_EXCITE
-  2.398   3.5537   0.1458    0.961   0.51    0.09  RCVD_DOUBLE_IP_LOOSE
-  0.049   0.0745   0.0000    1.000   0.51    1.68  HELO_DYNAMIC_HOME_NL
-  0.699   1.0243   0.0669    0.939   0.51    0.01  EXCUSE_10
-  0.076   0.1126   0.0050    0.957   0.51    0.07  HTML_SHOUTING5
-  1.953   2.8842   0.1389    0.954   0.51    0.49  DIET_1
-  0.057   0.0849   0.0015    0.982   0.51    1.79  SUBJ_LIFE_INSURANCE
-  0.046   0.0693   0.0000    1.000   0.51    0.94  HDR_ORDER_MTSRIX
-  0.124   0.1813   0.0135    0.931   0.51    0.00  HTML_EMBEDS
-  0.048   0.0727   0.0004    0.995   0.51    1.84  FORWARD_LOOKING
-  0.091   0.1343   0.0077    0.946   0.51    1.32  PORN_URL_MISC
-  0.149   0.2175   0.0165    0.929   0.50    0.01  UPPERCASE_75_100
-  0.060   0.0897   0.0031    0.967   0.50    0.00  BAYES_95
-  1.938   2.8591   0.1443    0.952   0.50    0.03  HTML_SHOUTING3
-  0.073   0.1067   0.0062    0.945   0.50    1.76  SUBJ_YOUR_DEBT
-  1.796   2.6448   0.1439    0.948   0.50    0.01  HTML_BACKHAIR_2
-  0.055   0.0824   0.0031    0.964   0.50    1.10  FAKE_HELO_MAIL_COM
-  0.239   0.3484   0.0273    0.927   0.50    0.21  MORTGAGE_PITCH
-  0.084   0.1232   0.0088    0.933   0.49    0.00  MORTGAGE_RATES
-  4.462   6.6488   0.2035    0.970   0.49    0.00  HTML_FONT_INVISIBLE
-  0.999   1.4621   0.0958    0.939   0.49    1.42  DATE_IN_FUTURE_03_06
-  0.040   0.0596   0.0004    0.994   0.49    0.00  FORGED_QUALCOMM_TAGS
-  0.099   0.1442   0.0112    0.928   0.49    1.14  WEIRD_QUOTING
-  0.309   0.4491   0.0354    0.927   0.49    0.00  HTML_NONELEMENT_30_40
-  0.159   0.2299   0.0200    0.920   0.49    1.41  SUB_HELLO
-  0.043   0.0636   0.0015    0.976   0.49    1.08  PORN_URL_SLUT
-  0.044   0.0656   0.0023    0.966   0.49    0.68  AMAZING_STUFF
-  0.059   0.0861   0.0050    0.945   0.49    0.00  BAYES_90
-  0.040   0.0008   0.1166    0.007   0.49    0.00  BAYES_10
-  0.039   0.0581   0.0012    0.981   0.49    1.71  FREE_PREVIEW
-  0.036   0.0547   0.0000    1.000   0.48    0.66  WHY_PAY_MORE
-  0.605   0.8785   0.0715    0.925   0.48    0.02  HTTP_ESCAPED_HOST
-  0.035   0.0000   0.1031    0.000   0.48    0.00  BAYES_05
-  0.339   0.4922   0.0415    0.922   0.48    0.67  FROM_NO_LOWER
-  0.069   0.1001   0.0073    0.932   0.48    1.60  DATE_IN_FUTURE_96_XX
-  0.041   0.0604   0.0023    0.963   0.48    0.01  HIDE_WIN_STATUS
-  0.034   0.0521   0.0000    1.000   0.48    1.48  HTTP_77
-  0.043   0.0642   0.0031    0.954   0.48    0.00  OFFSHORE_SCAM
-  0.492   0.7132   0.0615    0.921   0.48    1.12  BLANK_LINES_70_80
-  0.038   0.0571   0.0015    0.974   0.48    1.05  URI_4YOU
-  0.034   0.0506   0.0004    0.992   0.48    1.70  SUBJ_GUARANTEED
-  5.834   8.6740   0.3016    0.966   0.48    1.53  INFO_TLD
-  0.038   0.0569   0.0019    0.967   0.48    1.53  FORGED_EUDORAMAIL_RCVD
-  0.211   0.3051   0.0285    0.915   0.48    1.19  ADDRESS_IN_SUBJECT
-  0.037   0.0559   0.0015    0.973   0.48    1.75  RATWARE_RCVD_LC_ESMTP
-  0.182   0.2625   0.0254    0.912   0.47    1.09  FROM_HAS_MIXED_NUMS3
-  0.048   0.0697   0.0050    0.933   0.47    0.03  BILLION_DOLLARS
-  0.046   0.0677   0.0046    0.936   0.47    1.42  DISGUISE_PORN
-  0.111   0.1596   0.0173    0.902   0.47    1.69  FORGED_JUNO_RCVD
-  0.033   0.0498   0.0012    0.977   0.47    1.64  SUBJ_YOUR_FAMILY
-  0.094   0.1355   0.0142    0.905   0.47    0.02  CREDIT_CARD
-  0.125   0.1787   0.0208    0.896   0.47    0.83  SOMETHING_FOR_ADULTS
-  0.901   1.3027   0.1181    0.917   0.47    0.82  MAILTO_TO_REMOVE
-  0.034   0.0504   0.0023    0.956   0.46    0.24  NASTY_GIRLS
-  0.303   0.4375   0.0423    0.912   0.46    0.16  BANG_MORE
-  0.031   0.0466   0.0012    0.976   0.46    1.23  REFINANCE_YOUR_HOME
-  0.038   0.0559   0.0038    0.936   0.46    0.94  REFINANCE_NOW
-  0.030   0.0452   0.0012    0.975   0.46    1.66  PORN_15
-  0.026   0.0389   0.0000    1.000   0.46    1.50  RCVD_AM_PM
-  0.026   0.0391   0.0004    0.990   0.46    1.67  HELO_DYNAMIC_VELOX
-  1.743   2.5441   0.1819    0.933   0.46    0.66  HTML_IMAGE_RATIO_04
-  0.025   0.0371   0.0000    1.000   0.45    1.68  BANG_QUOTE
-  0.043   0.0616   0.0065    0.904   0.45    0.16  ACT_NOW_CAPS
-  0.130   0.1849   0.0238    0.886   0.45    0.01  URG_BIZ
-  1.725   2.5156   0.1858    0.931   0.45    1.25  HTML_IMAGE_ONLY_20
-  0.024   0.0365   0.0004    0.990   0.45    1.60  COMPETE
-  0.040   0.0032   0.1123    0.027   0.45    0.00  BAYES_25
-  0.028   0.0417   0.0019    0.956   0.45    0.83  FIN_FREE
-  0.023   0.0342   0.0000    1.000   0.45    1.60  WITH_LC_SMTP
-  0.034   0.0496   0.0042    0.921   0.45    1.31  FROM_NO_USER
-  0.030   0.0444   0.0027    0.943   0.45    1.68  MEET_SINGLES
-  0.030   0.0444   0.0027    0.943   0.45    0.17  CUM_SHOT
-  0.022   0.0338   0.0000    1.000   0.45    1.35  HTML_OBFUSCATE_90_100
-  0.022   0.0328   0.0000    1.000   0.44    1.60  MSGID_FROM_MTA_HOTMAIL
-  0.021   0.0322   0.0000    1.000   0.44    1.52  HTML_OBFUSCATE_80_90
-  0.025   0.0367   0.0019    0.950   0.44    1.54  NUMERIC_HTTP_ADDR
-  0.103   0.1448   0.0212    0.872   0.44    0.13  ADDR_FREE
-  1.225   1.7702   0.1623    0.916   0.44    0.70  HTML_IMAGE_ONLY_24
-  0.021   0.0312   0.0000    1.000   0.44    1.54  MSGID_SPAM_ZEROES
-  4.763   7.0296   0.3481    0.953   0.44    0.00  EXCUSE_3
-  0.019   0.0292   0.0000    1.000   0.44    1.45  FORGED_TELESP_RCVD
-  0.042   0.0593   0.0088    0.870   0.43    0.98  SUBJ_FOR_ONLY
-  0.020   0.0298   0.0004    0.987   0.43    1.50  BARGAIN_URL
-  0.022   0.0324   0.0012    0.966   0.43    1.54  EXCUSE_24
-  0.064   0.0901   0.0138    0.867   0.43    0.00  HTML_TAG_EXIST_PARAM
-  0.019   0.0288   0.0000    1.000   0.43    0.98  FAKED_UNDISC_RECIPS
-  0.028   0.0405   0.0038    0.913   0.43    0.47  FREE_QUOTE_INSTANT
-  0.022   0.0322   0.0012    0.965   0.43    1.44  JS_FROMCHARCODE
-  0.121   0.1702   0.0262    0.867   0.43    0.00  REPLY_TO_ULINE_NUMS
-  0.187   0.2649   0.0365    0.879   0.43    0.39  SEE_FOR_YOURSELF
-  0.022   0.0324   0.0015    0.955   0.43    1.60  BLANK_LINES_90_100
-  0.385   0.5481   0.0677    0.890   0.43    1.08  INVALID_MSGID
-  0.020   0.0296   0.0008    0.975   0.43    0.35  HTML_SHOUTING7
-  0.025   0.0357   0.0031    0.921   0.43    1.60  SELECTED_YOU
-  0.031   0.0438   0.0046    0.905   0.43    0.02  JOIN_MILLIONS
-  0.046   0.0636   0.0104    0.860   0.43    0.05  THE_BEST_RATE
-  0.018   0.0273   0.0004    0.986   0.43    1.52  BUY_DIRECT
-  0.081   0.1134   0.0177    0.865   0.43    0.24  MSGID_NO_HOST
-  0.045   0.0632   0.0104    0.859   0.43    0.00  URI_LONG_HOSTNAME
-  0.082   0.1142   0.0185    0.861   0.43    0.01  BLANK_LINES_80_90
-  0.086   0.1195   0.0196    0.859   0.43    0.03  EXCUSE_REMOVE
-  0.016   0.0247   0.0000    1.000   0.43    1.12  MSGID_SPAM_99X9XX99
-  0.116   0.1623   0.0262    0.861   0.43    0.09  ITS_LEGAL
-  0.034   0.0484   0.0069    0.875   0.43    1.57  DOMAIN_4U2
- 12.762  19.0760   0.4654    0.976   0.43    1.52  MSGID_FROM_MTA_ID
-  0.016   0.0241   0.0000    1.000   0.43    1.52  SENT_IN_COMPLIANCE
-  0.018   0.0267   0.0008    0.972   0.43    1.59  BE_BOSS
-  0.779   1.1084   0.1385    0.889   0.43    0.31  HOT_NASTY
-  2.987   4.3583   0.3174    0.932   0.42    1.13  HTML_10_20
-  0.022   0.0316   0.0023    0.932   0.42    0.90  UNCLAIMED_MONEY
-  0.024   0.0340   0.0035    0.908   0.42    1.46  SEDUCTION
-  0.986   1.4120   0.1577    0.900   0.42    0.02  HTML_TAG_BALANCE_HTML
-  0.015   0.0221   0.0000    1.000   0.42    1.46  PREST_NON_ACCREDITED
-  0.015   0.0231   0.0004    0.984   0.42    0.30  HARDCORE_PORN
-  1.016   1.4536   0.1623    0.900   0.42    0.00  HTML_NONELEMENT_10_20
-  0.014   0.0219   0.0000    1.000   0.42    1.19  RCVD_BONUS_SPC_DATE
-  0.029   0.0405   0.0058    0.875   0.42    1.35  NIGERIAN_SUBJECT2
-  1.155   1.6553   0.1804    0.902   0.42    0.28  MIME_BOUND_NEXTPART
-  0.016   0.0237   0.0008    0.969   0.42    1.44  FROM_NONSENDING_DOMAIN
-  1.226   1.7596   0.1866    0.904   0.42    0.35  NORMAL_HTTP_TO_IP
-  0.014   0.0211   0.0000    1.000   0.42    1.52  REMOVE_POSTAL
-  0.023   0.0330   0.0038    0.896   0.42    0.00  URI_IS_POUND
+ 766648   506602   260046    0.661   0.00    0.00  (all messages)
+100.000  66.0801  33.9199    0.661   0.00    0.00  (all messages as %)
+ 24.401  36.9262   0.0004    1.000   1.00    3.60  X_MESSAGE_INFO
+ 22.270  33.7006   0.0004    1.000   1.00    3.60  MIME_BOUND_DD_DIGITS
+ 14.435  21.8442   0.0015    1.000   0.98    3.52  HELO_DYNAMIC_IPADDR
+  9.507  14.3876   0.0004    1.000   0.98    3.52  RCVD_DOUBLE_IP_SPAM
+  8.037  12.1626   0.0008    1.000   0.97    3.50  MSGID_SPAM_CAPS
+  6.977  10.5580   0.0012    1.000   0.96    0.00  DRUGS_ANXIETY_EREC
+  6.596   9.9814   0.0019    1.000   0.95    0.77  DRUGS_DIET
+  5.571   8.4309   0.0004    1.000   0.95    0.03  DRUGS_MANYKINDS
+  6.088   9.2122   0.0015    1.000   0.95    0.00  DRUGS_DIET_EREC
+  5.084   7.6944   0.0000    1.000   0.95    3.44  DRUGS_ANXIETY_OBFU
+  6.112   9.2477   0.0031    1.000   0.94    2.79  HELO_DYNAMIC_DHCP
+  4.647   7.0320   0.0000    1.000   0.94    3.36  DRUGS_SLEEP_EREC
+  4.793   7.2530   0.0008    1.000   0.94    3.36  HELO_DYNAMIC_HCC
+  5.322   8.0521   0.0035    1.000   0.93    0.00  BAYES_99
+  4.405   6.6652   0.0008    1.000   0.93    0.00  DRUGS_DIET_PAIN
+  4.320   6.5365   0.0012    1.000   0.92    0.00  DRUGS_DEPR_EREC
+  4.194   6.3470   0.0012    1.000   0.92    3.27  HELO_DYNAMIC_IPADDR2
+  7.325  11.0807   0.0081    0.999   0.92    1.07  HTML_BACKHAIR_8
+ 13.075  19.7800   0.0115    0.999   0.92    2.80  RCVD_HELO_IP_MISMATCH
+  6.726  10.1739   0.0096    0.999   0.91    2.09  DRUGS_ERECTILE_OBFU
+ 29.961  45.3314   0.0162    1.000   0.90    0.00  MIME_HTML_ONLY_MULTI
+  2.846   4.3067   0.0008    1.000   0.90    2.96  DATE_SPAMWARE_Y2K
+  4.780   7.2301   0.0058    0.999   0.90    0.32  DRUGS_SLEEP
+  2.406   3.6411   0.0000    1.000   0.90    2.54  SUBJECT_DRUG_GAP_X
+  3.701   5.5991   0.0035    0.999   0.90    3.15  DRUGS_PAIN_OBFU
+  2.249   3.4035   0.0000    1.000   0.90    2.55  RATWARE_RCVD_AT
+  2.221   3.3604   0.0000    1.000   0.90    2.00  SUBJECT_DRUG_GAP_VA
+  2.210   3.3440   0.0000    1.000   0.89    3.20  RATWARE_ZERO_TZ
+  2.215   3.3513   0.0004    1.000   0.89    0.01  HTML_NONELEMENT_90_100
