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Posted to commits@spamassassin.apache.org by jm...@apache.org on 2005/08/12 02:05:59 UTC

svn commit: r231544 [2/6] - in /spamassassin/branches/3.1: ./ rules/ t/ t/data/

Modified: spamassassin/branches/3.1/rules/STATISTICS-set0.txt
URL: http://svn.apache.org/viewcvs/spamassassin/branches/3.1/rules/STATISTICS-set0.txt?rev=231544&r1=231543&r2=231544&view=diff
==============================================================================
--- spamassassin/branches/3.1/rules/STATISTICS-set0.txt (original)
+++ spamassassin/branches/3.1/rules/STATISTICS-set0.txt Thu Aug 11 17:05:47 2005
@@ -3,160 +3,160 @@
 Classification success on test corpora, at default threshold:
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  28690  99.95%
-# Correctly spam:      52582  94.01%
-# False positives:        14  0.05%
-# False negatives:      3351  5.99%
-# TCR(l=50): 13.807208  SpamRecall: 94.009%  SpamPrec: 99.973%
+# Correctly non-spam:  52964  99.94%
+# Correctly spam:     100115  81.09%
+# False positives:        34  0.06%
+# False negatives:     23351  18.91%
+# TCR(l=50): 4.928586  SpamRecall: 81.087%  SpamPrec: 99.966%
 
 Results on test corpora at various alternative thresholds:
 
 # SUMMARY for threshold -4.0:
-# Correctly non-spam:    419  1.46%
-# Correctly spam:      55933  100.00%
-# False positives:     28285  98.54%
+# Correctly non-spam:    216  0.41%
+# Correctly spam:     123466  100.00%
+# False positives:     52782  99.59%
 # False negatives:         0  0.00%
-# TCR(l=50): 0.039550  SpamRecall: 100.000%  SpamPrec: 66.415%
+# TCR(l=50): 0.046783  SpamRecall: 100.000%  SpamPrec: 70.052%
 
 # SUMMARY for threshold -3.0:
-# Correctly non-spam:    419  1.46%
-# Correctly spam:      55933  100.00%
-# False positives:     28285  98.54%
+# Correctly non-spam:    216  0.41%
+# Correctly spam:     123466  100.00%
+# False positives:     52782  99.59%
 # False negatives:         0  0.00%
-# TCR(l=50): 0.039550  SpamRecall: 100.000%  SpamPrec: 66.415%
+# TCR(l=50): 0.046783  SpamRecall: 100.000%  SpamPrec: 70.052%
 
 # SUMMARY for threshold -2.0:
-# 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%
+# Correctly non-spam:    216  0.41%
+# Correctly spam:     123466  100.00%
+# False positives:     52782  99.59%
+# False negatives:         0  0.00%
+# TCR(l=50): 0.046783  SpamRecall: 100.000%  SpamPrec: 70.052%
 
 # SUMMARY for threshold -1.0:
-# 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:   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%
+# Correctly non-spam:    425  0.80%
+# Correctly spam:     123466  100.00%
+# False positives:     52573  99.20%
+# False negatives:         0  0.00%
+# TCR(l=50): 0.046969  SpamRecall: 100.000%  SpamPrec: 70.136%
+
+# SUMMARY for threshold 5.0:
+# Correctly non-spam:  52964  99.94%
+# Correctly spam:     100115  81.09%
+# False positives:        34  0.06%
+# False negatives:     23351  18.91%
+# TCR(l=50): 4.928586  SpamRecall: 81.087%  SpamPrec: 99.966%
 
 # SUMMARY for threshold 1.0:
-# 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%
+# Correctly non-spam:  49202  92.84%
+# Correctly spam:     119679  96.93%
+# False positives:      3796  7.16%
+# False negatives:      3787  3.07%
+# TCR(l=50): 0.637780  SpamRecall: 96.933%  SpamPrec: 96.926%
 
 # SUMMARY for threshold 2.0:
-# 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%
+# Correctly non-spam:  52087  98.28%
+# Correctly spam:     115153  93.27%
+# False positives:       911  1.72%
+# False negatives:      8313  6.73%
+# TCR(l=50): 2.292223  SpamRecall: 93.267%  SpamPrec: 99.215%
 
 # SUMMARY for threshold 3.0:
-# 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%
+# Correctly non-spam:  52694  99.43%
+# Correctly spam:     111309  90.15%
+# False positives:       304  0.57%
+# False negatives:     12157  9.85%
+# TCR(l=50): 4.513141  SpamRecall: 90.154%  SpamPrec: 99.728%
 
 # SUMMARY for threshold 4.0:
-# 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%
+# Correctly non-spam:  52915  99.84%
+# Correctly spam:     106001  85.85%
+# False positives:        83  0.16%
+# False negatives:     17465  14.15%
+# TCR(l=50): 5.712052  SpamRecall: 85.854%  SpamPrec: 99.922%
 
 # SUMMARY for threshold 4.5:
-# 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%
+# Correctly non-spam:  52940  99.89%
+# Correctly spam:     103759  84.04%
+# False positives:        58  0.11%
+# False negatives:     19707  15.96%
+# TCR(l=50): 5.461406  SpamRecall: 84.039%  SpamPrec: 99.944%
 
 # SUMMARY for threshold 5.5:
-# 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%
+# Correctly non-spam:  52975  99.96%
+# Correctly spam:      96766  78.37%
+# False positives:        23  0.04%
+# False negatives:     26700  21.63%
+# TCR(l=50): 4.433250  SpamRecall: 78.375%  SpamPrec: 99.976%
 
 # SUMMARY for threshold 6.0:
-# 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%
+# Correctly non-spam:  52985  99.98%
+# Correctly spam:      93509  75.74%
+# False positives:        13  0.02%
+# False negatives:     29957  24.26%
+# TCR(l=50): 4.033914  SpamRecall: 75.737%  SpamPrec: 99.986%
 
 # SUMMARY for threshold 6.5:
-# 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%
+# Correctly non-spam:  52991  99.99%
+# Correctly spam:      90373  73.20%
+# False positives:         7  0.01%
+# False negatives:     33093  26.80%
+# TCR(l=50): 3.691834  SpamRecall: 73.197%  SpamPrec: 99.992%
 
 # SUMMARY for threshold 7.0:
-# 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%
+# Correctly non-spam:  52992  99.99%
+# Correctly spam:      87259  70.67%
+# False positives:         6  0.01%
+# False negatives:     36207  29.33%
+# TCR(l=50): 3.381982  SpamRecall: 70.675%  SpamPrec: 99.993%
 