+  8.276  12.5173   0.0135    0.999   0.89    2.82  DRUGS_ANXIETY
+  5.015   7.5843   0.0092    0.999   0.89    0.00  DRUGS_PAIN_EREC
+  1.909   2.8883   0.0000    1.000   0.89    2.00  SUBJECT_DRUG_GAP_S
+  6.141   9.2868   0.0131    0.999   0.88    3.11  UNIQUE_WORDS
+  1.757   2.6583   0.0000    1.000   0.88    3.20  HELO_DYNAMIC_ATTBI
+  3.059   0.0030   9.0123    0.000   0.88    0.00  BAYES_00
+  1.727   2.6135   0.0000    1.000   0.88    0.75  HTML_BADTAG_90_100
+  2.981   4.5087   0.0058    0.999   0.88    3.20  FORGED_MUA_OUTLOOK
+  3.153   4.7675   0.0077    0.998   0.87    2.63  MSGID_RANDY
+  7.769  11.7479   0.0169    0.999   0.87    2.88  HTML_IMAGE_ONLY_08
+  4.620   6.9862   0.0112    0.998   0.86    0.01  DRUGS_MUSCLE
+  4.918   7.4364   0.0127    0.998   0.86    2.55  DOMAIN_RATIO
+  1.832   2.7704   0.0035    0.999   0.86    3.12  HTML_IMAGE_ONLY_04
+  1.446   2.1889   0.0000    1.000   0.86    3.12  HELO_DYNAMIC_OOL
+  2.990   4.5189   0.0104    0.998   0.85    3.04  MSGID_DOLLARS
+  1.516   2.2931   0.0023    0.999   0.85    1.08  FORGED_MUA_AOL_FROM
+  2.825   4.2696   0.0104    0.998   0.84    0.93  HTML_OBFUSCATE_10_20
+  1.142   1.7286   0.0000    1.000   0.84    2.42  MSGID_YAHOO_CAPS
+  1.106   1.6743   0.0000    1.000   0.84    3.04  HELO_DYNAMIC_COMCAST
+  2.312   3.4937   0.0096    0.997   0.84    1.32  UNRESOLVED_TEMPLATE
+  1.232   1.8634   0.0015    0.999   0.84    0.02  HTML_NONELEMENT_80_90
+  1.287   1.9465   0.0027    0.999   0.83    2.96  MSGID_SPAM_LETTERS
+  4.563   6.8961   0.0165    0.998   0.83    0.00  DRUGS_DEPRESSION
+  2.150   3.2487   0.0096    0.997   0.83    1.00  HTML_OBFUSCATE_20_30
+  1.017   1.5397   0.0000    1.000   0.83    2.52  HTML_OBFUSCATE_30_40
+  1.345   2.0326   0.0042    0.998   0.82    0.00  FORGED_AOL_HTML
+  0.918   1.3889   0.0000    1.000   0.82    2.35  DRUGS_DIET_OBFU
+  0.929   1.4052   0.0004    1.000   0.82    2.63  HTML_OBFUSCATE_50_60
+  6.057   9.1539   0.0246    0.997   0.81    2.87  DRUGS_PAIN
+  1.091   1.6490   0.0035    0.998   0.81    2.66  SUBJECT_DRUG_GAP_VIA
+  0.852   1.2898   0.0004    1.000   0.81    2.87  HELO_DYNAMIC_SPLIT_IP
+  0.859   1.2998   0.0008    0.999   0.81    2.88  STRONG_BUY
+  1.106   1.6713   0.0042    0.997   0.81    1.49  INVALID_TZ_EST
+  0.819   1.2388   0.0004    1.000   0.81    2.88  RATWARE_RCVD_PF
+  0.845   1.2783   0.0008    0.999   0.81    2.67  MIME_BOUND_DIGITS_15
+  0.806   1.2197   0.0008    0.999   0.80    2.73  ONLINE_PHARMACY
+  1.637   2.4718   0.0112    0.996   0.80    2.88  SUBJ_ILLEGAL_CHARS
+  0.720   1.0898   0.0000    1.000   0.80    2.64  HTML_OBFUSCATE_40_50
+  1.026   1.5486   0.0065    0.996   0.79    0.00  HTML_NONELEMENT_50_60
+  3.067   4.6303   0.0212    0.995   0.79    0.08  FORGED_OUTLOOK_HTML
+  2.175   3.2819   0.0173    0.995   0.78    0.00  FORGED_OUTLOOK_TAGS
+  0.660   0.9994   0.0000    1.000   0.78    2.24  UNIVERSITY_DIPLOMAS
+  3.702   5.5906   0.0238    0.996   0.78    2.36  HTML_IMAGE_ONLY_12
+ 35.588  53.8320   0.0454    0.999   0.78    1.84  MPART_ALT_DIFF
+  0.799   1.2065   0.0046    0.996   0.78    1.59  OBFUSCATING_COMMENT
+  0.620   0.9386   0.0000    1.000   0.78    2.80  HELO_DYNAMIC_YAHOOBB
+  0.652   0.9864   0.0015    0.998   0.77    1.99  SUBJECT_DRUG_GAP_C
+  0.576   0.8715   0.0000    1.000   0.77    2.80  VIA_GAP_GRA
+ 11.973  18.0980   0.0415    0.998   0.77    2.79  LONGWORDS
+  0.795   1.1998   0.0054    0.996   0.77    0.44  HTML_ATTR_UNIQUE
+  0.808   1.2201   0.0062    0.995   0.77    1.39  HTML_FONT_SIZE_LARGE
+  0.679   1.0255   0.0031    0.997   0.77    0.49  HTML_NONELEMENT_70_80
+  0.585   0.8849   0.0015    0.998   0.76    2.67  HG_HORMONE
+  0.554   0.8387   0.0008    0.999   0.76    0.00  HTML_BADTAG_40_50
+  0.548   0.8298   0.0004    1.000   0.76    0.86  HTML_BADTAG_50_60
+  2.073   3.1261   0.0215    0.993   0.76    2.24  URI_AFFILIATE
+  0.547   0.8281   0.0004    1.000   0.76    2.49  HTML_SHORT_CENTER
+  0.533   0.8062   0.0000    1.000   0.76    1.73  HTML_BADTAG_60_70
+  1.659   2.5014   0.0177    0.993   0.76    1.47  SUSPICIOUS_RECIPS
+  0.519   0.7852   0.0000    1.000   0.76    2.72  EMAIL_ROT13
+  0.533   0.8062   0.0004    1.000   0.76    2.29  PERCENT_RANDOM
+  0.550   0.8320   0.0015    0.998   0.75    2.36  STOCK_ALERT
+  0.505   0.7637   0.0000    1.000   0.75    2.04  INVALID_TZ_CST
+  0.710   1.0709   0.0062    0.994   0.75    0.00  HTML_BADTAG_20_30
+  0.551   0.8322   0.0023    0.997   0.75    2.72  OBSCURED_EMAIL
+  0.571   0.8626   0.0031    0.996   0.75    0.34  DRUG_DOSAGE
+  0.725   1.0920   0.0088    0.992   0.74    0.11  STOCK_PICK
+  0.691   1.0418   0.0077    0.993   0.74    2.64  ALL_NATURAL
+  0.471   0.7122   0.0015    0.998   0.74    2.64  MSGID_SPAM_ALPHA_NUM
+  2.446   3.6867   0.0281    0.992   0.73    1.01  HTML_FONT_LOW_CONTRAST
+  0.460   0.6948   0.0012    0.998   0.73    2.09  X_AUTH_WARN_FAKED
+  0.893   1.3444   0.0135    0.990   0.73    2.61  FORGED_HOTMAIL_RCVD
+  0.515   0.7767   0.0038    0.995   0.73    0.24  HTML_NONELEMENT_60_70
+  0.420   0.6354   0.0000    1.000   0.73    2.26  HTML_OBFUSCATE_60_70
+  1.442   2.1705   0.0219    0.990   0.72    0.43  HTML_OBFUSCATE_05_10
+  0.372   0.5632   0.0000    1.000   0.72    2.56  SUBJECT_DRUG_GAP_VIC
+  0.463   0.6978   0.0042    0.994   0.72    1.35  SUBJECT_DIET
+  0.565   0.8504   0.0085    0.990   0.71    1.33  URI_OFFERS
+  0.493   0.7422   0.0065    0.991   0.71    0.06  HTML_TAG_BALANCE_HEAD
+  0.801   1.2041   0.0162    0.987   0.70    2.45  SUBJ_DOLLARS
+  0.416   0.6277   0.0038    0.994   0.70    0.86  FROM_ILLEGAL_CHARS
+  0.384   0.5794   0.0027    0.995   0.70    0.00  HTML_BADTAG_30_40
+  0.691   1.0389   0.0135    0.987   0.70    2.05  MONEY_BACK
+  0.328   0.4962   0.0000    1.000   0.70    2.48  DEEP_DISC_MEDS
+  0.343   0.5178   0.0015    0.997   0.70    2.48  NIGERIAN_BODY1
+  1.906   2.8667   0.0335    0.988   0.70    1.78  MIME_BASE64_TEXT
+  0.425   0.6400   0.0054    0.992   0.70    0.00  HTML_SHORT_COMMENT
+  0.321   0.4850   0.0008    0.998   0.69    1.45  BANG_EXERCISE
+  0.313   0.4728   0.0004    0.999   0.69    0.02  FORGED_AOL_TAGS
+  0.372   0.5614   0.0038    0.993   0.69    0.62  SUBJECT_DRUG_GAP_P
+  0.306   0.4635   0.0000    1.000   0.69    2.18  RATWARE_EGROUPS
+  0.310   0.4694   0.0004    0.999   0.69    2.42  FORGED_MUA_OIMO
+  0.294   0.4447   0.0000    1.000   0.69    2.48  FORGED_MUA_THEBAT_BOUN
+  0.274   0.4149   0.0000    1.000   0.68    1.92  REVERSE_AGING
+  0.417   0.6275   0.0077    0.988   0.68    0.10  IMPOTENCE
+  0.628   0.9426   0.0162    0.983   0.68    0.00  HTML_FONT_SIZE_NONE
+  0.275   0.4159   0.0008    0.998   0.67    2.40  NIGERIAN_BODY2
+  1.045   0.0138   3.0537    0.005   0.67   -2.40  ALL_TRUSTED
+  0.312   0.4702   0.0031    0.993   0.67    1.51  FORGED_MUA_EUDORA
+  0.261   0.3948   0.0000    1.000   0.67    1.66  HTML_BADTAG_70_80
+  0.249   0.3762   0.0000    1.000   0.67    2.31  HTML_OBFUSCATE_70_80
+  0.244   0.3691   0.0000    1.000   0.67    2.40  FORGED_THEBAT_HTML
+  0.938   1.4060   0.0265    0.981   0.67    0.81  BODY_ENHANCEMENT2
+  1.526   2.2906   0.0358    0.985   0.66    0.00  HTML_BACKHAIR_4
+  4.589   6.9133   0.0611    0.991   0.66    0.22  HTML_TITLE_UNTITLED
+  0.231   0.3502   0.0000    1.000   0.66    2.40  FAKE_OUTBLAZE_RCVD
+  0.399   0.5991   0.0096    0.984   0.66    0.01  HTML_COMMENT_SHORT
+  0.239   0.3620   0.0008    0.998   0.66    0.02  FORGED_IMS_HTML
+  0.222   0.3366   0.0000    1.000   0.66    2.40  KOREAN_UCE_SUBJECT
+  0.264   0.3981   0.0027    0.993   0.66    1.39  FROM_NUM_AT_WEBMAIL
+  0.471   0.7059   0.0142    0.980   0.65    0.00  HTML_NONELEMENT_40_50
+  0.211   0.3190   0.0000    1.000   0.65    2.32  HELO_DYNAMIC_DIALIN
+  0.242   0.3646   0.0019    0.995   0.65    0.01  ENTITY_DEC_ALPHANUM
+ 10.342  15.6026   0.0923    0.994   0.65    1.25  DRUGS_ERECTILE
+  0.207   0.3137   0.0000    1.000   0.65    2.32  HELO_DYNAMIC_ADELPHIA
+  0.206   0.3119   0.0000    1.000   0.65    2.12  SUBJECT_DRUG_GAP_L
+  0.342   0.5130   0.0092    0.982   0.65    0.12  DRUG_ED_CAPS
+  0.311   0.4676   0.0073    0.985   0.64    0.89  FORGED_MUA_IMS
+  0.207   0.3123   0.0008    0.998   0.64    0.67  BANG_OPRAH
+  0.198   0.3000   0.0000    1.000   0.64    2.32  HDR_ORDER_TRIMRS
+  0.323   0.4850   0.0085    0.983   0.64    0.88  SORTED_RECIPS
+  0.291   0.4364   0.0065    0.985   0.64    0.93  SAVE_THOUSANDS
+  1.219   1.8253   0.0377    0.980   0.64    0.00  HTML_FONT_SIZE_TINY
+  0.201   0.3032   0.0008    0.997   0.64    0.44  RATWARE_NETIP
+  0.508   0.7594   0.0181    0.977   0.64    0.60  HTML_SHORT_LENGTH
+  0.410   0.6131   0.0135    0.979   0.64    0.88  SATIS_GUAR
+  0.186   0.2809   0.0004    0.999   0.64    1.40  NIGERIAN_BODY3
+  1.632   2.4467   0.0442    0.982   0.64    2.12  DATE_IN_FUTURE_12_24
+  0.182   0.2750   0.0004    0.999   0.63    1.86  DRUG_ED_SILD
+  4.187   6.3014   0.0688    0.989   0.63    1.33  RCVD_ILLEGAL_IP
+  0.759   1.1336   0.0281    0.976   0.63    0.30  BANG_GUAR
+  0.179   0.2708   0.0004    0.999   0.63    1.77  FAKE_HELO_MSN
+  1.186   1.7746   0.0400    0.978   0.63    2.24  SUBJ_HAS_SPACES
+  0.474   0.7081   0.0181    0.975   0.63    0.15  BODY_ENHANCEMENT
+  0.281   0.4218   0.0081    0.981   0.63    0.10  GUARANTEED_STUFF
+  0.744   1.1113   0.0285    0.975   0.63    2.24  WHY_WAIT
+  0.188   0.2831   0.0015    0.995   0.63    1.91  HTML_MISSING_CTYPE
+  0.275   0.4118   0.0077    0.982   0.63    1.63  HTML_LINK_PUSH_HERE
+  0.345   0.5156   0.0123    0.977   0.63    0.39  AS_SEEN_ON
+  0.164   0.2485   0.0000    1.000   0.63    1.99  FORGED_IMS_TAGS
+  0.245   0.3675   0.0065    0.983   0.62    1.38  HAIR_LOSS
+ 27.203  41.0944   0.1404    0.997   0.62    2.17  BIZ_TLD
+  0.317   0.4737   0.0115    0.976   0.62    2.24  FROM_ALL_NUMS
+  0.161   0.2436   0.0004    0.998   0.62    2.24  MORE_SEX
+  0.360   0.5375   0.0146    0.974   0.62    0.56  SUBJ_BUY
+  1.648   2.4672   0.0515    0.980   0.62    2.14  HTML_FONT_TINY
+  0.171   0.2580   0.0023    0.991   0.61    1.76  HELO_DYNAMIC_CHELLO_NL
+  0.713   1.0630   0.0300    0.973   0.61    1.02  MAILTO_SUBJ_REMOVE
+  0.215   0.3221   0.0069    0.979   0.61    0.00  MIME_BASE64_ILLEGAL
+  0.154   0.2319   0.0015    0.993   0.61    0.01  X_ORIG_IP_NOT_IPV4
+  0.139   0.2108   0.0000    1.000   0.61    2.16  SUBJECT_SEXUAL
+  0.723   1.0766   0.0331    0.970   0.61    0.08  HTML_LINK_CLICK_CAPS
+  4.276   6.4244   0.0904    0.986   0.61    0.00  HTML_MIME_NO_HTML_TAG
+  0.135   0.2049   0.0000    1.000   0.61    2.16  RATWARE_OE_MALFORMED
+  0.211   0.3152   0.0073    0.977   0.60    1.35  ROUND_THE_WORLD_LOCAL
+  0.129   0.1958   0.0000    1.000   0.60    1.86  HTML_BADTAG_80_90
+  0.129   0.1946   0.0000    1.000   0.60    1.68  HELO_DYNAMIC_ROGERS
+  0.144   0.2165   0.0015    0.993   0.60    1.37  TERRA_ES
+  0.128   0.1940   0.0008    0.996   0.60    1.93  DRUG_ED_GENERIC
+  0.121   0.1828   0.0000    1.000   0.60    1.82  NIGERIAN_BODY4
+  0.348   0.5174   0.0185    0.966   0.59    0.05  CLICK_TO_REMOVE_1
+  0.142   0.2136   0.0027    0.988   0.59    2.10  X_LIBRARY
+  1.162   1.7325   0.0511    0.971   0.59    1.16  BAD_CREDIT
+  0.144   0.2163   0.0031    0.986   0.59    1.59  MILLION_USD
+  0.769   1.1429   0.0408    0.966   0.59    0.90  RCVD_FAKE_HELO_DOTCOM
+  0.182   0.2722   0.0073    0.974   0.59    2.02  DATE_IN_FUTURE_24_48
+  0.164   0.2460   0.0054    0.979   0.59    2.16  HTML_TAG_EXIST_MARQUEE
+  0.116   0.1751   0.0004    0.998   0.59    0.52  DRUGS_SMEAR1
+  0.110   0.1660   0.0000    1.000   0.59    2.16  NOT_ADVISOR
+  3.119   4.6719   0.0923    0.981   0.59    1.67  FORGED_YAHOO_RCVD
+  0.433   0.6425   0.0246    0.963   0.58    0.00  HTML_COMMENT_SHOUTING
+  1.267   1.8885   0.0569    0.971   0.58    0.00  HTML_TABLE_THICK_BORD
+  0.119   0.1798   0.0015    0.992   0.58    1.80  HTML_FONT_SIZE_HUGE
+  0.212   0.3150   0.0104    0.968   0.58    2.02  MARKETING_PARTNERS
+  0.441   0.6538   0.0254    0.963   0.58    0.51  FRONTPAGE
+  0.106   0.1601   0.0000    1.000   0.58    2.08  HELO_DYNAMIC_RR2
+  0.126   0.1895   0.0031    0.984   0.58    2.08  ENGLISH_UCE_SUBJECT
+  2.361   3.5266   0.0892    0.975   0.58    1.71  INVALID_TZ_GMT
+  0.161   0.2408   0.0065    0.974   0.58    0.55  DIET_2
+  0.106   0.1599   0.0004    0.998   0.58    2.06  WE_HONOR_ALL
+  0.134   0.2007   0.0046    0.978   0.58    1.80  RATWARE_HASH_2_V2
+  0.766   1.1366   0.0438    0.963   0.58    1.54  MIME_HTML_MOSTLY
+  0.123   0.1838   0.0038    0.980   0.57    2.08  FORGED_MUA_MOZILLA
+  0.125   0.1871   0.0042    0.978   0.57    2.08  DATE_IN_FUTURE_48_96
+  0.847   1.2568   0.0488    0.963   0.57    0.24  HTML_BADTAG_10_20
+  0.120   0.1800   0.0038    0.979   0.57    2.08  NA_DOLLARS
+  0.096   0.1449   0.0000    1.000   0.57    2.08  MIME_BOUND_RKFINDY
+  0.095   0.1443   0.0000    1.000   0.57    1.59  RATWARE_MOZ_MALFORMED
+  0.095   0.1433   0.0000    1.000   0.57    1.92  HELO_DYNAMIC_VTR
+  1.389   2.0677   0.0665    0.969   0.57    0.18  MIME_HEADER_CTYPE_ONLY
+  0.099   0.1488   0.0015    0.990   0.56    0.00  NO_CREDIT_CHECK
+  0.103   0.1542   0.0023    0.985   0.56    1.62  NO_FORMS
+  0.119   0.1782   0.0046    0.975   0.56    0.04  RATWARE_HASH_2
+  0.156   0.2311   0.0088    0.963   0.56    0.61  GUARANTEED_100_PERCENT
+  0.134   0.1988   0.0069    0.966   0.56    0.89  CONSOLIDATE_DEBT
+  0.096   0.1443   0.0012    0.992   0.56    0.00  RATWARE_GECKO_BUILD
+  0.439   0.6490   0.0292    0.957   0.56    0.54  HEAD_ILLEGAL_CHARS
+  0.095   0.1427   0.0012    0.992   0.56    2.00  MSGID_OUTLOOK_INVALID
+  0.087   0.1315   0.0000    1.000   0.56    1.82  CONFIRMED_FORGED
+  0.105   0.1571   0.0035    0.978   0.56    1.82  FROM_OFFERS
+  0.087   0.1321   0.0004    0.997   0.56    0.00  HTML_CONVERTED
+  0.092   0.1380   0.0012    0.992   0.55    0.00  HTML_ATTR_BAD
+  0.706   1.0442   0.0465    0.957   0.55    0.35  HTML_NONELEMENT_20_30
+  0.199   0.2943   0.0142    0.954   0.55    0.23  SOME_BREAKTHROUGH
+  0.084   0.1269   0.0004    0.997   0.55    0.55  DRUG_ED_ONLINE
+  0.078   0.1186   0.0000    1.000   0.55    1.83  HELO_DYNAMIC_HEXIP
+  0.081   0.1218   0.0008    0.994   0.55    1.91  YAHOO_DRS_REDIR
+  0.194   0.2852   0.0150    0.950   0.55    0.90  TO_MALFORMED
+  0.424   0.6255   0.0311    0.953   0.54    1.36  GAPPY_SUBJECT
+  0.081   0.1214   0.0012    0.991   0.54    1.92  RATWARE_STORM_URI
+  0.079   0.1186   0.0008    0.994   0.54    1.92  MIME_BOUND_MANY_HEX
+  0.443   0.6526   0.0354    0.949   0.54    0.98  HTML_00_10
+  0.107   0.1583   0.0062    0.963   0.54    0.00  ONE_TIME_MAILING
+  0.344   0.5069   0.0277    0.948   0.54    0.53  HTML_COMMENT_SAVED_URL
+  7.483  11.2244   0.1938    0.983   0.54    1.73  HTML_IMAGE_RATIO_02
+  0.281   0.4129   0.0235    0.946   0.54    1.86  PORN_URL_SEX
+  0.069   0.1048   0.0000    1.000   0.54    1.47  SUBJ_2_NUM_PARENS
+  0.067   0.1021   0.0000    1.000   0.54    1.05  MULTI_FORGED
+  2.960   4.4088   0.1365    0.970   0.53    1.11  MISSING_SUBJECT
+  0.454   0.6682   0.0377    0.947   0.53    0.89  LOW_PRICE
+  0.067   0.1007   0.0000    1.000   0.53    1.92  FAKE_HELO_MAIL_COM_DOM
+  0.113   0.1670   0.0085    0.952   0.53    0.95  MORTGAGE_BEST
+  0.738   1.0882   0.0569    0.950   0.53    0.69  MIME_BASE64_BLANKS
+  0.352   0.5170   0.0296    0.946   0.53    0.08  HTML_SHOUTING4
+  0.062   0.0936   0.0000    1.000   0.53    1.79  DIET_3
+  0.515   0.7564   0.0435    0.946   0.53    0.43  USERPASS
+  0.061   0.0924   0.0000    1.000   0.53    1.92  CONFIDENTIAL_ORDER
+  0.163   0.2394   0.0146    0.942   0.53    0.21  IP_LINK_PLUS
+  0.233   0.3417   0.0219    0.940   0.53    1.82  TRACKER_ID
+  0.666   0.9803   0.0527    0.949   0.53    0.00  MIME_MISSING_BOUNDARY
+  1.737   2.5720   0.1088    0.959   0.53    0.04  HTML_TAG_BALANCE_BODY
+  0.059   0.0890   0.0000    1.000   0.53    1.73  WRINKLES
+  1.667   2.4686   0.1058    0.959   0.52    1.35  HTML_IMAGE_ONLY_16
+  0.057   0.0869   0.0000    1.000   0.52    1.84  EXCUSE_23
+  0.101   0.1482   0.0081    0.948   0.52    1.44  EXCUSE_6
+  0.055   0.0839   0.0000    1.000   0.52    1.84  HTML_FORMACTION_MAILTO
+  0.663   0.9741   0.0561    0.946   0.52    0.00  X_MSMAIL_PRIORITY_HIGH
+  1.533   2.2704   0.0965    0.959   0.52    0.79  FORGED_HOTMAIL_RCVD2
+  0.053   0.0803   0.0000    1.000   0.52    1.84  CHINA_HEADER
+  0.050   0.0752   0.0000    1.000   0.52    1.74  HELO_DYNAMIC_HOME_NL
+  0.050   0.0750   0.0000    1.000   0.51    1.84  FAKE_HELO_EXCITE
+  2.400   3.5562   0.1473    0.960   0.51    0.09  RCVD_DOUBLE_IP_LOOSE
+  0.122   0.1779   0.0123    0.935   0.51    0.00  HTML_EMBEDS
+  0.047   0.0717   0.0000    1.000   0.51    0.42  HDR_ORDER_MTSRIX
+  0.048   0.0720   0.0004    0.995   0.51    1.84  FORWARD_LOOKING
+  1.953   2.8851   0.1361    0.955   0.51    0.67  DIET_1
+  0.149   0.2171   0.0165    0.929   0.51    0.00  UPPERCASE_75_100
+  0.077   0.1133   0.0058    0.952   0.51    0.03  HTML_SHOUTING5
+  0.055   0.0819   0.0019    0.977   0.51    1.84  SUBJ_LIFE_INSURANCE
+  0.091   0.1328   0.0085    0.940   0.50    1.73  PORN_URL_MISC
+  0.060   0.0888   0.0031    0.967   0.50    0.00  BAYES_95
+  1.938   2.8616   0.1400    0.953   0.50    0.27  HTML_SHOUTING3
+  0.237   0.3443   0.0273    0.927   0.50    0.30  MORTGAGE_PITCH
+  0.039   0.0594   0.0000    1.000   0.50    0.00  FORGED_QUALCOMM_TAGS
+  0.156   0.2256   0.0192    0.921   0.50    1.41  SUB_HELLO
+  0.056   0.0827   0.0035    0.960   0.50    1.30  FAKE_HELO_MAIL_COM
+  0.058   0.0865   0.0038    0.957   0.50    0.00  BAYES_90
+  0.697   1.0205   0.0681    0.937   0.50    0.07  EXCUSE_10
+  0.101   0.1467   0.0119    0.925   0.50    1.35  WEIRD_QUOTING
+  4.444   6.6202   0.2057    0.970   0.49    0.00  HTML_FONT_INVISIBLE
+  0.043   0.0642   0.0015    0.977   0.49    0.94  PORN_URL_SLUT
+  0.044   0.0661   0.0019    0.972   0.49    0.95  AMAZING_STUFF
+  1.804   2.6557   0.1438    0.949   0.49    0.14  HTML_BACKHAIR_2
+  0.082   0.1196   0.0088    0.931   0.49    0.00  MORTGAGE_RATES
+  0.041   0.0008   0.1188    0.007   0.49    0.00  BAYES_10
+  0.998   1.4615   0.0954    0.939   0.49    1.29  DATE_IN_FUTURE_03_06
+  0.308   0.4479   0.0361    0.925   0.49    0.00  HTML_NONELEMENT_30_40
+  0.075   0.1094   0.0081    0.931   0.49    1.76  SUBJ_YOUR_DEBT
+  0.183   0.2639   0.0242    0.916   0.49    1.13  FROM_HAS_MIXED_NUMS3
+  0.037   0.0563   0.0008    0.987   0.48    1.61  FREE_PREVIEW
+  0.036   0.0539   0.0000    1.000   0.48    1.51  HTTP_77
+  0.036   0.0541   0.0004    0.993   0.48    1.25  WHY_PAY_MORE
+  0.043   0.0630   0.0031    0.953   0.48    0.00  OFFSHORE_SCAM
+  0.047   0.0687   0.0042    0.942   0.48    0.19  BILLION_DOLLARS
+  0.039   0.0578   0.0019    0.968   0.48    1.66  FORGED_EUDORAMAIL_RCVD
+  0.039   0.0582   0.0023    0.962   0.48    0.03  HIDE_WIN_STATUS
+  0.069   0.0997   0.0081    0.925   0.48    1.39  DATE_IN_FUTURE_96_XX
+  0.035   0.0525   0.0004    0.993   0.48    1.75  SUBJ_GUARANTEED
+  0.611   0.8891   0.0696    0.927   0.48    0.03  HTTP_ESCAPED_HOST
+  0.036   0.0541   0.0012    0.979   0.48    1.75  RATWARE_RCVD_LC_ESMTP
+  0.046   0.0669   0.0046    0.935   0.48    1.49  DISGUISE_PORN
+  0.037   0.0557   0.0019    0.967   0.48    1.03  URI_4YOU
+  5.843   8.6881   0.3011    0.967   0.48    1.72  INFO_TLD
+  0.214   0.3083   0.0288    0.914   0.47    1.30  ADDRESS_IN_SUBJECT
+  0.034   0.0004   0.0988    0.004   0.47    0.00  BAYES_05
+  0.114   0.1632   0.0177    0.902   0.47    1.64  FORGED_JUNO_RCVD
+  0.307   0.4439   0.0408    0.916   0.47    0.29  BANG_MORE
+  0.127   0.1808   0.0212    0.895   0.47    1.43  SOMETHING_FOR_ADULTS
+  0.342   0.4941   0.0454    0.916   0.47    1.01  FROM_NO_LOWER
+  0.037   0.0547   0.0031    0.947   0.47    1.61  REFINANCE_NOW
+  0.095   0.1362   0.0146    0.903   0.47    0.03  CREDIT_CARD
+  0.033   0.0490   0.0015    0.970   0.47    1.65  SUBJ_YOUR_FAMILY
+  0.494   0.7136   0.0654    0.916   0.47    1.67  BLANK_LINES_70_80
+  0.034   0.0501   0.0023    0.956   0.46    0.35  NASTY_GIRLS
+  0.031   0.0464   0.0012    0.976   0.46    1.32  REFINANCE_YOUR_HOME
+  0.040   0.0026   0.1119    0.022   0.46    0.00  BAYES_25
+  0.029   0.0442   0.0008    0.983   0.46    1.68  PORN_15
+  0.026   0.0401   0.0000    1.000   0.46    1.56  RCVD_AM_PM
+  0.025   0.0371   0.0000    1.000   0.46    1.68  HELO_DYNAMIC_VELOX
+  0.899   1.2992   0.1192    0.916   0.46    0.89  MAILTO_TO_REMOVE
+  0.024   0.0365   0.0000    1.000   0.46    1.68  BANG_QUOTE
+  0.035   0.0509   0.0042    0.923   0.45    1.36  FROM_NO_USER