 # SUMMARY for threshold 8.0:
-# 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%
+# Correctly non-spam:  52996  100.00%
+# Correctly spam:      81401  65.93%
+# False positives:         2  0.00%
+# False negatives:     42065  34.07%
+# TCR(l=50): 2.928163  SpamRecall: 65.930%  SpamPrec: 99.998%
 
 # SUMMARY for threshold 9.0:
-# Correctly non-spam:  28703  100.00%
-# Correctly spam:      45692  81.69%
+# Correctly non-spam:  52997  100.00%
+# Correctly spam:      74871  60.64%
 # False positives:         1  0.00%
-# False negatives:     10241  18.31%
-# TCR(l=50): 5.435137  SpamRecall: 81.691%  SpamPrec: 99.998%
+# False negatives:     48595  39.36%
+# TCR(l=50): 2.538103  SpamRecall: 60.641%  SpamPrec: 99.999%
 
 # SUMMARY for threshold 10.0:
-# Correctly non-spam:  28703  100.00%
-# Correctly spam:      43762  78.24%
+# Correctly non-spam:  52997  100.00%
+# Correctly spam:      69125  55.99%
 # False positives:         1  0.00%
-# False negatives:     12171  21.76%
-# TCR(l=50): 4.576794  SpamRecall: 78.240%  SpamPrec: 99.998%
+# False negatives:     54341  44.01%
+# TCR(l=50): 2.269971  SpamRecall: 55.987%  SpamPrec: 99.999%
 
 # SUMMARY for threshold 12.0:
-# 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%
+# Correctly non-spam:  52998  100.00%
+# Correctly spam:      58238  47.17%
+# False positives:         0  0.00%
+# False negatives:     65228  52.83%
+# TCR(l=50): 1.892837  SpamRecall: 47.169%  SpamPrec: 100.000%
 
 # SUMMARY for threshold 15.0:
-# 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%
+# Correctly non-spam:  52998  100.00%
+# Correctly spam:      44808  36.29%
+# False positives:         0  0.00%
+# False negatives:     78658  63.71%
+# TCR(l=50): 1.569656  SpamRecall: 36.292%  SpamPrec: 100.000%
 
 # SUMMARY for threshold 17.0:
-# Correctly non-spam:  28704  100.00%
-# Correctly spam:      23992  42.89%
+# Correctly non-spam:  52998  100.00%
+# Correctly spam:      37433  30.32%
 # False positives:         0  0.00%
-# False negatives:     31941  57.11%
-# TCR(l=50): 1.751135  SpamRecall: 42.894%  SpamPrec: 100.000%
+# False negatives:     86033  69.68%
+# TCR(l=50): 1.435100  SpamRecall: 30.318%  SpamPrec: 100.000%
 
 # SUMMARY for threshold 20.0:
-# Correctly non-spam:  28704  100.00%
-# Correctly spam:      16261  29.07%
+# Correctly non-spam:  52998  100.00%
+# Correctly spam:      28629  23.19%
 # False positives:         0  0.00%
-# False negatives:     39672  70.93%
-# TCR(l=50): 1.409886  SpamRecall: 29.072%  SpamPrec: 100.000%
+# False negatives:     94837  76.81%
+# TCR(l=50): 1.301876  SpamRecall: 23.188%  SpamPrec: 100.000%
 
 
 Test hit frequencies, for spam and ham corpora:
@@ -165,775 +165,710 @@
 and the 'score' field should be ignored.)
 
 OVERALL%   SPAM%     HAM%     S/O    RANK   SCORE  NAME
- 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
-  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
-  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
-  0.003   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
-  0.108   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
-  0.002   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
-  0.002   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  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  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  RATWARE_OE_PI
-  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  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
-  0.046   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
-  0.000   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  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   0.0000   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
-  0.002   0.0020   0.0023    0.461   0.33    0.00  IDENT_NOBODY
-  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
-  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
+ 176464   123466    52998    0.700   0.00    0.00  (all messages)
+100.000  69.9667  30.0333    0.700   0.00    0.00  (all messages as %)
+ 10.599  15.1491   0.0000    1.000   0.99    3.60  MIME_BOUND_DD_DIGITS
+ 13.806  19.7285   0.0075    1.000   0.98    3.20  RCVD_HELO_IP_MISMATCH
+  7.894  11.2825   0.0000    1.000   0.98    3.36  SUBJ_ILLEGAL_CHARS
+  7.106  10.1558   0.0019    1.000   0.97    3.36  HELO_DYNAMIC_IPADDR
+  5.540   7.9180   0.0000    1.000   0.96    3.52  MSGID_SPAM_CAPS
+  5.735   8.1966   0.0019    1.000   0.96    3.25  FORGED_OUTLOOK_HTML
+  6.549   9.3589   0.0038    1.000   0.96    2.33  HTML_SHORT_LINK_IMG_1
+  5.015   7.1680   0.0000    1.000   0.96    3.51  RCVD_DOUBLE_IP_SPAM
+  4.671   6.6755   0.0000    1.000   0.95    3.52  X_MESSAGE_INFO
+ 60.676  86.7089   0.0302    1.000   0.94    0.00  BAYES_99
+  4.343   6.2058   0.0038    0.999   0.93    3.36  FORGED_MUA_OUTLOOK
+  4.581   6.5435   0.0094    0.999   0.92    2.13  REPTO_QUOTE_YAHOO
+  4.394   6.2762   0.0075    0.999   0.92    2.58  HTML_IMAGE_ONLY_08
+  3.645   5.2087   0.0019    1.000   0.92    1.83  DRUGS_ERECTILE_OBFU
+  4.231   6.0446   0.0057    0.999   0.92    2.79  MSGID_RANDY
+  3.383   4.8353   0.0000    1.000   0.92    3.04  FORGED_OUTLOOK_TAGS
+  4.129   5.8988   0.0057    0.999   0.91    3.12  LONGWORDS
+  3.122   4.4620   0.0000    1.000   0.91    3.36  MIME_BAD_ISO_CHARSET
+  3.033   4.3356   0.0000    1.000   0.91    3.28  HELO_DYNAMIC_DHCP
+  2.773   3.9630   0.0000    1.000   0.90    1.86  DATE_SPAMWARE_Y2K
+  2.909   4.1566   0.0019    1.000   0.90    3.28  HELO_DYNAMIC_IPADDR2
+  2.705   3.8658   0.0000    1.000   0.90    3.28  HELO_DYNAMIC_HCC
+  2.675   3.8229   0.0000    1.000   0.90    3.28  RATWARE_ZERO_TZ
+  2.610   3.7306   0.0000    1.000   0.90    3.28  RATWARE_NAME_ID
+  4.502   6.4261   0.0189    0.997   0.89    3.12  RATWARE_OUTLOOK_NONAME
+  2.494   3.5645   0.0000    1.000   0.89    3.28  URI_NO_WWW_INFO_CGI
+  2.489   3.5573   0.0000    1.000   0.89    3.12  REMOVE_BEFORE_LINK
+  2.448   3.4989   0.0000    1.000   0.89    3.20  NO_PRESCRIPTION
+  2.340   3.3451   0.0000    1.000   0.88    2.47  MSGID_YAHOO_CAPS
+  2.312   3.3046   0.0000    1.000   0.88    3.28  FROM_ILLEGAL_CHARS
+  2.091   2.9887   0.0000    1.000   0.87    3.20  MSGID_DOLLARS_RANDOM
+  2.582   3.6877   0.0075    0.998   0.87    1.84  DRUGS_ANXIETY
+  3.640   5.1941   0.0189    0.996   0.87    2.29  HTML_IMAGE_ONLY_12
+  2.683   3.8302   0.0113    0.997   0.87    3.12  MSGID_DOLLARS
+  2.045   2.9215   0.0019    0.999   0.86    2.61  HTML_TINY_FONT
+  1.996   2.8526   0.0000    1.000   0.86    3.20  HEADER_SPAM
+  2.009   2.8712   0.0019    0.999   0.86    0.66  DRUGS_ANXIETY_EREC
+  2.091   2.9862   0.0057    0.998   0.86    2.96  INVESTMENT_ADVICE
+  5.611   8.0022   0.0396    0.995   0.86    2.48  FROM_LOCAL_NOVOWEL
+  2.017   2.8818   0.0038    0.999   0.86    1.74  FUZZY_VLIUM
+  4.575   6.5241   0.0340    0.995   0.85    2.42  RATWARE_MS_HASH
+  1.982   2.8324   0.0019    0.999   0.85    2.15  FUZZY_VPILL
+  1.769   2.5278   0.0000    1.000   0.85    3.20  FORGED_MSGID_YAHOO
+  3.204   4.5681   0.0264    0.994   0.84    2.30  HTML_SHORT_LINK_IMG_2
+  1.943   2.7740   0.0057    0.998   0.84    1.85  FUZZY_CPILL
+  1.777   2.5375   0.0038    0.999   0.84    1.15  INTERRUPTUS
+  4.016   5.7247   0.0340    0.994   0.83    2.05  MIME_BASE64_TEXT
+  2.724   3.8829   0.0245    0.994   0.83    1.33  HTTP_EXCESSIVE_ESCAPES