+  0.135   0.1917   0.0250    0.885   0.45    0.29  URG_BIZ
+  0.043   0.0608   0.0077    0.888   0.45    0.22  ACT_NOW_CAPS
+  0.100   0.1415   0.0181    0.887   0.45    0.19  ADDR_FREE
+  1.727   2.5185   0.1842    0.932   0.45    1.57  HTML_IMAGE_ONLY_20
+  0.028   0.0418   0.0019    0.956   0.45    1.36  FIN_FREE
+  0.023   0.0343   0.0000    1.000   0.45    1.60  WITH_LC_SMTP
+  0.023   0.0349   0.0004    0.989   0.45    1.60  COMPETE
+  0.022   0.0338   0.0000    1.000   0.45    1.41  HTML_OBFUSCATE_90_100
+  0.025   0.0369   0.0012    0.970   0.45    1.56  NUMERIC_HTTP_ADDR
+  1.741   2.5381   0.1880    0.931   0.45    1.04  HTML_IMAGE_RATIO_04
+  0.031   0.0454   0.0031    0.937   0.45    1.60  MEET_SINGLES
+  0.028   0.0418   0.0023    0.948   0.45    0.35  CUM_SHOT
+  0.021   0.0324   0.0000    1.000   0.45    1.60  MSGID_FROM_MTA_HOTMAIL
+  0.021   0.0314   0.0000    1.000   0.44    1.58  MSGID_SPAM_ZEROES
+  0.062   0.0874   0.0127    0.873   0.44    0.00  HTML_TAG_EXIST_PARAM
+  0.045   0.0636   0.0096    0.869   0.44    0.00  URI_LONG_HOSTNAME
+  0.121   0.1711   0.0246    0.874   0.44    0.00  REPLY_TO_ULINE_NUMS
+  0.021   0.0312   0.0000    1.000   0.44    1.60  HTML_OBFUSCATE_80_90
+  0.021   0.0316   0.0008    0.976   0.44    1.51  JS_FROMCHARCODE
+  0.042   0.0584   0.0092    0.864   0.44    0.65  SUBJ_FOR_ONLY
+  0.020   0.0300   0.0004    0.987   0.44    1.50  BARGAIN_URL
+  0.019   0.0282   0.0000    1.000   0.44    1.59  FORGED_TELESP_RCVD
+  0.024   0.0349   0.0027    0.928   0.44    1.56  SEDUCTION
+  0.025   0.0361   0.0031    0.922   0.43    1.49  SELECTED_YOU
+  0.028   0.0407   0.0042    0.906   0.43    0.21  FREE_QUOTE_INSTANT
+  1.216   1.7592   0.1592    0.917   0.43    1.09  HTML_IMAGE_ONLY_24
+  0.019   0.0280   0.0000    1.000   0.43    1.29  FAKED_UNDISC_RECIPS
+  0.021   0.0312   0.0012    0.964   0.43    1.44  EXCUSE_24
+  0.045   0.0630   0.0108    0.854   0.43    0.00  THE_BEST_RATE
+  0.116   0.1623   0.0250    0.867   0.43    0.19  ITS_LEGAL
+  0.022   0.0324   0.0019    0.944   0.43    1.49  BLANK_LINES_90_100
+  0.023   0.0330   0.0023    0.935   0.43    1.26  UNCLAIMED_MONEY
+  0.019   0.0284   0.0008    0.974   0.43    1.51  BE_BOSS
+  0.017   0.0259   0.0000    1.000   0.43    0.50  MSGID_SPAM_99X9XX99
+  0.081   0.1135   0.0181    0.863   0.43    0.09  MSGID_NO_HOST
+  0.035   0.0488   0.0069    0.876   0.43    1.51  DOMAIN_4U2
+  0.069   0.0965   0.0162    0.857   0.43    0.00  HTML_WIN_OPEN
+  0.185   0.2604   0.0373    0.875   0.43    0.54  SEE_FOR_YOURSELF
+  0.018   0.0272   0.0008    0.973   0.43    1.50  BUY_DIRECT
+  0.387   0.5511   0.0661    0.893   0.43    0.96  INVALID_MSGID
+  4.763   7.0262   0.3538    0.952   0.43    0.00  EXCUSE_3
+  0.772   1.0985   0.1350    0.891   0.43    0.77  HOT_NASTY
+  0.030   0.0430   0.0058    0.882   0.43    0.04  JOIN_MILLIONS
+  0.086   0.1202   0.0204    0.855   0.43    0.04  EXCUSE_REMOVE
+  0.987   1.4161   0.1507    0.904   0.43    0.03  HTML_TAG_BALANCE_HTML
+  0.016   0.0235   0.0000    1.000   0.43    1.52  SENT_IN_COMPLIANCE
+  0.018   0.0266   0.0012    0.959   0.43    0.45  HTML_SHOUTING7
+  0.034   0.0478   0.0077    0.861   0.42    1.39  GET_PAID
+  0.017   0.0251   0.0008    0.970   0.42    1.49  FROM_NONSENDING_DOMAIN
+  0.079   0.1098   0.0188    0.853   0.42    0.05  BLANK_LINES_80_90
+  0.015   0.0225   0.0000    1.000   0.42    1.52  PREST_NON_ACCREDITED
+  2.982   4.3513   0.3149    0.933   0.42    1.05  HTML_10_20
+  0.031   0.0430   0.0065    0.868   0.42    1.24  NIGERIAN_SUBJECT2
+  0.034   0.0468   0.0077    0.859   0.42    0.00  HTML_SHOUTING9
+  0.025   0.0353   0.0050    0.876   0.42    0.86  WHILE_YOU_SLEEP
+  1.001   1.4341   0.1569    0.901   0.42    0.04  HTML_NONELEMENT_10_20
+  0.014   0.0213   0.0000    1.000   0.42    1.52  HARDCORE_PORN
+  0.025   0.0347   0.0050    0.874   0.42    1.15  EXCUSE_4
+  0.037   0.0515   0.0096    0.843   0.42    0.79  FREE_PORN
+  0.014   0.0211   0.0000    1.000   0.42    1.37  RCVD_BONUS_SPC_DATE
+  0.246   0.3470   0.0496    0.875   0.42    0.06  SUB_FREE_OFFER
   0.014   0.0209   0.0000    1.000   0.42    1.52  RESISTANCE_IS_FUTILE
-  0.071   0.0984   0.0173    0.850   0.42    0.00  HTML_WIN_OPEN
-  0.025   0.0350   0.0046    0.883   0.42    1.33  EXCUSE_4
-  2.859   4.1579   0.3300    0.926   0.42    1.52  PRIORITY_NO_NAME
-  0.013   0.0201   0.0000    1.000   0.42    1.49  FAKE_HELO_EUDORAMAIL
-  0.245   0.3464   0.0481    0.878   0.42    0.12  SUB_FREE_OFFER
-  0.033   0.0462   0.0077    0.857   0.41    1.47  GET_PAID
-  0.023   0.0328   0.0042    0.886   0.41    0.15  LIVE_PORN
-  0.025   0.0356   0.0054    0.868   0.41    0.70  WHILE_YOU_SLEEP
-  0.013   0.0194   0.0000    1.000   0.41    1.52  MICRO_CAP_WARNING
-  0.688   0.9719   0.1346    0.878   0.41    0.52  SUBJ_HAS_UNIQ_ID
-  0.036   0.0500   0.0096    0.839   0.41    0.71  FREE_PORN
-  0.013   0.0196   0.0004    0.981   0.41    1.40  MAIL_IN_ORDER_FORM
-  0.012   0.0186   0.0000    1.000   0.41    1.18  YAHOO_RD_REDIR
-  5.064   7.4590   0.4001    0.949   0.41    0.02  HTML_TEXT_AFTER_HTML
- 13.236  19.7675   0.5147    0.975   0.41    0.04  FORGED_RCVD_NET_HELO
-  0.035   0.0478   0.0092    0.838   0.41    0.00  HTML_SHOUTING9
-  6.475   9.5648   0.4578    0.954   0.41    1.04  HTML_20_30
-  0.016   0.0231   0.0023    0.909   0.41    0.03  HIDDEN_CHARGES
-  0.012   0.0178   0.0000    1.000   0.41    1.11  YOU_CAN_SEARCH
-  2.007   2.8848   0.2970    0.907   0.41    0.03  MIME_BASE64_NO_NAME
-  0.419   0.5876   0.0896    0.868   0.41    0.03  NO_RDNS_DOTCOM_HELO
-  0.018   0.0253   0.0035    0.880   0.41    0.00  ONE_TIME
-  1.846   2.6566   0.2662    0.909   0.41    0.16  REMOVE_PAGE
-  0.012   0.0176   0.0000    1.000   0.41    1.20  DRUG_ED_COMBO
-  0.023   0.0318   0.0050    0.864   0.41    0.07  FREE_SAMPLE
-  0.013   0.0186   0.0008    0.960   0.41    1.34  AMATEUR_PORN
-  0.011   0.0170   0.0000    1.000   0.40    1.27  HELO_DYNAMIC_NTL
-  0.038   0.0515   0.0112    0.822   0.40    0.24  EXTRA_CASH
-  0.016   0.0223   0.0027    0.892   0.40    0.38  TO_NO_USER
-  1.712   2.4605   0.2550    0.906   0.40    0.17  HTML_IMAGE_RATIO_06
-  0.016   0.0221   0.0027    0.891   0.40    1.43  BEEN_TURNED_DOWN
-  0.011   0.0166   0.0000    1.000   0.40    1.44  NO_MEDICAL
-  0.054   0.0737   0.0169    0.813   0.40    0.00  LOW_INTEREST
-  0.203   0.2824   0.0473    0.857   0.40    1.23  DEAR_SOMETHING
-  0.010   0.0158   0.0000    1.000   0.40    0.28  RATWARE_HASH_DASH
-  0.010   0.0154   0.0000    1.000   0.40    1.27  HELO_DYNAMIC_CHELLO_NO
-  0.012   0.0180   0.0015    0.921   0.40    0.45  BANKRUPTCY
-  0.079   0.1076   0.0235    0.821   0.40    0.90  RECEIVE_OFFER
-  0.035   0.0472   0.0108    0.814   0.40    0.00  LOW_PAYMENT
-  0.034   0.0456   0.0104    0.815   0.40    1.19  SUBJ_AS_SEEN
-  0.010   0.0146   0.0000    1.000   0.39    1.44  HTTP_CTRL_CHARS_HOST
-  0.018   0.0251   0.0050    0.834   0.39    1.41  FAKE_HELO_LYCOS
-  0.044   0.0587   0.0154    0.792   0.39    0.00  BAYES_75
-  0.013   0.0190   0.0027    0.876   0.39    0.82  BILL_1618
-  0.010   0.0144   0.0000    1.000   0.39    0.00  FAKE_HELO_EMAIL_COM
-  0.012   0.0176   0.0019    0.901   0.39    1.31  FORGED_MUA_THEBAT_CS
-  0.009   0.0138   0.0000    1.000   0.39    0.00  NIGERIAN_BODY_GOVT_3
-  0.295   0.4098   0.0700    0.854   0.39    0.00  REMOVE_FROM_LIST
-  0.614   0.8566   0.1427    0.857   0.39    0.02  ORDER_NOW
-  0.329   0.4564   0.0804    0.850   0.39    0.05  HTTP_EXCESSIVE_ESCAPES
-  1.762   2.5154   0.2935    0.896   0.39    0.37  HTML_WEB_BUGS
-  0.033   0.0444   0.0108    0.805   0.39    0.26  INVALID_DATE_TZ_ABSURD
-  0.022   0.0298   0.0069    0.812   0.39    1.23  HEADER_COUNT_CTYPE
-  0.009   0.0132   0.0000    1.000   0.39    0.00  RATWARE_JPFREE
- 15.966  23.7792   0.7501    0.969   0.39    1.01  RCVD_NUMERIC_HELO
-  0.010   0.0148   0.0012    0.928   0.39    0.45  PORN_16
-  1.031   1.4538   0.2081    0.875   0.39    0.07  X_PRIORITY_HIGH
-  0.008   0.0124   0.0000    1.000   0.39    0.00  HELO_DYNAMIC_TELIA
-  0.463   0.6429   0.1119    0.852   0.39    0.00  HTML_FONT_FACE_BAD
-  0.659   0.9208   0.1477    0.862   0.39    0.00  MIME_QP_EXCESSIVE
-  0.009   0.0134   0.0008    0.946   0.39    0.00  PAY_SITE
-  0.074   0.0995   0.0238    0.807   0.39    0.00  ENTITY_DEC_SPACE
-  0.075   0.1005   0.0242    0.806   0.38    0.00  RICH
-  0.007   0.0113   0.0000    1.000   0.38    0.00  NONEXISTENT_CHARSET
-  1.354   1.9166   0.2589    0.881   0.38    0.00  SAVE_MONEY
-  0.040   0.0525   0.0154    0.773   0.38    0.00  LINK_TO_NO_SCHEME
-  0.019   0.0253   0.0069    0.785   0.38    1.22  CELL_PHONE_IMPROVE
-  0.007   0.0111   0.0000    1.000   0.38    0.00  CABLE_CONVERTER
-  0.055   0.0733   0.0208    0.779   0.38    0.87  BEST_PORN
-  0.017   0.0231   0.0062    0.790   0.38    0.00  SUBJ_2_CREDIT
-  0.008   0.0122   0.0008    0.941   0.38    0.00  NO_CATCH
-  1.166   1.6448   0.2343    0.875   0.38    0.01  HTML_IMAGE_RATIO_08
-  0.098   0.1321   0.0312    0.809   0.38    0.00  MIME_BASE64_LATIN
-  0.007   0.0099   0.0000    1.000   0.38    0.00  JAPANESE_UCE_SUBJECT
-  0.008   0.0119   0.0008    0.939   0.38    0.00  LONG_DISTANCE
-  7.447  10.9738   0.5778    0.950   0.38    0.01  HTML_90_100
-  0.012   0.0164   0.0035    0.826   0.38    0.77  PORN_CELEBRITY
-  0.306   0.4191   0.0866    0.829   0.38    0.00  ENTITY_DEC_OTHER
-  5.832   8.5575   0.5228    0.942   0.38    0.14  MISSING_MIMEOLE
-  0.720   1.0057   0.1650    0.859   0.38    0.10  CLICK_BELOW_CAPS
-  0.006   0.0095   0.0000    1.000   0.38    0.00  INVALUABLE_MARKETING
-  0.006   0.0095   0.0000    1.000   0.38    0.00  JODY
-  0.006   0.0095   0.0000    1.000   0.38    0.00  FORGED_AOL_RCVD
-  0.008   0.0119   0.0012    0.911   0.38    0.00  EARNINGS
-  0.009   0.0132   0.0019    0.873   0.38    1.15  FAKE_HELO_YAHOO_CA
-  0.006   0.0093   0.0000    1.000   0.38    0.00  FORGED_GW05_RCVD
-  0.006   0.0093   0.0000    1.000   0.38    0.00  COPY_ACCURATELY
-  0.007   0.0097   0.0004    0.962   0.38    0.00  OUR_AFFILIATE_PARTNERS
-  0.006   0.0091   0.0000    1.000   0.37    0.00  ORDER_REPORT
-  0.030   0.0387   0.0123    0.759   0.37    0.00  ALL_CAPS_GUAR
-  0.010   0.0138   0.0027    0.837   0.37    0.08  MULTI_REMOVAL_1WORD