+  1.764   2.5189   0.0038    0.999   0.83    0.54  HTML_BACKHAIR_8
+  1.659   2.3683   0.0057    0.998   0.82    1.54  DRUGS_DIET
+  1.446   2.0670   0.0000    1.000   0.82    2.66  FUZZY_VICODIN
+  1.794   2.5594   0.0113    0.996   0.82    0.00  BAYES_95
+  1.437   2.0540   0.0000    1.000   0.82    0.13  DRUGS_ANXIETY_OBFU
+  2.191   3.1215   0.0226    0.993   0.81    2.07  UNIQUE_WORDS
+  1.979   2.8202   0.0189    0.993   0.81    0.00  BAYES_80
+  1.492   2.1293   0.0075    0.996   0.81    2.88  FUZZY_XPILL
+  7.986  11.3853   0.0660    0.994   0.80    2.16  DRUGS_ERECTILE
+  1.632   2.3270   0.0132    0.994   0.80    2.88  MSGID_MULTIPLE_AT
+  1.185   1.6936   0.0000    1.000   0.80    3.02  ADVANCE_FEE_4
+  1.142   1.6328   0.0000    1.000   0.79    2.96  DRUGS_PAIN_OBFU
+  1.142   1.6320   0.0000    1.000   0.79    0.04  DRUGS_MANYKINDS
+  1.932   2.7514   0.0226    0.992   0.79    2.32  DATE_IN_FUTURE_12_24
+  1.170   1.6709   0.0019    0.999   0.79    2.88  SUBJECT_DRUG_GAP_C
+  1.361   1.9422   0.0075    0.996   0.79    2.87  ADVANCE_FEE_3
+  1.168   1.6677   0.0038    0.998   0.79    2.80  X_IP
+  2.447   3.4811   0.0377    0.989   0.78    0.67  HTML_IMAGE_ONLY_16
+  2.429   3.4560   0.0377    0.989   0.78    0.16  RCVD_DOUBLE_IP_LOOSE
+  1.240   1.7689   0.0094    0.995   0.78    2.80  SORTED_RECIPS
+  1.043   1.4895   0.0019    0.999   0.78    2.96  FUZZY_MORTGAGE
+  1.010   1.4433   0.0019    0.999   0.77    1.65  HEAD_ILLEGAL_CHARS
+  0.979   1.3988   0.0000    1.000   0.77    2.82  HTML_IMAGE_ONLY_04
+  0.987   1.4093   0.0019    0.999   0.77    2.88  HTML_EXTRA_CLOSE
+  0.953   1.3615   0.0000    1.000   0.77    2.88  FUZZY_GUARANTEE
+  2.584   3.6731   0.0453    0.988   0.77    0.01  HTML_FONT_TINY
+  0.993   1.4182   0.0038    0.997   0.77    2.81  SUBJECT_FUZZY_MEDS
+  0.974   1.3899   0.0038    0.997   0.76    2.88  PERCENT_RANDOM
+  0.907   1.2967   0.0000    1.000   0.76    2.88  FUZZY_PRESCRIPT
+  2.245   3.1904   0.0434    0.987   0.76    0.91  HTML_SHORT_LINK_IMG_3
+  0.900   1.2862   0.0000    1.000   0.76    2.88  RATWARE_EFROM
+  3.437   4.8872   0.0585    0.988   0.76    1.89  URI_NOVOWEL
+  0.891   1.2732   0.0000    1.000   0.76    2.88  RATWARE_RCVD_AT
+  0.920   1.3137   0.0038    0.997   0.76    0.31  DRUGS_SLEEP
+  1.791   2.5448   0.0359    0.986   0.75    0.78  SUBJECT_EXCESS_BASE64
+  0.901   1.2862   0.0038    0.997   0.75    2.88  FORGED_MUA_AOL_FROM
+  0.881   1.2578   0.0019    0.999   0.75    2.88  HELO_DYNAMIC_SPLIT_IP
+  1.220   1.7357   0.0189    0.989   0.75    1.33  HTML_FONT_LOW_CONTRAST
+  1.101   1.5672   0.0151    0.990   0.75    0.54  DRUGS_MUSCLE
+  0.876   1.2505   0.0019    0.998   0.75    2.72  ONLINE_PHARMACY
+  0.842   1.2028   0.0000    1.000   0.75    2.24  HTTP_77
+  0.836   1.1955   0.0000    1.000   0.74    2.44  DRUGS_SLEEP_EREC
+  0.878   1.2538   0.0038    0.997   0.74    0.00  REPTO_QUOTE_AOL
+  0.847   1.2100   0.0019    0.998   0.74    2.88  FUZZY_MILLION
+  2.604   3.6974   0.0566    0.985   0.74    0.01  HTTP_ESCAPED_HOST
+  0.900   1.2829   0.0075    0.994   0.74    1.94  HTML_OBFUSCATE_10_20
+  0.788   1.1266   0.0000    1.000   0.74    2.80  FUZZY_PLEASE
+  1.008   1.4336   0.0151    0.990   0.74    1.16  FRONTPAGE
+  1.546   2.1957   0.0340    0.985   0.74    0.00  BAYES_60
+  0.786   1.1234   0.0000    1.000   0.74    2.88  RATWARE_RCVD_PF
+  1.580   2.2435   0.0359    0.984   0.73    2.16  PRIORITY_NO_NAME
+  0.789   1.1266   0.0019    0.998   0.73    2.42  DAV_NON_HOTMAIL
+  0.864   1.2319   0.0075    0.994   0.73    2.53  FUZZY_REFINANCE
+  0.780   1.1145   0.0019    0.998   0.73    1.55  HTML_TITLE_SUBJ_DIFF
+  1.638   2.3245   0.0396    0.983   0.73    2.06  DATE_IN_FUTURE_03_06
+  1.607   2.2800   0.0396    0.983   0.73    1.70  MIME_HTML_MOSTLY
+ 28.687   0.0551  95.3904    0.001   0.72    0.00  BAYES_00
+  0.732   1.0456   0.0000    1.000   0.72    2.80  HELO_DYNAMIC_COMCAST
+  0.725   1.0367   0.0000    1.000   0.72    2.80  REPTO_QUOTE_MSN
+  0.726   1.0359   0.0038    0.996   0.71    2.40  MSGID_SPAM_LETTERS
+  2.023   2.8672   0.0566    0.981   0.71    1.11  HTML_IMAGE_ONLY_20
+  4.891   6.9469   0.1019    0.986   0.71    0.00  HTML_MIME_NO_HTML_TAG
+  0.660   0.9436   0.0000    1.000   0.70    2.72  HTML_OBFUSCATE_20_30
+  0.813   1.1558   0.0151    0.987   0.70    2.16  RCVD_FAKE_HELO_DOTCOM
+  0.695   0.9906   0.0057    0.994   0.70    2.40  FORGED_HOTMAIL_RCVD
+  0.690   0.9833   0.0057    0.994   0.70    0.55  DRUG_ED_CAPS
+  0.704   1.0035   0.0075    0.993   0.70    2.34  RUDE_HTML