-  0.006   0.0089   0.0000    1.000   0.37    0.00  TO_RECIP_MARKER
-  2.099   2.9918   0.3600    0.893   0.37    0.07  MSGID_FROM_MTA_HEADER
-  0.006   0.0085   0.0000    1.000   0.37    0.00  FORGED_MX_HOTMAIL
-  0.013   0.0178   0.0050    0.780   0.37    0.76  FREE_MEMBERSHIP
-  0.006   0.0085   0.0000    1.000   0.37    0.00  FORGED_MUA_APPLEMAIL
-  0.007   0.0097   0.0008    0.926   0.37    0.00  NONSECURED_CREDIT
-  0.340   0.4681   0.0900    0.839   0.37    0.00  EXTRA_MPART_TYPE
-  1.784   2.5217   0.3470    0.879   0.37    0.00  HTML_TITLE_EMPTY
-  0.005   0.0083   0.0000    1.000   0.37    0.00  USERNAME_IN_SUBJECT
-  4.917   7.1997   0.4712    0.939   0.37    0.14  HTML_TEXT_AFTER_BODY
-  0.006   0.0089   0.0004    0.959   0.37    0.00  FREE_GRANT
-  0.005   0.0079   0.0000    1.000   0.37    0.00  PORN_URL_PANT
-  0.005   0.0079   0.0000    1.000   0.37    0.00  HELO_DYNAMIC_VIRTUA
-  0.005   0.0077   0.0000    1.000   0.37    0.00  MDAEMON_2_7_4
-  0.114   0.1517   0.0404    0.790   0.37    1.31  FROM_STARTS_WITH_NUMS
- 14.439  21.3742   0.9317    0.958   0.37    0.04  RCVD_BY_IP
-  0.012   0.0160   0.0046    0.776   0.37    0.00  BARELY_LEGAL
-  0.004   0.0067   0.0000    1.000   0.37    0.00  FORGED_JUNO_FROM
-  0.012   0.0162   0.0050    0.764   0.37    1.35  EARN_PER_WEEK
-  0.006   0.0089   0.0012    0.885   0.37    0.00  SERIOUS_ONLY
-  0.301   0.4092   0.0889    0.822   0.37    0.00  SAVE_UP_TO
-  0.004   0.0063   0.0000    1.000   0.36    0.00  NO_GIMMICK
-  0.014   0.0182   0.0065    0.735   0.36    0.61  ACCEPT_CREDIT_CARDS
-  0.007   0.0101   0.0023    0.814   0.36    0.00  BILL_SECTION
-  0.005   0.0067   0.0004    0.946   0.36    0.00  CANNOT_BE_SPAM
-  0.006   0.0083   0.0012    0.878   0.36    0.00  NIGERIAN_SUBJECT1
-  0.068   0.0895   0.0265    0.771   0.36    0.04  DO_IT_TODAY
-  0.004   0.0061   0.0000    1.000   0.36    0.00  MSGID_3_DOLLARS
-  0.004   0.0061   0.0000    1.000   0.36    0.00  RATWARE_VC_IPA
- 41.958  62.6164   1.7222    0.973   0.36    0.88  MIME_HTML_ONLY
-  0.009   0.0122   0.0035    0.780   0.36    0.00  APPLY_ONLINE
+  2.872   4.1778   0.3269    0.927   0.42    1.46  PRIORITY_NO_NAME
+  0.013   0.0199   0.0000    1.000   0.42    1.52  REMOVE_POSTAL
+  0.024   0.0332   0.0050    0.869   0.42    0.00  URI_IS_POUND
+  0.013   0.0197   0.0000    1.000   0.42    1.52  FAKE_HELO_EUDORAMAIL
+ 12.768  19.0775   0.4768    0.976   0.41    1.44  MSGID_FROM_MTA_ID
+  1.224   1.7550   0.1888    0.903   0.41    0.10  NORMAL_HTTP_TO_IP
+  0.022   0.0310   0.0042    0.880   0.41    0.04  LIVE_PORN
+  1.153   1.6506   0.1850    0.899   0.41    0.19  MIME_BOUND_NEXTPART
+  0.016   0.0235   0.0019    0.924   0.41    0.05  HIDDEN_CHARGES
+  0.013   0.0195   0.0004    0.981   0.41    1.44  MAIL_IN_ORDER_FORM
+  0.012   0.0186   0.0000    1.000   0.41    1.24  YAHOO_RD_REDIR
+  0.012   0.0186   0.0000    1.000   0.41    1.44  MICRO_CAP_WARNING
+  0.012   0.0186   0.0000    1.000   0.41    1.00  DRUG_ED_COMBO
+  0.036   0.0488   0.0100    0.830   0.41    0.00  LOW_PAYMENT
+  0.017   0.0247   0.0027    0.902   0.41    0.04  ONE_TIME
+  0.012   0.0176   0.0000    1.000   0.41    1.37  YOU_CAN_SEARCH
+  0.035   0.0472   0.0100    0.825   0.41    0.99  SUBJ_AS_SEEN
+  5.064   7.4573   0.4007    0.949   0.41    0.31  HTML_TEXT_AFTER_HTML
+  0.022   0.0308   0.0050    0.860   0.41    0.09  FREE_SAMPLE
+  0.011   0.0170   0.0000    1.000   0.41    1.34  HELO_DYNAMIC_NTL
+  6.454   9.5396   0.4418    0.956   0.41    1.24  HTML_20_30
+  0.013   0.0186   0.0008    0.960   0.41    1.40  AMATEUR_PORN
+  0.079   0.1082   0.0219    0.832   0.41    1.12  RECEIVE_OFFER
+  0.011   0.0166   0.0000    1.000   0.41    1.44  NO_MEDICAL
+ 13.239  19.7684   0.5184    0.974   0.41    0.01  FORGED_RCVD_NET_HELO
+  1.847   2.6613   0.2615    0.911   0.41    0.08  REMOVE_PAGE
+  0.054   0.0732   0.0173    0.809   0.41    0.00  LOW_INTEREST
+  0.017   0.0235   0.0031    0.884   0.41    1.34  BEEN_TURNED_DOWN
+  0.039   0.0523   0.0119    0.814   0.41    0.12  EXTRA_CASH
+  0.011   0.0162   0.0000    1.000   0.41    1.13  RATWARE_HASH_DASH
+  0.686   0.9682   0.1354    0.877   0.41    0.90  SUBJ_HAS_UNIQ_ID
+  0.011   0.0160   0.0000    1.000   0.40    1.39  HELO_DYNAMIC_CHELLO_NO
+  0.010   0.0156   0.0000    1.000   0.40    1.44  HTTP_CTRL_CHARS_HOST
+  2.017   2.8979   0.3011    0.906   0.40    0.02  MIME_BASE64_NO_NAME
+  0.015   0.0217   0.0031    0.876   0.40    0.33  TO_NO_USER
+  0.045   0.0598   0.0158    0.791   0.40    0.00  BAYES_75
+  0.012   0.0180   0.0015    0.921   0.40    1.34  FORGED_MUA_THEBAT_CS
+  0.010   0.0144   0.0000    1.000   0.40    1.26  NIGERIAN_BODY_GOVT_3
+  0.013   0.0184   0.0019    0.905   0.40    0.25  BANKRUPTCY
+  0.009   0.0140   0.0000    1.000   0.40    0.00  FAKE_HELO_EMAIL_COM
+  0.075   0.1015   0.0231    0.815   0.40    0.00  RICH
+  0.013   0.0189   0.0027    0.876   0.40    0.99  BILL_1618
+  0.419   0.5878   0.0911    0.866   0.40    0.03  NO_RDNS_DOTCOM_HELO
+  1.711   2.4560   0.2603    0.904   0.39    0.07  HTML_IMAGE_RATIO_06
+  0.021   0.0286   0.0069    0.805   0.39    1.20  HEADER_COUNT_CTYPE
+  0.010   0.0140   0.0008    0.948   0.39    0.91  PORN_16
+  0.040   0.0533   0.0142    0.789   0.39    0.00  LINK_TO_NO_SCHEME
+  0.009   0.0130   0.0000    1.000   0.39    0.00  RATWARE_JPFREE
+  0.008   0.0126   0.0000    1.000   0.39    0.00  NONEXISTENT_CHARSET
+  0.009   0.0132   0.0004    0.972   0.39    0.00  PAY_SITE
+  0.032   0.0432   0.0115    0.789   0.39    0.01  INVALID_DATE_TZ_ABSURD
+  0.206   0.2846   0.0515    0.847   0.39    1.06  DEAR_SOMETHING
+  0.008   0.0122   0.0000    1.000   0.39    0.00  HELO_DYNAMIC_TELIA
+  0.018   0.0239   0.0058    0.805   0.39    1.41  FAKE_HELO_LYCOS
+  1.768   2.5247   0.2953    0.895   0.39    0.17  HTML_WEB_BUGS
+  0.054   0.0717   0.0208    0.775   0.39    0.57  BEST_PORN
+ 15.963  23.7695   0.7556    0.969   0.39    0.64  RCVD_NUMERIC_HELO
+  0.007   0.0109   0.0000    1.000   0.39    0.00  CABLE_CONVERTER
+  0.017   0.0223   0.0058    0.795   0.39    0.00  SUBJ_2_CREDIT
+  0.333   0.4635   0.0781    0.856   0.39    0.00  HTTP_EXCESSIVE_ESCAPES
+  0.010   0.0136   0.0019    0.876   0.38    1.00  MULTI_REMOVAL_1WORD
+  0.010   0.0136   0.0019    0.876   0.38    1.17  FAKE_HELO_YAHOO_CA
+  0.075   0.1005   0.0250    0.801   0.38    0.00  ENTITY_DEC_SPACE
+  0.008   0.0118   0.0008    0.939   0.38    0.00  NO_CATCH
+  1.029   1.4495   0.2096    0.874   0.38    0.12  X_PRIORITY_HIGH
+  0.097   0.1313   0.0292    0.818   0.38    0.00  MIME_BASE64_LATIN
+  0.006   0.0095   0.0000    1.000   0.38    0.00  JAPANESE_UCE_SUBJECT
+  0.006   0.0095   0.0000    1.000   0.38    0.00  FORGED_GW05_RCVD
+  7.446  10.9778   0.5661    0.951   0.38    0.35  HTML_90_100
+  0.013   0.0180   0.0046    0.796   0.38    0.49  FREE_MEMBERSHIP
+  0.007   0.0101   0.0004    0.963   0.38    0.00  NONSECURED_CREDIT
+  0.012   0.0160   0.0038    0.806   0.38    0.68  PORN_CELEBRITY
+  0.458   0.6362   0.1111    0.851   0.38    0.00  HTML_FONT_FACE_BAD
+  0.658   0.9187   0.1504    0.859   0.38    0.00  MIME_QP_EXCESSIVE
+  0.008   0.0120   0.0015    0.887   0.38    0.00  EARNINGS
+  0.006   0.0091   0.0000    1.000   0.38    0.00  JODY
+  0.006   0.0095   0.0004    0.961   0.38    0.00  FREE_GRANT
+  0.006   0.0089   0.0000    1.000   0.38    0.00  INVALUABLE_MARKETING
+  0.006   0.0089   0.0000    1.000   0.38    0.00  MDAEMON_2_7_4
+  0.006   0.0089   0.0000    1.000   0.38    0.00  FORGED_MUA_APPLEMAIL
+  0.006   0.0093   0.0004    0.960   0.38    0.00  OUR_AFFILIATE_PARTNERS
+  1.786   2.5284   0.3403    0.881   0.38    0.02  HTML_TITLE_EMPTY
+  0.020   0.0257   0.0085    0.752   0.38    0.77  CELL_PHONE_IMPROVE
+  0.616   0.8553   0.1496    0.851   0.38    0.06  ORDER_NOW
+  0.006   0.0087   0.0000    1.000   0.38    0.00  FORGED_AOL_RCVD
+  0.006   0.0087   0.0000    1.000   0.38    0.00  USERNAME_IN_SUBJECT
+  0.006   0.0087   0.0000    1.000   0.38    0.00  COPY_ACCURATELY
+  0.012   0.0162   0.0046    0.778   0.38    0.00  BARELY_LEGAL
+  0.012   0.0162   0.0046    0.778   0.38    1.36  EARN_PER_WEEK
+  0.295   0.4094   0.0719    0.851   0.38    0.00  REMOVE_FROM_LIST
+  0.006   0.0085   0.0000    1.000   0.38    0.00  ORDER_REPORT
+  0.006   0.0085   0.0000    1.000   0.38    0.00  TO_RECIP_MARKER
+  0.031   0.0401   0.0135    0.749   0.38    0.00  ALL_CAPS_GUAR
+  5.831   8.5548   0.5245    0.942   0.37    0.07  MISSING_MIMEOLE
+  0.005   0.0081   0.0000    1.000   0.37    0.00  FORGED_MX_HOTMAIL
+  0.014   0.0186   0.0062    0.751   0.37    0.36  ACCEPT_CREDIT_CARDS
+  0.723   1.0067   0.1707    0.855   0.37    0.14  CLICK_BELOW_CAPS
+  0.306   0.4197   0.0838    0.833   0.37    0.00  ENTITY_DEC_OTHER
+  0.005   0.0079   0.0000    1.000   0.37    0.00  FORGED_JUNO_FROM
+  4.923   7.2088   0.4688    0.939   0.37    0.26  HTML_TEXT_AFTER_BODY
+  0.005   0.0077   0.0000    1.000   0.37    0.00  HELO_DYNAMIC_VIRTUA
+  1.353   1.9112   0.2661    0.878   0.37    0.00  SAVE_MONEY
+  0.008   0.0105   0.0023    0.819   0.37    0.00  LONG_DISTANCE
+  0.005   0.0071   0.0000    1.000   0.37    0.00  PORN_URL_PANT
+  1.172   1.6498   0.2400    0.873   0.37    0.00  HTML_IMAGE_RATIO_08
+  0.114   0.1520   0.0392    0.795   0.37    1.22  FROM_STARTS_WITH_NUMS
+ 14.448  21.3846   0.9341    0.958   0.37    0.00  RCVD_BY_IP
+  0.004   0.0065   0.0000    1.000   0.37    0.00  NO_GIMMICK
+  0.006   0.0083   0.0012    0.878   0.37    0.00  NIGERIAN_SUBJECT1
+  0.007   0.0099   0.0023    0.811   0.37    0.00  BILL_SECTION
+  0.009   0.0120   0.0035    0.777   0.37    0.00  APPLY_ONLINE
+  2.088   2.9739   0.3634    0.891   0.37    0.04  MSGID_FROM_MTA_HEADER
+  0.010   0.0124   0.0038    0.764   0.37    0.00  TARGETED
+  0.010   0.0130   0.0042    0.755   0.37    0.43  INITIAL_INVEST
+  0.006   0.0081   0.0012    0.875   0.37    0.00  SERIOUS_ONLY
+  0.414   0.5675   0.1157    0.831   0.36    0.33  US_DOLLARS_3
+  0.004   0.0065   0.0004    0.944   0.36    0.00  CANNOT_BE_SPAM
   0.005   0.0071   0.0008    0.902   0.36    0.00  LESBIAN
- 18.488  27.4179   1.0967    0.962   0.36    0.00  MIME_HTML_NO_CHARSET
-  0.004   0.0061   0.0004    0.941   0.36    0.00  GET_STARTED_NOW
-  0.411   0.5601   0.1216    0.822   0.36    0.53  US_DOLLARS_3
-  0.199   0.2692   0.0631    0.810   0.36    0.00  HTML_EVENT_UNSAFE