+  0.615   0.8788   0.0000    1.000   0.70    2.72  INVALID_TZ_EST
+  0.610   0.8715   0.0000    1.000   0.69    2.72  FUZZY_MEDICATION
+  0.776   1.1031   0.0151    0.987   0.69    1.84  X_MAILER_SPAM
+  0.584   0.8350   0.0000    1.000   0.69    2.72  SUBJECT_DRUG_GAP_VIC
+  0.687   0.9792   0.0075    0.992   0.69    2.48  BAD_ENC_HEADER
+  2.068   2.9271   0.0679    0.977   0.69    1.65  FORGED_HOTMAIL_RCVD2
+  0.575   0.8213   0.0000    1.000   0.69    2.64  FUZZY_OBLIGATION
+  0.684   0.9744   0.0075    0.992   0.69    2.72  FUZZY_ERECT
+  0.767   1.0894   0.0170    0.985   0.69    1.65  MPART_ALT_DIFF_COUNT
+  0.568   0.8116   0.0000    1.000   0.68    2.54  FUZZY_PRICES
+  0.631   0.8998   0.0057    0.994   0.68    2.48  FORGED_MUA_IMS
+  0.563   0.8043   0.0000    1.000   0.68    2.64  RATWARE_EGROUPS
+  0.573   0.8180   0.0019    0.998   0.68    2.64  HTML_EHTML2
+  0.554   0.7913   0.0000    1.000   0.68    2.57  INVESTMENT_EXPERT
+  0.617   0.8788   0.0057    0.994   0.68    2.56  URI_UNSUBSCRIBE
+  0.799   1.1323   0.0226    0.980   0.68    1.76  SUBJ_HAS_SPACES
+  0.625   0.8901   0.0075    0.992   0.68    2.09  IMPOTENCE
+  0.553   0.7897   0.0019    0.998   0.67    2.36  MILLION_USD
+  0.572   0.8148   0.0057    0.993   0.67    0.84  MONEY_BACK
+  0.759   1.0764   0.0208    0.981   0.67    2.24  SUSPICIOUS_RECIPS
+  1.246   1.7600   0.0491    0.973   0.67    0.00  HTML_TITLE_UNTITLED
+  1.195   1.6871   0.0472    0.973   0.67    1.71  INVALID_MSGID
+  0.524   0.7484   0.0000    1.000   0.67    2.56  FUZZY_PHARMACY
+  0.515   0.7362   0.0000    1.000   0.66    2.26  SUBJECT_DRUG_GAP_X
+  0.546   0.7784   0.0057    0.993   0.66    2.07  SUBJECT_FUZZY_VPILL
+  0.513   0.7338   0.0000    1.000   0.66    2.56  FORGED_MSGID_HOTMAIL
+  1.499   2.1164   0.0604    0.972   0.66    1.61  ADVANCE_FEE_2
+  1.848   2.6104   0.0717    0.973   0.66    1.73  MISSING_SUBJECT
+  0.505   0.7225   0.0000    1.000   0.66    2.18  FORGED_IMS_HTML
+  0.534   0.7605   0.0057    0.993   0.66    0.34  REPTO_QUOTE_QUALCOMM
+  0.502   0.7176   0.0000    1.000   0.66    0.48  HTML_TITLE_LONG
+  8.185  11.6348   0.1472    0.988   0.66    1.66  MISSING_MIMEOLE
+  0.541   0.7694   0.0075    0.990   0.66    1.31  SUBJ_BUY
+  0.531   0.7565   0.0057    0.993   0.66    0.00  REPTO_QUOTE_IMS
+  0.495   0.7071   0.0000    1.000   0.66    2.56  FORGED_THEBAT_HTML
+  1.293   1.8232   0.0566    0.970   0.66    1.52  UNRESOLVED_TEMPLATE
+  0.491   0.7022   0.0000    1.000   0.65    2.25  FORGED_MUA_THEBAT_BOUN
+  0.677   0.9598   0.0189    0.981   0.65    1.93  INVALID_TZ_GMT
+  0.619   0.8788   0.0151    0.983   0.65    0.29  SPOOF_OURI
+  0.935   1.3186   0.0415    0.969   0.65    1.68  DATE_IN_FUTURE_06_12
+  0.634   0.8990   0.0170    0.981   0.65    1.42  HTML_OBFUSCATE_05_10
+  0.477   0.6812   0.0000    1.000   0.65    2.56  FUZZY_PHENT
+  0.460   0.6569   0.0000    1.000   0.64    2.48  FAKE_OUTBLAZE_RCVD
+  4.539   6.4293   0.1359    0.979   0.64    1.51  FORGED_YAHOO_RCVD
+  0.535   0.7597   0.0113    0.985   0.64    1.31  ALL_NATURAL
+  0.454   0.6488   0.0000    1.000   0.64    2.48  URI_NO_WWW_BIZ_CGI
+  0.409   0.5848   0.0000    1.000   0.64    2.48  MALE_ENHANCE
+  2.890   4.0821   0.1132    0.973   0.63    0.28  DRUGS_PAIN
+  0.397   0.5670   0.0000    1.000   0.63    2.34  DRUG_DOSAGE
+  0.394   0.5637   0.0000    1.000   0.63    2.44  FORGED_MUA_EUDORA
+  2.114   2.9790   0.1000    0.968   0.63    1.70  INVALID_DATE
+  0.389   0.5564   0.0000    1.000   0.63    2.48  HTML_OBFUSCATE_30_40
+  0.485   0.6884   0.0094    0.986   0.63    1.76  HTML_LINK_PUSH_HERE
+  4.763   6.7436   0.1491    0.978   0.62    1.72  BIZ_TLD
+  0.377   0.5394   0.0000    1.000   0.62    2.48  MSGID_SHORT
+  0.679   0.9573   0.0302    0.969   0.62    0.00  FUZZY_AMBIEN
+  2.847   4.0165   0.1226    0.970   0.62    1.58  RCVD_ILLEGAL_IP
+  0.469   0.6666   0.0094    0.986   0.62    2.32  SPOOF_COM2COM
+  0.372   0.5321   0.0000    1.000   0.62    2.44  SUBJECT_DRUG_GAP_VA
+  0.369   0.5281   0.0000    1.000   0.62    2.40  FUZZY_BILLION
+  0.368   0.5265   0.0000    1.000   0.62    2.48  VIA_GAP_GRA
+  0.530   0.7492   0.0189    0.975   0.62    0.11  URI_AFFILIATE
+  0.374   0.5338   0.0019    0.996   0.62    1.66  FROM_BLANK_NAME
+  0.362   0.5176   0.0000    1.000   0.62    2.48  UNCLOSED_BRACKET
+  0.360   0.5143   0.0000    1.000   0.61    2.19  FUZZY_ROLEX
+  0.360   0.5143   0.0000    1.000   0.61    2.48  KOREAN_UCE_SUBJECT
+  0.370   0.5281   0.0019    0.996   0.61    1.98  FUZZY_CREDIT
+  0.363   0.5176   0.0019    0.996   0.61    1.21  FORGED_MUA_OIMO