- 12.378  18.2376   0.9655    0.950   0.36    0.00  HTML_FONT_BIG
-  0.272   0.3662   0.0873    0.807   0.36    0.79  DATE_IN_PAST_96_XX
+  0.004   0.0053   0.0000    1.000   0.36    0.00  BTAMAIL_URL
+ 41.977  62.6338   1.7358    0.973   0.36    1.20  MIME_HTML_ONLY
+  0.004   0.0063   0.0004    0.943   0.36    0.00  GET_STARTED_NOW
+  0.004   0.0063   0.0004    0.943   0.36    0.00  MEGA_SITE
+  0.003   0.0051   0.0000    1.000   0.36    0.00  MSGID_3_DOLLARS
   0.003   0.0051   0.0000    1.000   0.36    0.00  TO_TXT
-  0.004   0.0055   0.0004    0.935   0.36    0.00  MEGA_SITE
-  0.003   0.0049   0.0000    1.000   0.36    0.00  NIGERIAN_SCAM_VIRTUE
-  1.713   2.4131   0.3504    0.873   0.36    0.00  INVALID_DATE
-  0.003   0.0047   0.0000    1.000   0.36    0.00  FAKE_HELO_MAILCITY
-  0.011   0.0136   0.0050    0.732   0.36    0.52  INITIAL_INVEST
-  0.012   0.0152   0.0058    0.725   0.36    0.00  NO_DISAPPOINTMENT
-  0.005   0.0071   0.0015    0.822   0.36    0.00  FREE_PASSWORD
-  0.026   0.0322   0.0127    0.717   0.36    0.00  HTML_SHOUTING6
-  0.003   0.0045   0.0000    1.000   0.36    0.00  NIGERIAN_SUBJECT6
-  0.003   0.0045   0.0000    1.000   0.36    0.00  BTAMAIL_URL
-  0.245   0.3269   0.0858    0.792   0.36    0.03  RISK_FREE
-  0.272   0.3664   0.0889    0.805   0.36    0.00  MISSING_DATE
-  0.003   0.0049   0.0004    0.928   0.36    0.00  X_PRI_MISMATCH_HI
-  0.015   0.0184   0.0081    0.695   0.35    1.22  CELL_PHONE_FREE
-  0.004   0.0057   0.0012    0.832   0.35    0.00  LYING_EYES
-  0.003   0.0041   0.0000    1.000   0.35    0.00  X_PMFLAGS_PRESENT
-  0.010   0.0120   0.0046    0.723   0.35    0.00  TARGETED
-  0.003   0.0045   0.0004    0.922   0.35    0.00  YAHOO_SRD_REDIR
-  0.005   0.0067   0.0019    0.777   0.35    0.00  SEX_FEST
-  0.224   0.2996   0.0754    0.799   0.35    0.18  SUBJ_FREE_CAP
-  0.002   0.0034   0.0000    1.000   0.35    0.00  INTL_DRIVERS_LICENSE
-  0.002   0.0034   0.0000    1.000   0.35    0.00  RECEIVED_IDENT_SQUID
-  1.904   2.6809   0.3904    0.873   0.35    0.00  HTML_NONELEMENT_00_10
-  0.525   0.7152   0.1546    0.822   0.35    0.44  LOTS_OF_STUFF
-  0.008   0.0097   0.0038    0.716   0.35    0.00  HTML_ALL_CAPS
-  0.002   0.0032   0.0000    1.000   0.35    0.00  SAFEGUARD_NOTICE
-  0.002   0.0032   0.0000    1.000   0.35    0.00  OUR_STRICT_ANTI
-  0.003   0.0038   0.0004    0.907   0.35    0.00  NOT_ML_MARKETING
-  0.106   0.1386   0.0412    0.771   0.35    0.15  DEAR_FRIEND
-  0.002   0.0030   0.0000    1.000   0.35    0.00  MSGID_THREESIXSIX
-  0.002   0.0028   0.0000    1.000   0.35    0.00  BZ_TLD
-  0.002   0.0028   0.0000    1.000   0.35    0.00  USE_IDENTITY
+  0.003   0.0051   0.0000    1.000   0.36    0.00  NIGERIAN_SCAM_VIRTUE
+  0.003   0.0051   0.0000    1.000   0.36    0.00  RATWARE_VC_IPA
+  0.006   0.0079   0.0015    0.837   0.36    0.00  FREE_PASSWORD
+  0.346   0.4759   0.0927    0.837   0.36    0.00  EXTRA_MPART_TYPE
+  0.003   0.0047   0.0000    1.000   0.36    0.00  NIGERIAN_SUBJECT6
+  0.003   0.0047   0.0000    1.000   0.36    0.00  X_PMFLAGS_PRESENT
+ 18.514  27.4503   1.1048    0.961   0.36    0.00  MIME_HTML_NO_CHARSET
+  0.008   0.0103   0.0035    0.748   0.36    0.00  HTML_ALL_CAPS
+  0.012   0.0154   0.0065    0.702   0.36    0.00  NO_DISAPPOINTMENT
+  0.019   0.0233   0.0100    0.700   0.36    0.09  MILLION_EMAIL
+  0.005   0.0075   0.0015    0.830   0.36    0.00  SEX_FEST
+  1.717   2.4200   0.3472    0.875   0.36    0.01  INVALID_DATE
+  0.301   0.4096   0.0888    0.822   0.36    0.00  SAVE_UP_TO
+ 12.367  18.2269   0.9506    0.950   0.36    0.00  HTML_FONT_BIG
+  0.003   0.0047   0.0004    0.925   0.36    0.00  X_PRI_MISMATCH_HI
+  0.067   0.0874   0.0277    0.760   0.36    0.04  DO_IT_TODAY
+  0.003   0.0041   0.0000    1.000   0.36    0.00  FAKE_HELO_MAILCITY
+  0.002   0.0036   0.0000    1.000   0.36    0.00  MSGID_THREESIXSIX
+  0.002   0.0036   0.0000    1.000   0.36    0.00  SAFEGUARD_NOTICE
+  0.002   0.0036   0.0000    1.000   0.36    0.00  RECEIVED_IDENT_SQUID
+  0.004   0.0053   0.0012    0.822   0.36    0.00  LYING_EYES
+  0.280   0.3780   0.0877    0.812   0.36    0.00  MISSING_DATE
+  0.026   0.0328   0.0142    0.697   0.36    0.00  HTML_SHOUTING6
+  0.002   0.0034   0.0000    1.000   0.36    0.00  INTL_DRIVERS_LICENSE
+  0.272   0.3689   0.0842    0.814   0.36    0.51  DATE_IN_PAST_96_XX
+  0.003   0.0038   0.0004    0.907   0.36    0.00  YAHOO_SRD_REDIR
+  0.200   0.2696   0.0650    0.806   0.35    0.00  HTML_EVENT_UNSAFE
+  0.015   0.0184   0.0088    0.675   0.35    1.28  CELL_PHONE_FREE
+  0.016   0.0188   0.0092    0.670   0.35    1.27  REPLY_TO_EMPTY
+  0.002   0.0030   0.0000    1.000   0.35    0.00  BZ_TLD
+  0.010   0.0122   0.0058    0.680   0.35    0.00  FIND_ANYTHING
+  0.002   0.0034   0.0004    0.897   0.35    0.00  NOT_ML_MARKETING
+  0.003   0.0038   0.0008    0.830   0.35    0.00  INCOME
   0.002   0.0028   0.0000    1.000   0.35    0.00  STOP_SNORING
-  0.107   0.1400   0.0415    0.771   0.35    0.36  ADDR_NUMS_AT_BIGSITE
-  0.010   0.0120   0.0054    0.691   0.35    0.00  FIND_ANYTHING
-  0.018   0.0215   0.0104    0.675   0.35    0.45  MILLION_EMAIL
+  0.108   0.1425   0.0408    0.778   0.35    0.07  ADDR_NUMS_AT_BIGSITE
   0.002   0.0026   0.0000    1.000   0.35    0.00  LOTS_OF_CC_LINES
-  0.333   0.4485   0.1081    0.806   0.35    0.02  LIMITED_TIME_ONLY
-  0.711   0.9721   0.2031    0.827   0.35    0.03  HTML_IMAGE_RATIO_12
-  0.002   0.0034   0.0008    0.814   0.35    0.00  INCOME
-  0.011   0.0130   0.0062    0.679   0.35    1.27  START_NOW_CAPS
-  0.014   0.0168   0.0085    0.665   0.35    1.28  REPLY_TO_EMPTY
+  0.002   0.0026   0.0000    1.000   0.35    0.00  OUR_STRICT_ANTI
+  1.913   2.6950   0.3903    0.873   0.35    0.00  HTML_NONELEMENT_00_10
+  0.002   0.0024   0.0000    1.000   0.35    0.00  USE_IDENTITY
+  0.002   0.0024   0.0000    1.000   0.35    0.00  FAKE_HELO_CARAMAIL
   0.001   0.0022   0.0000    1.000   0.35    0.00  WALAA
-  0.001   0.0022   0.0000    1.000   0.35    0.00  FAKE_HELO_CARAMAIL
-  0.006   0.0075   0.0035    0.684   0.35    0.00  HTML_SHOUTING8
-  0.002   0.0024   0.0004    0.860   0.34    0.00  FORGED_YAHOO_RCVD_SMTP
-  0.003   0.0034   0.0012    0.744   0.34    0.00  THIS_IS_AN_AD
-  5.321   7.6713   0.7420    0.912   0.34    0.44  HTML_40_50
-  0.001   0.0018   0.0000    1.000   0.34    0.00  READ_TO_END
-  0.002   0.0022   0.0004    0.850   0.34    0.00  FREE_INVESTMENT
-  0.001   0.0016   0.0000    1.000   0.34    0.00  TO_INVESTORS
-  0.001   0.0016   0.0000    1.000   0.34    0.00  BTAMAIL_HEADER
-  0.001   0.0016   0.0000    1.000   0.34    0.00  RATWARE_SCREWUP_1
-  0.001   0.0016   0.0000    1.000   0.34    0.00  MORTGAGE_LINKS
-  0.001   0.0014   0.0000    1.000   0.34    0.00  HIDDEN_ASSETS
-  0.001   0.0014   0.0000    1.000   0.34    0.00  RATWARE_IMKTG
-  0.167   0.2210   0.0631    0.778   0.34    0.00  SAVINGS
-  0.001   0.0014   0.0000    1.000   0.34    0.00  BUY_JUDGEMENTS
-  0.001   0.0014   0.0000    1.000   0.34    0.00  NOT_INTENDED
-  0.001   0.0014   0.0000    1.000   0.34    0.00  X_ENC_PRESENT
-  0.001   0.0014   0.0000    1.000   0.34    0.00  RATWARE_EVAMAIL
- 52.642  75.7335   7.6668    0.908   0.34    0.01  HTML_MESSAGE
+  0.002   0.0026   0.0004    0.870   0.35    0.00  FORGED_MUA_MSN
+  0.002   0.0026   0.0004    0.870   0.35    0.00  FORGED_YAHOO_RCVD_SMTP
+  0.011   0.0134   0.0073    0.648   0.35    1.28  START_NOW_CAPS
+  0.005   0.0067   0.0031    0.686   0.35    0.00  HTML_SHOUTING8
+  0.001   0.0018   0.0000    1.000   0.35    0.00  READ_TO_END
+  0.002   0.0032   0.0012    0.732   0.35    0.00  THIS_IS_AN_AD
+  0.009   0.0109   0.0062    0.638   0.35    0.00  AOL_USERS_LINK
+  0.001   0.0020   0.0004    0.837   0.35    0.00  RATWARE_IMKTG
+  0.223   0.3010   0.0719    0.807   0.35    0.01  SUBJ_FREE_CAP
+  0.001   0.0014   0.0000    1.000   0.35    0.00  TO_INVESTORS
+  0.001   0.0014   0.0000    1.000   0.35    0.00  RATWARE_SCREWUP_1
+  0.001   0.0014   0.0000    1.000   0.35    0.00  HELO_DYNAMIC_TDS
+  0.001   0.0014   0.0000    1.000   0.35    0.00  BUY_JUDGEMENTS
+  0.001   0.0014   0.0000    1.000   0.35    0.00  NOT_INTENDED
+  0.001   0.0014   0.0000    1.000   0.35    0.00  FURTHER_TRANSMISSIONS
+  0.106   0.1386   0.0419    0.768   0.34    0.54  DEAR_FRIEND
+  0.002   0.0022   0.0008    0.738   0.34    0.00  FREE_INVESTMENT
   0.001   0.0012   0.0000    1.000   0.34    0.00  APPLY_FREE
   0.001   0.0012   0.0000    1.000   0.34    0.00  FRIEND_PUBLIC
-  0.001   0.0012   0.0000    1.000   0.34    0.00  FURTHER_TRANSMISSIONS
-  0.001   0.0012   0.0000    1.000   0.34    0.00  RECEIVED_CACHEFLOW
-  0.009   0.0101   0.0058    0.636   0.34    0.00  UP_TO_OR_MORES
-  0.682   0.9271   0.2035    0.820   0.34    0.16  MANY_EXCLAMATIONS
-  0.001   0.0016   0.0004    0.804   0.34    0.00  FORGED_MUA_MSN
+  0.001   0.0012   0.0000    1.000   0.34    0.00  HIDDEN_ASSETS
+  0.001   0.0012   0.0000    1.000   0.34    0.00  BTAMAIL_HEADER
+  0.001   0.0012   0.0000    1.000   0.34    0.00  MORTGAGE_LINKS
+  0.001   0.0012   0.0000    1.000   0.34    0.00  X_ENC_PRESENT
+  0.001   0.0012   0.0000    1.000   0.34    0.00  RATWARE_EVAMAIL
+  0.002   0.0026   0.0012    0.690   0.34    0.00  SUBJ_DOUBLE_YOUR
+  0.002   0.0026   0.0012    0.690   0.34    0.00  FREE_INSTALL
+  0.009   0.0101   0.0062    0.621   0.34    0.00  UP_TO_OR_MORES
+ 52.629  75.7200   7.6463    0.908   0.34    0.00  HTML_MESSAGE
+  0.004   0.0051   0.0031    0.625   0.34    0.00  NO_INVENTORY
+  0.001   0.0010   0.0000    1.000   0.34    0.00  CHANGE_TERMS
   0.001   0.0010   0.0000    1.000   0.34    0.00  CREDITORS_CALLING
-  0.001   0.0010   0.0000    1.000   0.34    0.00  HELO_DYNAMIC_TDS
-  0.001   0.0010   0.0000    1.000   0.34    0.00  WEALTH
+  0.001   0.0010   0.0000    1.000   0.34    0.00  RECEIVED_CACHEFLOW
   0.001   0.0008   0.0000    1.000   0.34    0.00  MORTGAGE_WAITING
-  0.001   0.0008   0.0000    1.000   0.34    0.00  MSGID_4NUMS_DOLLAR
   0.001   0.0008   0.0000    1.000   0.34    0.00  RATWARE_OE_PI
-  2.018   2.8395   0.4174    0.872   0.34    1.19  UNDISC_RECIPS
-  5.719   8.2158   0.8570    0.906   0.34    0.89  HTML_50_60
-  0.002   0.0022   0.0012    0.653   0.34    0.00  SUBJ_DOUBLE_YOUR
+  0.001   0.0008   0.0000    1.000   0.34    0.00  MSGID_SPAM_1