+  0.351   0.5022   0.0000    1.000   0.61    2.11  DRUGS_DIET_OBFU
+  0.526   0.7427   0.0208    0.973   0.61    1.82  BODY_ENHANCEMENT2
+  0.801   1.1250   0.0472    0.960   0.61    1.23  HTML_00_10
+  0.809   1.1355   0.0491    0.959   0.61    0.00  HTML_BACKHAIR_4
+  0.337   0.4819   0.0000    1.000   0.61    2.40  HELO_DYNAMIC_ATTBI
+  1.473   2.0686   0.0849    0.961   0.61    1.44  HTML_IMAGE_ONLY_28
+  0.643   0.9039   0.0359    0.962   0.60    1.60  DEAR_SOMETHING
+  1.240   1.7389   0.0774    0.957   0.60    1.32  HTML_IMAGE_ONLY_24
+  0.329   0.4698   0.0000    1.000   0.60    2.40  FORGED_MSGID_EXCITE
+  0.505   0.7136   0.0208    0.972   0.60    0.05  BANG_GUAR
+  0.352   0.5022   0.0038    0.993   0.60    2.32  CUM_SHOT
+  0.885   1.2408   0.0566    0.956   0.60    0.00  X_MSMAIL_PRIORITY_HIGH
+  0.713   1.0011   0.0434    0.958   0.60    1.75  DATE_IN_PAST_96_XX
+  0.493   0.6957   0.0208    0.971   0.60    1.43  EMPTY_MESSAGE
+  1.105   1.5478   0.0736    0.955   0.59    0.06  HTML_TAG_BALANCE_BODY
+  0.385   0.5451   0.0113    0.980   0.59    1.61  HTML_SHORT_LENGTH
+  0.312   0.4463   0.0000    1.000   0.59    2.40  MIME_BOUND_DIGITS_15
+  0.301   0.4309   0.0000    1.000   0.59    2.40  RATWARE_OE_MALFORMED
+  0.301   0.4301   0.0000    1.000   0.59    0.01  HTML_NONELEMENT_80_90
+  0.297   0.4244   0.0000    1.000   0.59    2.24  REPTO_OVERQUOTE_THEBAT
+  0.315   0.4479   0.0038    0.992   0.58    2.32  X_PRIORITY_CC
+  0.283   0.4050   0.0000    1.000   0.58    0.45  HTML_NONELEMENT_70_80
+  0.282   0.4033   0.0000    1.000   0.58    2.24  FUZZY_THOUSANDS
+  0.411   0.5783   0.0208    0.965   0.58    0.40  URG_BIZ
+  1.047   1.4619   0.0792    0.949   0.58    0.89  SUBJECT_ENCODED_TWICE
+  0.277   0.3961   0.0000    1.000   0.58    2.05  FORGED_IMS_TAGS
+  0.277   0.3961   0.0000    1.000   0.58    2.32  FUZZY_CELEBREX
+  0.290   0.4123   0.0038    0.991   0.58    2.14  HTML_TAG_BALANCE_HEAD
+  6.626   9.3815   0.2076    0.978   0.58    1.25  HTML_IMAGE_RATIO_02
+  0.755   1.0562   0.0547    0.951   0.57    0.21  US_DOLLARS_3
+  0.337   0.4762   0.0113    0.977   0.57    2.16  DOMAIN_4U2
+  0.292   0.4155   0.0057    0.987   0.57    2.16  SUBJECT_SEXUAL
+  0.317   0.4495   0.0094    0.979   0.57    2.08  QUALIFY_FOR_THIS
+  0.271   0.3872   0.0000    1.000   0.57    2.32  REPLICA_WATCH
+  0.281   0.3993   0.0038    0.991   0.57    1.39  UPPERCASE_75_100
+  0.280   0.3985   0.0038    0.991   0.57    2.08  DATE_IN_FUTURE_24_48
+  0.280   0.3985   0.0038    0.991   0.57    0.01  HTML_NONELEMENT_40_50
+  0.274   0.3912   0.0019    0.995   0.57    0.81  OBFUSCATING_COMMENT
+  0.260   0.3718   0.0000    1.000   0.57    2.24  HELO_DYNAMIC_YAHOOBB
+  0.589   0.8221   0.0453    0.948   0.57    1.50  BLANK_LINES_70_80
+  0.351   0.4949   0.0151    0.970   0.57    1.88  FROM_ENDS_IN_NUMS
+  0.499   0.6998   0.0321    0.956   0.57    0.00  HTML_SHOUTING4
+  0.276   0.3928   0.0038    0.990   0.57    2.24  MORE_SEX
+  0.250   0.3580   0.0000    1.000   0.57    2.24  FUZZY_MONEY
+  0.394   0.5540   0.0226    0.961   0.56    0.11  HTML_FONT_SIZE_TINY
+  0.249   0.3556   0.0000    1.000   0.56    2.04  INVALID_TZ_CST
+  0.248   0.3539   0.0000    1.000   0.56    1.70  FORGED_AOL_TAGS
+  0.240   0.3426   0.0000    1.000   0.56    1.97  SUBJECT_FUZZY_PENIS
+  0.320   0.4503   0.0151    0.968   0.56    2.00  TRACKER_ID
+  0.237   0.3394   0.0000    1.000   0.56    0.00  HTML_NONELEMENT_90_100
+  0.760   1.0602   0.0623    0.945   0.55    1.50  BAD_CREDIT
+  0.236   0.3377   0.0000    1.000   0.55    2.24  HTML_SHORT_CENTER
+  0.328   0.4609   0.0170    0.964   0.55    0.00  HTML_COMMENT_SAVED_URL
+  0.232   0.3313   0.0000    1.000   0.55    2.05  HTML_OBFUSCATE_50_60
+  0.399   0.5580   0.0283    0.952   0.55    0.21  UPPERCASE_50_75
+  0.336   0.4722   0.0189    0.962   0.55    1.60  GAPPY_SUBJECT
+  0.308   0.4341   0.0151    0.966   0.55    1.97  FROM_ALL_NUMS
+  1.511   2.1107   0.1132    0.949   0.55    0.01  MIME_BASE64_BLANKS
+  0.247   0.3507   0.0038    0.989   0.55    2.16  EM_ROLEX
+  0.273   0.3872   0.0075    0.981   0.55    1.92  URI_SCHEME_MIXED_CASE
+  0.462   0.6463   0.0340    0.950   0.55    1.76  FROM_HAS_MIXED_NUMS
+  0.227   0.3240   0.0000    1.000   0.55    2.16  MIME_BOUND_RKFINDY
+  0.224   0.3207   0.0000    1.000   0.55    1.73  SUBJECT_DRUG_GAP_S
+  1.295   1.8037   0.1094    0.943   0.54    0.06  X_PRIORITY_HIGH
+  0.240   0.3402   0.0057    0.984   0.54    1.92  DATE_IN_FUTURE_96_XX
+  0.275   0.3888   0.0113    0.972   0.54    1.09  BODY_ENHANCEMENT
+  0.232   0.3296   0.0038    0.989   0.54    0.06  HTML_NONELEMENT_60_70