+  0.001   0.0008   0.0000    1.000   0.34    0.00  WEALTH
+  2.033   2.8640   0.4138    0.874   0.34    0.97  UNDISC_RECIPS
+  0.715   0.9769   0.2061    0.826   0.34    0.00  HTML_IMAGE_RATIO_12
+  5.325   7.6796   0.7387    0.912   0.34    0.53  HTML_40_50
   0.000   0.0006   0.0000    1.000   0.34    0.00  NO_SELLING
-  0.000   0.0006   0.0000    1.000   0.34    0.00  CHANGE_TERMS
+  0.000   0.0006   0.0000    1.000   0.34    0.00  MSGID_4NUMS_DOLLAR
+  0.000   0.0006   0.0000    1.000   0.34    0.00  DIG_UP_INFO
   0.000   0.0006   0.0000    1.000   0.34    0.00  FORGED_RCVD_FROM_NUM
-  0.009   0.0099   0.0062    0.616   0.34    0.00  AOL_USERS_LINK
-  0.000   0.0004   0.0000    1.000   0.34    0.00  MSGID_SPAM_1
+  0.046   0.0570   0.0254    0.692   0.34    0.05  ML_MARKETING
   0.000   0.0004   0.0000    1.000   0.34    0.00  FRIEND_AT_PUBLIC
+  0.000   0.0004   0.0000    1.000   0.34    0.00  RATWARE_EMPTY_HELO
   0.000   0.0004   0.0000    1.000   0.34    0.00  RATWARE_MMAILER
   0.000   0.0004   0.0000    1.000   0.34    0.00  RUSSIAN_UCE_SUBJECT
-  0.002   0.0024   0.0015    0.606   0.34    0.00  FREE_INSTALL
-  1.138   1.5455   0.3431    0.818   0.34    0.01  DATE_IN_PAST_06_12
-  0.001   0.0008   0.0004    0.673   0.34    0.00  DIG_UP_INFO
-  0.002   0.0028   0.0019    0.590   0.34    0.00  BUGGY_CGI
   0.000   0.0002   0.0000    1.000   0.34    0.00  MSGID_SPAM_6LETTER
   0.000   0.0002   0.0000    1.000   0.34    0.00  HTTP_ENTITIES_HOST
   0.000   0.0002   0.0000    1.000   0.34    0.00  SUBJ_FREE_INSTANT
-  0.000   0.0002   0.0000    1.000   0.34    0.00  RATWARE_EMPTY_HELO
   0.000   0.0002   0.0000    1.000   0.34    0.00  MORTGAGE_NETWORK
   0.000   0.0002   0.0000    1.000   0.34    0.00  NEVER_ANOTHER
   0.000   0.0002   0.0000    1.000   0.34    0.00  VAR_REF_IN_RECEIVED
-  4.075   5.8728   0.5743    0.911   0.33    0.74  HTML_30_40
-  0.023   0.0271   0.0150    0.643   0.33    0.43  YOUR_INCOME
-  0.000   0.0000   0.0000    0.500   0.33    0.00  DATE_YEAR_ZERO_FIRST
-  0.000   0.0000   0.0000    0.500   0.33    0.00  SUBJ_HAS_TIME_ID
-  0.000   0.0000   0.0000    0.500   0.33    0.00  ID_UNIQUE
-  0.000   0.0000   0.0000    0.500   0.33    0.00  RATWARE_DIFFOND
-  0.000   0.0000   0.0000    0.500   0.33    0.00  X_LIST_UNSUBSCRIBE
-  0.000   0.0000   0.0000    0.500   0.33    0.00  RATWARE_XMAILER
-  0.000   0.0000   0.0000    0.500   0.33    0.00  TO_FILENAME
-  0.000   0.0000   0.0000    0.500   0.33    0.00  RATWARE_BAD_REFS
-  0.000   0.0000   0.0000    0.500   0.33    0.00  PRIORITY_MAIL
-  0.000   0.0000   0.0000    0.500   0.33    0.00  X_PRECEDENCE_REF
-  0.000   0.0000   0.0000    0.500   0.33    0.00  X_MAILER_GIBBERISH
-  0.000   0.0000   0.0000    0.500   0.33    0.00  NO_MIDDLEMAN
-  0.000   0.0000   0.0000    0.500   0.33    0.00  RCVD_BY_QVES_COM
-  0.000   0.0000   0.0000    0.500   0.33    0.00  RCVD_6_CAPS_ESMTP_ID
-  0.000   0.0000   0.0000    0.500   0.33    0.00  X_SERV_HOST_PRESENT
-  0.000   0.0000   0.0000    0.500   0.33    0.00  X_STORMPOST_TO
-  0.000   0.0000   0.0000    0.500   0.33    0.00  SUBJ_RIPPED
-  0.000   0.0000   0.0000    0.500   0.33    0.00  X_MAIL_ID_PRESENT
-  0.046   0.0565   0.0250    0.693   0.33    0.00  ML_MARKETING
-  0.005   0.0053   0.0038    0.581   0.33    0.00  NO_INVENTORY
-  0.908   1.2267   0.2858    0.811   0.33    0.03  HTML_BACKHAIR_1
-  0.000   0.0004   0.0004    0.507   0.33    0.00  EXCUSE_22
-  0.001   0.0014   0.0012    0.545   0.33    0.00  DRUG_ED_HERBAL
-  0.003   0.0034   0.0027    0.555   0.33    0.00  NO_INVESTMENT
-  0.199   0.2605   0.0792    0.767   0.33    0.45  UPPERCASE_50_75
-  0.000   0.0002   0.0004    0.339   0.33    0.00  EXCUSE_21
-  4.374   6.3075   0.6074    0.912   0.33    0.00  HTML_BADTAG_00_10
-  0.029   0.0352   0.0185    0.656   0.33    0.14  EXCUSE_12
-  0.002   0.0024   0.0023    0.507   0.33    0.00  NEW_CUSTOMER
+  0.000   0.0000   0.0000    0.500   0.34    0.00  
+  0.000   0.0000   0.0000    0.500   0.34    0.00  DATE_YEAR_ZERO_FIRST
+  0.000   0.0000   0.0000    0.500   0.34    2.50  HEAD_LONG
+  0.000   0.0000   0.0000    0.500   0.34    0.00  SUBJ_HAS_TIME_ID
+  0.000   0.0000   0.0000    0.500   0.34    0.00  ID_UNIQUE
+  0.000   0.0000   0.0000    0.500   0.34    0.00  RATWARE_DIFFOND
+  0.000   0.0000   0.0000    0.500   0.34    0.00  X_LIST_UNSUBSCRIBE
+  0.000   0.0000   0.0000    0.500   0.34    0.00  RATWARE_XMAILER
+  0.000   0.0000   0.0000    0.500   0.34    0.00  TO_FILENAME
+  0.000   0.0000   0.0000    0.500   0.34    0.00  RATWARE_BAD_REFS
+  0.000   0.0000   0.0000    0.500   0.34    0.00  PRIORITY_MAIL
+  0.000   0.0000   0.0000    0.500   0.34    0.00  X_PRECEDENCE_REF
+  0.000   0.0000   0.0000    0.500   0.34    0.00  X_MAILER_GIBBERISH
+  0.000   0.0000   0.0000    0.500   0.34    0.00  NO_MIDDLEMAN
+  0.000   0.0000   0.0000    0.500   0.34    0.00  RCVD_BY_QVES_COM
+  0.000   0.0000   0.0000    0.500   0.34    0.00  RCVD_6_CAPS_ESMTP_ID
+  0.000   0.0000   0.0000    0.500   0.34    0.00  X_SERV_HOST_PRESENT
+  0.000   0.0000   0.0000    0.500   0.34    0.00  X_STORMPOST_TO
+  0.000   0.0000   0.0000    0.500   0.34    0.00  SUBJ_RIPPED
+  0.000   0.0000   0.0000    0.500   0.34    0.00  X_MAIL_ID_PRESENT
+  0.001   0.0014   0.0012    0.545   0.34    0.00  DRUG_ED_HERBAL
+  0.003   0.0028   0.0023    0.545   0.34    0.00  BUGGY_CGI
+  0.000   0.0004   0.0004    0.507   0.34    0.00  EXCUSE_22
+  0.525   0.7098   0.1638    0.812   0.34    0.84  LOTS_OF_STUFF
+  5.719   8.2157   0.8548    0.906   0.34    1.05  HTML_50_60
+  0.000   0.0002   0.0004    0.339   0.34    0.00  EXCUSE_21
+  0.003   0.0030   0.0027    0.524   0.34    0.00  NO_INVESTMENT
+  0.250   0.3326   0.0904    0.786   0.33    0.04  RISK_FREE
+  0.001   0.0012   0.0015    0.435   0.33    0.00  ONCE_IN_LIFETIME
   0.000   0.0002   0.0008    0.204   0.33    0.00  SUBJ_NOW_ONLY
-  0.001   0.0010   0.0015    0.391   0.33    0.00  ONCE_IN_LIFETIME
   0.002   0.0020   0.0023    0.461   0.33    0.00  IDENT_NOBODY
-  0.332   0.4400   0.1219    0.783   0.33    0.71  NO_OBLIGATION
-  0.088   0.1124   0.0419    0.728   0.33    0.08  COMPLETELY_FREE
-  6.867   9.7174   1.3148    0.881   0.32    0.01  HTML_70_80
-  0.003   0.0026   0.0035    0.426   0.32    0.00  FROM_HAS_MIXED_NUMS2
-  8.141  11.4142   1.7649    0.866   0.32    0.00  HTML_80_90
-  0.256   0.3379   0.0958    0.779   0.32    0.09  FROM_WEBMAIL_END_NUMS6
-  3.588   5.1087   0.6274    0.891   0.32    0.00  MISSING_OUTLOOK_NAME
-  0.004   0.0041   0.0046    0.473   0.32    0.00  MIME_BOUND_MA
-  0.008   0.0089   0.0077    0.536   0.32    0.00  MIME_BOUND_DIGITS_7
-  0.033   0.0391   0.0219    0.641   0.32    0.04  FREE_ACCESS
-  0.613   0.8179   0.2131    0.793   0.32    0.52  SUBJ_ALL_CAPS
-  0.039   0.0464   0.0242    0.657   0.32    0.88  SUBJ_YOUR_OWN
-  2.749   3.8703   0.5651    0.873   0.32    0.83  HTML_TAG_EXIST_TBODY
-  0.014   0.0144   0.0119    0.547   0.31    0.10  NO_QS_ASKED
-  0.194   0.2477   0.0892    0.735   0.31    0.10  HTML_FONT_FACE_CAPS
-  0.005   0.0043   0.0062    0.414   0.31    0.00  BANG_BOSS
-  0.620   0.8191   0.2331    0.778   0.31    0.45  PLING_QUERY
+  0.338   0.4522   0.1165    0.795   0.33    0.00  LIMITED_TIME_ONLY
+  1.138   1.5472   0.3411    0.819   0.33    0.30  DATE_IN_PAST_06_12
+  0.166   0.2181   0.0654    0.769   0.33    0.00  SAVINGS
+  0.002   0.0016   0.0023    0.406   0.33    0.00  NEW_CUSTOMER
+  0.040   0.0488   0.0242    0.668   0.33    0.87  SUBJ_YOUR_OWN
+  0.024   0.0282   0.0169    0.625   0.33    0.67  YOUR_INCOME
+  4.371   6.3067   0.6007    0.913   0.33    0.00  HTML_BADTAG_00_10
+  0.003   0.0026   0.0035    0.426   0.33    0.00  FROM_HAS_MIXED_NUMS2
+  0.910   1.2290   0.2888    0.810   0.33    0.00  HTML_BACKHAIR_1
+  0.688   0.9321   0.2127    0.814   0.33    0.07  MANY_EXCLAMATIONS
+  4.073   5.8717   0.5703    0.911   0.33    0.88  HTML_30_40
+  0.030   0.0353   0.0208    0.630   0.33    0.15  EXCUSE_12
+  0.008   0.0089   0.0077    0.536   0.33    0.00  MIME_BOUND_DIGITS_7
+  0.005   0.0043   0.0050    0.465   0.33    0.00  MIME_BOUND_MA
+  0.255   0.3381   0.0923    0.786   0.33    0.18  FROM_WEBMAIL_END_NUMS6
+  0.194   0.2548   0.0765    0.769   0.33    0.35  UPPERCASE_50_75
+  6.861   9.7139   1.3025    0.882   0.32    0.15  HTML_70_80
+  8.149  11.4159   1.7835    0.865   0.32    0.03  HTML_80_90
+  0.087   0.1099   0.0419    0.724   0.32    0.09  COMPLETELY_FREE
+  0.032   0.0375   0.0223    0.627   0.32    0.00  FREE_ACCESS
+  3.595   5.1194   0.6264    0.891   0.32    0.00  MISSING_OUTLOOK_NAME
+  0.005   0.0045   0.0065    0.410   0.32    0.00  BANG_BOSS
+  0.334   0.4398   0.1277    0.775   0.32    0.91  NO_OBLIGATION
+  0.014   0.0146   0.0135    0.520   0.31    0.00  NO_QS_ASKED
   0.001   0.0002   0.0038    0.049   0.31    0.00  MIME_BOUND_HEX_24
-  5.171   7.2988   1.0259    0.877   0.31    0.52  HTML_60_70
-  0.023   0.0251   0.0192    0.566   0.31    0.38  CONGRATULATIONS
-  0.112   0.1406   0.0573    0.710   0.31    0.00  ALL_CAP_FOR_ADULTS
-  4.318   6.0591   0.9263    0.867   0.30    0.03  MIME_QP_LONG_LINE
-  5.521   7.5694   1.5314    0.832   0.30    0.01  HTML_LINK_CLICK_HERE
-  0.135   0.1679   0.0704    0.705   0.30    0.00  EXCUSE_15
-  0.833   1.0841   0.3447    0.759   0.30    1.03  DATE_IN_FUTURE_06_12
- 18.745  13.3541  29.2448    0.313   0.30    0.01  FORGED_RCVD_HELO
-  0.003   0.0008   0.0062    0.114   0.30    0.00  WE_HATE_SPAM2
-  5.802   7.5885   2.3219    0.766   0.29    0.00  LINES_OF_YELLING
-  6.618   8.1149   3.7013    0.687   0.29    0.01  CLICK_BELOW
-  0.093   0.1110   0.0565    0.662   0.29    0.29  OPTING_OUT_CAPS
-  0.868   1.1285   0.3616    0.757   0.28    0.00  HTTP_WITH_EMAIL_IN_URL
-  0.061   0.0689   0.0446    0.607   0.28    0.06  EXCUSE_11
-  1.511   2.0319   0.4951    0.804   0.28    0.02  DATE_IN_PAST_03_06
-  0.044   0.0480   0.0362    0.570   0.28    0.00  HTML_TITLE_EXTRA
-  0.203   0.2449   0.1208    0.670   0.27    0.00  EARN_MONEY
-  0.221   0.2676   0.1316    0.670   0.27    0.00  EXCUSE_7
-  0.451   0.5639   0.2304    0.710   0.27    0.01  HTML_IMAGE_RATIO_10
-  0.009   0.0065   0.0150    0.303   0.27    0.00  FROM_AND_TO_SAME
-  0.013   0.0107   0.0177    0.376   0.27    0.00  DIRECT_EMAIL