+  0.989   1.3753   0.0906    0.938   0.54    1.42  HTML_IMAGE_ONLY_32
+  0.215   0.3070   0.0000    1.000   0.54    2.16  NOT_ADVISOR
+  0.341   0.4771   0.0245    0.951   0.54    0.01  X_AUTH_WARN_FAKED
+  0.222   0.3167   0.0019    0.994   0.54    2.16  STRONG_BUY
+  0.211   0.3013   0.0000    1.000   0.54    2.00  FROM_LOCAL_HEX
+  0.224   0.3191   0.0038    0.988   0.53    0.05  HTML_NONELEMENT_50_60
+  0.203   0.2900   0.0000    1.000   0.53    2.04  SUBJECT_FUZZY_CHEAP
+  0.202   0.2891   0.0000    1.000   0.53    2.16  HTML_OBFUSCATE_40_50
+  0.206   0.2940   0.0019    0.994   0.53    1.96  PRICES_ARE_AFFORDABLE
+  0.202   0.2883   0.0000    1.000   0.53    2.16  FUZZY_REMOVE
+  0.201   0.2875   0.0000    1.000   0.53    2.16  FUZZY_TRAMADOL
+  0.196   0.2794   0.0000    1.000   0.53    2.16  FAKE_HELO_MAIL_COM_DOM
+  0.190   0.2721   0.0000    1.000   0.52    2.08  HELO_DYNAMIC_DIALIN
+  0.243   0.3418   0.0132    0.963   0.52    0.87  NA_DOLLARS
+  0.188   0.2681   0.0000    1.000   0.52    2.16  MIME_BOUND_MANY_HEX
+  0.939   1.2991   0.1000    0.929   0.52    0.07  HTML_FONT_FACE_BAD
+  0.330   0.4592   0.0283    0.942   0.52    0.09  SEE_FOR_YOURSELF
+  0.221   0.3126   0.0075    0.976   0.52    0.54  SPOOF_COM2OTH
+  0.187   0.2673   0.0000    1.000   0.52    2.16  DRUG_ED_ONLINE
+  0.186   0.2665   0.0000    1.000   0.52    2.14  DRUG_ED_GENERIC
+  0.191   0.2721   0.0019    0.993   0.52    2.08  FUZZY_OFFERS
+  0.186   0.2657   0.0000    1.000   0.52    2.16  FUZZY_SOFTWARE
+  0.188   0.2673   0.0019    0.993   0.52    0.37  HTML_BADTAG_30_40
+  0.183   0.2616   0.0000    1.000   0.52    1.60  HTML_BADTAG_50_60
+  1.154   1.5996   0.1151    0.933   0.51    0.76  MANY_EXCLAMATIONS
+  0.218   0.3070   0.0094    0.970   0.51    1.84  SUB_HELLO
+  0.181   0.2592   0.0000    1.000   0.51    2.08  MSGID_OUTLOOK_INVALID
+  0.267   0.3734   0.0208    0.947   0.51    0.49  HTML_EMBEDS
+  0.202   0.2867   0.0057    0.981   0.51    1.42  HTML_FONT_SIZE_LARGE
+  0.369   0.5119   0.0377    0.931   0.51    0.00  SUBJECT_NOVOWEL
+ 13.453  19.0668   0.3755    0.981   0.51    0.00  MIME_HTML_ONLY_MULTI
+  0.195   0.2762   0.0057    0.980   0.51    1.64  HTML_TAG_EXIST_MARQUEE
+  0.175   0.2495   0.0000    1.000   0.51    2.08  X_MESSAGE_FLAG_ODD
+  0.174   0.2487   0.0000    1.000   0.51    2.08  HTML_MISSING_CTYPE
+  0.171   0.2446   0.0000    1.000   0.51    2.08  FORGED_QUALCOMM_TAGS
+  0.184   0.2608   0.0038    0.986   0.50    0.24  HTML_ATTR_UNIQUE
+  0.207   0.2908   0.0113    0.963   0.50    1.81  SPOOF_NET2COM
+  0.169   0.2414   0.0000    1.000   0.50    1.73  HTML_BADTAG_60_70
+  1.544   2.1423   0.1491    0.935   0.50    1.05  SUBJ_ALL_CAPS
+  5.027   7.0562   0.2981    0.959   0.50    0.27  HTML_TEXT_AFTER_HTML
+  0.163   0.2333   0.0000    1.000   0.50    2.08  X_MIME_AUTOCONVERTED
+  0.163   0.2333   0.0000    1.000   0.50    0.02  FUZZY_VIOXX
+  0.162   0.2316   0.0000    1.000   0.50    2.08  FAKE_HELO_MSN
+  0.167   0.2373   0.0019    0.992   0.49    0.05  HTML_NONELEMENT_30_40
+  0.159   0.2276   0.0000    1.000   0.49    2.08  URI_UPPER_LOWER
+  0.159   0.2268   0.0000    1.000   0.49    2.00  RATWARE_HASH_2_V2
+  0.247   0.3418   0.0245    0.933   0.49    0.00  HTML_BADTAG_20_30
+  0.158   0.2252   0.0000    1.000   0.49    2.00  FORGED_MSGID_MSN
+  0.169   0.2397   0.0038    0.985   0.49    1.84  ROUND_THE_WORLD_LOCAL
+  0.153   0.2187   0.0000    1.000   0.49    0.00  FROM_LOCAL_DIGITS
+  8.029  11.3116   0.3811    0.967   0.49    1.37  INFO_TLD
+  0.150   0.2138   0.0000    1.000   0.48    1.92  MSGID_RATWARE1
+ 18.086  25.6743   0.4094    0.984   0.48    0.42  MPART_ALT_DIFF
+  0.152   0.2171   0.0019    0.991   0.48    1.84  ONE_TIME
+  0.282   0.3888   0.0340    0.920   0.48    0.81  DEAR_FRIEND
+  0.145   0.2073   0.0000    1.000   0.48    1.92  HTTPS_IP_MISMATCH
+  0.173   0.2430   0.0094    0.963   0.48    1.84  DISGUISE_PORN_MUNDANE
+  0.787   1.0796   0.1038    0.912   0.48    0.90  SUBJ_HAS_UNIQ_ID
+  0.144   0.2057   0.0000    1.000   0.48    1.92  MSGID_SPAM_ALPHA_NUM
+  0.142   0.2033   0.0000    1.000   0.48    2.00  RATWARE_HASH_2
+  0.142   0.2033   0.0000    1.000   0.48    1.92  X_LIBRARY
+  2.215   3.0762   0.2094    0.936   0.48    0.22  MIME_BOUND_NEXTPART
+  0.141   0.2017   0.0000    1.000   0.47    0.06  RATWARE_MPOP_WEBMAIL
+  0.147   0.2082   0.0038    0.982   0.47    0.88  FUZZY_FOLLOW
+  0.143   0.2033   0.0019    0.991   0.47    0.00  HTML_BADTAG_40_50
+  0.145   0.2057   0.0038    0.982   0.47    1.34  FROM_STARTS_WITH_NUMS