-  0.052   0.0567   0.0435    0.566   0.26    0.93  FULL_REFUND
-  0.054   0.0581   0.0454    0.561   0.26    0.15  YOU_WON
-  0.075   0.0845   0.0565    0.599   0.26    0.00  EXCUSE_19
-  0.140   0.1647   0.0923    0.641   0.26    0.00  WHILE_SUPPLIES
-  2.377   3.0633   1.0409    0.746   0.25    0.00  URI_REDIRECTOR
-  0.017   0.0138   0.0223    0.383   0.25    0.00  X_ESMTP
-  0.431   0.5315   0.2358    0.693   0.25    0.04  FREE_TRIAL
-  1.627   2.0886   0.7293    0.741   0.25    0.20  UPPERCASE_25_50
-  0.633   0.7774   0.3520    0.688   0.25    0.00  HTML_JAVASCRIPT
-  0.334   0.4086   0.1873    0.686   0.25    0.22  NO_COST
-  7.060   5.8031   9.5067    0.379   0.25    0.13  NO_REAL_NAME
-  0.538   0.6480   0.3239    0.667   0.25    0.00  HTML_EVENT
-  3.741   3.7775   3.6697    0.507   0.24    0.43  FROM_ENDS_IN_NUMS
-  0.097   0.1027   0.0858    0.545   0.24    0.00  CASHCASHCASH
-  1.456   1.8088   0.7697    0.701   0.23    0.00  LINES_OF_YELLING_2
-  0.083   0.0863   0.0754    0.534   0.23    0.00  WORK_AT_HOME
-  0.336   0.3934   0.2254    0.636   0.22    0.10  WEIRD_PORT
-  0.503   0.5791   0.3558    0.619   0.21    0.25  PLING_PLING
-  0.201   0.2155   0.1723    0.556   0.20    0.00  HTML_IMAGE_RATIO_14
-  0.445   0.4951   0.3481    0.587   0.20    0.00  LINES_OF_YELLING_3
-  0.594   0.6877   0.4127    0.625   0.20    0.00  US_DOLLARS_2
-  0.050   0.0440   0.0623    0.414   0.19    0.00  NO_PURCHASE
-  1.215   1.3407   0.9705    0.580   0.19    0.01  MAILTO_WITH_SUBJ
-  0.012   0.0032   0.0285    0.100   0.18    0.00  MIME_BOUND_DASH_DIGIT
-  0.445   0.4813   0.3731    0.563   0.18    0.07  DATE_IN_PAST_12_24
-  0.566   0.6283   0.4458    0.585   0.17    0.04  FROM_HAS_MIXED_NUMS
-  0.468   0.5005   0.4039    0.553   0.17    0.00  MISSING_HEADERS
-  0.027   0.0138   0.0515    0.211   0.15    0.00  NO_EXPERIENCE
-  0.027   0.0134   0.0531    0.202   0.14    0.00  JAVASCRIPT_URI
-  0.166   0.1473   0.2035    0.420   0.14    0.19  OPTING_OUT
-  0.338   0.3176   0.3781    0.456   0.13    0.05  FOR_FREE
-  0.189   0.1527   0.2597    0.370   0.11    0.15  DATE_IN_PAST_24_48
-  0.642   0.5627   0.7970    0.414   0.11    0.00  TO_ADDRESS_EQ_REAL
-  0.048   0.0243   0.0939    0.206   0.10    0.02  MIME_QP_DEFICIENT
-  0.608   0.4981   0.8232    0.377   0.09    0.00  EXCUSE_1
-  0.243   0.1835   0.3597    0.338   0.09    0.00  BANG_MONEY
-  1.117   0.6930   1.9441    0.263   0.09    0.00  MAILTO_TO_SPAM_ADDR
-  0.170   0.1213   0.2639    0.315   0.08    0.10  FROM_HAS_ULINE_NUMS
-  0.078   0.0395   0.1535    0.205   0.06    0.06  DATE_IN_PAST_48_96
-  0.306   0.2234   0.4662    0.324   0.05    0.00  NO_FEE
-  0.187   0.0976   0.3600    0.213   0.01    0.00  BAYES_50
-  0.075   0.0207   0.1796    0.103   0.00    0.00  MIME_QP_NO_CHARSET
-  0.219   0.1159   0.4189    0.217   0.00    0.07  TO_EMPTY
-  0.038   0.0014   0.1100    0.012   0.00    0.00  MIME_BOUND_DIGITS_4
+  0.615   0.8198   0.2153    0.792   0.31    0.76  SUBJ_ALL_CAPS
+  0.023   0.0253   0.0188    0.573   0.31    0.00  CONGRATULATIONS
+  2.755   3.8760   0.5699    0.872   0.31    1.01  HTML_TAG_EXIST_TBODY
+  5.177   7.3012   1.0383    0.875   0.31    0.52  HTML_60_70
+  0.002   0.0008   0.0058    0.120   0.31    0.00  WE_HATE_SPAM2
+  4.313   6.0566   0.9175    0.868   0.30    0.00  MIME_QP_LONG_LINE
+  5.542   7.5931   1.5455    0.831   0.30    0.04  HTML_LINK_CLICK_HERE
+  0.611   0.8066   0.2303    0.778   0.30    0.20  PLING_QUERY
+ 18.749  13.3679  29.2310    0.314   0.30    0.00  FORGED_RCVD_HELO
+  0.195   0.2477   0.0919    0.729   0.30    0.00  HTML_FONT_FACE_CAPS
+  0.835   1.0878   0.3438    0.760   0.29    1.04  DATE_IN_FUTURE_06_12
+  0.112   0.1384   0.0608    0.695   0.29    0.00  ALL_CAP_FOR_ADULTS
+  0.136   0.1698   0.0711    0.705   0.29    0.00  EXCUSE_15
+  5.812   7.5973   2.3338    0.765   0.29    0.00  LINES_OF_YELLING
+  0.060   0.0681   0.0431    0.613   0.29    0.04  EXCUSE_11
+  6.631   8.1287   3.7140    0.686   0.29    0.03  CLICK_BELOW
+  0.864   1.1226   0.3592    0.758   0.28    0.00  HTTP_WITH_EMAIL_IN_URL
+  0.095   0.1139   0.0596    0.656   0.28    0.07  OPTING_OUT_CAPS
+  0.014   0.0116   0.0181    0.392   0.27    0.00  DIRECT_EMAIL
+  0.009   0.0061   0.0146    0.295   0.27    0.00  FROM_AND_TO_SAME
+  1.507   2.0274   0.4945    0.804   0.27    0.03  DATE_IN_PAST_03_06
+  0.051   0.0553   0.0419    0.569   0.27    0.85  FULL_REFUND
+  0.208   0.2515   0.1223    0.673   0.27    0.00  EARN_MONEY
+  0.055   0.0596   0.0458    0.566   0.27    0.14  YOU_WON
+  0.221   0.2657   0.1338    0.665   0.27    0.00  EXCUSE_7
+  0.044   0.0466   0.0385    0.548   0.26    0.00  HTML_TITLE_EXTRA
+  0.453   0.5679   0.2288    0.713   0.26    0.00  HTML_IMAGE_RATIO_10
+  0.017   0.0138   0.0235    0.371   0.26    0.00  X_ESMTP
+  0.075   0.0839   0.0573    0.594   0.26    0.06  EXCUSE_19
+  2.371   3.0531   1.0410    0.746   0.25    0.00  URI_REDIRECTOR
+  0.433   0.5336   0.2384    0.691   0.25    0.05  FREE_TRIAL
+  0.140   0.1648   0.0931    0.639   0.25    0.00  WHILE_SUPPLIES
+  7.080   5.8361   9.5033    0.380   0.25    0.12  NO_REAL_NAME
+  1.629   2.0934   0.7233    0.743   0.25    0.03  UPPERCASE_25_50
+  0.637   0.7803   0.3565    0.686   0.25    0.00  HTML_JAVASCRIPT
+  0.334   0.4074   0.1904    0.682   0.24    0.08  NO_COST
+  0.541   0.6502   0.3276    0.665   0.24    0.00  HTML_EVENT
+  3.729   3.7686   3.6517    0.508   0.24    0.18  FROM_ENDS_IN_NUMS
+  1.464   1.8233   0.7637    0.705   0.23    0.00  LINES_OF_YELLING_2
+  0.086   0.0892   0.0796    0.528   0.22    0.00  WORK_AT_HOME
+  0.333   0.3891   0.2242    0.634   0.22    0.00  WEIRD_PORT
+  0.100   0.1046   0.0908    0.535   0.21    0.00  CASHCASHCASH
+  0.503   0.5809   0.3511    0.623   0.21    0.05  PLING_PLING
+  0.204   0.2189   0.1757    0.555   0.20    0.00  HTML_IMAGE_RATIO_14
+  0.448   0.4986   0.3480    0.589   0.20    0.00  LINES_OF_YELLING_3
+  0.593   0.6832   0.4172    0.621   0.19    0.00  US_DOLLARS_2
+  0.051   0.0452   0.0623    0.420   0.19    0.00  NO_PURCHASE
+  0.011   0.0030   0.0277    0.097   0.19    0.00  MIME_BOUND_DASH_DIGIT
+  1.214   1.3415   0.9644    0.582   0.19    0.00  MAILTO_WITH_SUBJ
+  0.444   0.4860   0.3611    0.574   0.18    0.37  DATE_IN_PAST_12_24
+  0.563   0.6259   0.4403    0.587   0.17    0.11  FROM_HAS_MIXED_NUMS
+  0.462   0.4951   0.3972    0.555   0.17    0.00  MISSING_HEADERS
+  0.026   0.0132   0.0519    0.203   0.14    0.00  NO_EXPERIENCE
+  0.026   0.0122   0.0531    0.187   0.13    0.00  JAVASCRIPT_URI
+  0.338   0.3196   0.3726    0.462   0.13    0.00  FOR_FREE
+  0.167   0.1453   0.2088    0.410   0.13    0.16  OPTING_OUT
+  0.188   0.1504   0.2600    0.367   0.11    0.00  DATE_IN_PAST_24_48
+  0.048   0.0253   0.0911    0.217   0.10    0.03  MIME_QP_DEFICIENT
+  0.635   0.5545   0.7929    0.412   0.10    0.00  TO_ADDRESS_EQ_REAL
+  1.121   0.6964   1.9473    0.263   0.09    0.00  MAILTO_TO_SPAM_ADDR
+  0.617   0.5047   0.8360    0.376   0.09    0.00  EXCUSE_1
+  0.239   0.1786   0.3576    0.333   0.08    0.00  BANG_MONEY
+  0.171   0.1242   0.2623    0.321   0.08    0.00  FROM_HAS_ULINE_NUMS
+  0.077   0.0385   0.1527    0.201   0.06    0.03  DATE_IN_PAST_48_96
+  0.305   0.2219   0.4680    0.322   0.05    0.00  NO_FEE
+  0.186   0.0981   0.3576    0.215   0.02    0.00  BAYES_50
+  0.072   0.0197   0.1742    0.102   0.00    0.00  MIME_QP_NO_CHARSET
+  0.220   0.1174   0.4211    0.218   0.00    0.00  TO_EMPTY
+  0.038   0.0014   0.1084    0.013   0.00    0.00  MIME_BOUND_DIGITS_4
 
 Rule file versions for which these results apply:
-(SpamAssassin Version string: 3.000000-pre2-cvs)
+(SpamAssassin Version string: 3.000000-pre4-cvs)
 
--rw-r--r--    3 jm       jm           6002 May  6 20:24 10_misc.cf
--rw-r--r--    3 jm       jm           1602 Mar 23 20:07 20_anti_ratware.cf
--rw-r--r--    3 jm       jm           9654 May 19 03:19 20_body_tests.cf
--rw-r--r--    3 jm       jm           1613 Apr  5 12:15 20_compensate.cf
--rw-r--r--    3 jm       jm          11602 Jun 15 18:51 20_dnsbl_tests.cf
--rw-rw-r--    1 jm       jm          17307 Jul 19 23:47 20_drugs.cf
--rw-r--r--    3 jm       jm          11617 May 28 20:59 20_fake_helo_tests.cf
--rw-r--r--    2 jm       jm          36396 Jul  8 18:57 20_head_tests.cf
--rw-r--r--    3 jm       jm          17714 Jun 18 18:34 20_html_tests.cf
--rw-r--r--    3 jm       jm          11816 May  5 14:35 20_meta_tests.cf
--rw-r--r--    3 jm       jm          30422 May 24 12:12 20_phrases.cf
--rw-r--r--    3 jm       jm           5864 May 28 21:03 20_porn.cf
--rw-r--r--    3 jm       jm          15704 Jul  8 19:04 20_ratware.cf
--rw-r--r--    3 jm       jm           5962 Apr 30 19:09 20_uri_tests.cf
--rw-r--r--    3 jm       jm           2334 May  6 20:24 23_bayes.cf
--rw-r--r--    3 jm       jm           9114 Mar 23 20:07 25_body_tests_es.cf
--rw-r--r--    3 jm       jm           2735 Mar 23 20:07 25_hashcash.cf
--rw-r--r--    3 jm       jm           2301 Jun 14 19:44 25_spf.cf
--rw-r--r--    2 jm       jm           2615 Jun 27 21:01 25_uribl.cf
--rw-r--r--    3 jm       jm          50549 Jun  2 00:17 30_text_de.cf
--rw-r--r--    3 jm       jm          54882 Jun  2 00:17 30_text_fr.cf
--rw-r--r--    3 jm       jm          73303 Jun  2 00:17 30_text_nl.cf
--rw-r--r--    3 jm       jm          47133 Jun  2 00:17 30_text_pl.cf
--rw-rw-r--    1 jm       jm          37082 Jul 21 19:24 50_scores.cf
--rw-r--r--    3 jm       jm           6884 Jun  7 22:32 60_whitelist.cf
--rw-rw-r--    1 jm       jm          47157 Mar 23 20:07 70_broken_rules.cf
--rw-rw-r--    1 jm       jm          12656 Jul  8 18:57 70_testing.cf
--rw-r--r--    3 jm       jm            342 Apr 28 16:50 local.cf
--rw-r--r--    3 jm       jm           3696 Mar 23 20:07 regression_tests.cf
+-rw-r--r--  1 stern stern  6002 Jun 29 10:02 10_misc.cf
+-rw-r--r--  1 stern stern  1602 Jun 29 10:02 20_anti_ratware.cf
+-rw-r--r--  1 stern stern  9654 Jun 29 10:02 20_body_tests.cf
+-rw-r--r--  1 stern stern  1613 Jun 29 10:02 20_compensate.cf
+-rw-r--r--  1 stern stern 11769 Aug  5 00:48 20_dnsbl_tests.cf
+-rw-r--r--  1 stern stern 17307 Jul 26 09:52 20_drugs.cf
+-rw-r--r--  1 stern stern 11617 Jun 29 10:02 20_fake_helo_tests.cf
+-rw-r--r--  1 stern stern 36642 Aug  3 14:04 20_head_tests.cf
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