+  4.201   5.8599   0.3377    0.946   0.47    0.00  MIME_BASE64_NO_NAME
+  0.181   0.2519   0.0170    0.937   0.46    1.15  HTML_LINK_OPT_OUT
+  0.147   0.0024   0.4830    0.005   0.46   -1.36  ALL_TRUSTED
+  0.134   0.1911   0.0000    1.000   0.46    1.92  UNCLAIMED_MONEY
+  0.227   0.3118   0.0283    0.917   0.46    1.12  WHY_WAIT
+  0.132   0.1887   0.0000    1.000   0.46    1.07  HTML_BADTAG_90_100
+  2.013   2.7886   0.2076    0.931   0.46    0.91  HTML_10_20
+  0.131   0.1879   0.0000    1.000   0.46    1.92  HTML_TAG_EXIST_BGSOUND
+  0.216   0.2964   0.0283    0.913   0.46    0.00  URI_IS_POUND
+ 18.231  25.8517   0.4774    0.982   0.46    1.44  RCVD_NUMERIC_HELO
+  0.553   0.7549   0.0830    0.901   0.46    1.04  MAILTO_TO_REMOVE
+  0.172   0.2397   0.0151    0.941   0.46    0.53  MSGID_NO_HOST
+  0.142   0.2001   0.0057    0.972   0.46    1.78  HG_HORMONE
+  0.149   0.2090   0.0094    0.957   0.46    0.00  FAKE_HELO_EXCITE
+  0.141   0.0024   0.4623    0.005   0.46   -0.00  NO_RELAYS
+  0.125   0.1782   0.0000    1.000   0.46    1.76  REFINANCE_YOUR_HOME
+  0.140   0.1976   0.0057    0.972   0.45    1.81  SUBJECT_DIET
+  0.122   0.1741   0.0000    1.000   0.45    0.54  SUBJECT_DRUG_GAP_P
+  0.138   0.1944   0.0057    0.972   0.45    0.06  AS_SEEN_ON
+  0.137   0.1936   0.0057    0.972   0.45    1.58  FROM_DOMAIN_NOVOWEL
+  0.146   0.2041   0.0094    0.956   0.45    0.00  HTML_NONELEMENT_20_30
+  0.149   0.2082   0.0113    0.948   0.45    1.67  URI_OFFERS
+  0.131   0.1863   0.0038    0.980   0.45    1.68  EXCUSE_6
+  0.181   0.2495   0.0226    0.917   0.45    0.06  CLICK_TO_REMOVE_1
+  0.121   0.1717   0.0019    0.989   0.45    1.59  SUBJECT_FUZZY_TION
+  0.114   0.1636   0.0000    1.000   0.45    1.84  HELO_DYNAMIC_ROGERS
+  0.114   0.1636   0.0000    1.000   0.45    1.92  FAKE_HELO_MAIL_COM
+  0.166   0.2292   0.0189    0.924   0.44    1.04  SATIS_GUAR
+  0.160   0.2219   0.0170    0.929   0.44    0.82  USERPASS
+  0.139   0.1944   0.0094    0.954   0.44    0.65  SUBJ_DOLLARS
+  4.834   6.7411   0.3925    0.945   0.44    0.15  HTML_TEXT_AFTER_BODY
+  0.113   0.1612   0.0000    1.000   0.44    1.84  HELO_DYNAMIC_OOL
+  0.137   0.1920   0.0094    0.953   0.44    0.47  IP_LINK_PLUS
+  0.109   0.1563   0.0000    1.000   0.44    1.62  HELO_DYNAMIC_CHELLO_NL
+  0.108   0.1539   0.0000    1.000   0.44    1.76  HTML_FORMACTION_MAILTO
+  0.128   0.1790   0.0075    0.960   0.44    0.01  HTML_FONT_SIZE_NONE
+  0.112   0.1596   0.0019    0.988   0.44    1.75  ENTITY_DEC_ALPHANUM
+  0.105   0.1506   0.0000    1.000   0.44    1.84  SUBJECT_DRUG_GAP_L
+  0.112   0.1587   0.0019    0.988   0.44    0.81  GUARANTEED_100_PERCENT
+  0.099   0.1409   0.0000    1.000   0.43    1.52  PREVENT_NONDELIVERY
+  0.099   0.1409   0.0000    1.000   0.43    1.76  ORG_MIME_TOOLS
+  0.098   0.1401   0.0000    1.000   0.43    1.84  RATWARE_MOZ_MALFORMED
+  0.098   0.1401   0.0000    1.000   0.43    1.75  RATWARE_GECKO_BUILD
+  1.471   2.0151   0.2019    0.909   0.43    0.85  EXTRA_MPART_TYPE
+  0.100   0.1425   0.0019    0.987   0.43    1.68  WHY_PAY_MORE
+  0.097   0.1393   0.0000    1.000   0.43    1.84  FUZZY_AFFORDABLE
+  0.783   1.0626   0.1302    0.891   0.43    0.36  NO_RDNS_DOTCOM_HELO
+  1.064   1.4498   0.1642    0.898   0.43    0.03  HTML_SHOUTING3
+  0.642   0.8707   0.1094    0.888   0.43    0.00  SUBJECT_EXCESS_QP
+  0.371   0.5005   0.0698    0.878   0.42    0.00  HTML_BADTAG_10_20
+  0.094   0.1344   0.0000    1.000   0.42    1.76  FUZZY_MILF
+  0.092   0.1312   0.0000    1.000   0.42    1.68  STOCK_ALERT
+  0.398   0.5362   0.0774    0.874   0.42    0.24  MAILTO_SUBJ_REMOVE
+  0.097   0.1377   0.0019    0.986   0.42    1.44  NO_FORMS
+  0.494   0.6682   0.0887    0.883   0.42    0.49  NO_OBLIGATION
+  0.137   0.1887   0.0151    0.926   0.42    0.47  SAVE_THOUSANDS
+  0.560   0.7557   0.1038    0.879   0.42    0.04  CLICK_BELOW_CAPS
+  0.090   0.1280   0.0000    1.000   0.42    1.76  FORGED_MUA_THEBAT_CS
+  0.477   0.6439   0.0868    0.881   0.42    0.00  RISK_FREE
+  0.121   0.1685   0.0113    0.937   0.42    1.69  FORGED_JUNO_RCVD
+  0.101   0.1417   0.0057    0.962   0.42    1.52  REFINANCE_NOW
+  0.087   0.1239   0.0000    1.000   0.42    1.68  DATE_IN_FUTURE_48_96
+  0.184   0.2487   0.0340    0.880   0.42    1.00  SOMETHING_FOR_ADULTS
+  0.123   0.1701   0.0132    0.928   0.41    1.34  EXCUSE_REMOVE
+  0.178   0.2406   0.0321    0.882   0.41    0.01  PORN_URL_SEX
+  0.090   0.1272   0.0019    0.985   0.41    0.00  HTML_SHORT_COMMENT
+  0.125   0.1725   0.0151    0.920   0.41    1.48  MARKETING_PARTNERS
+  0.079   0.1126   0.0000    1.000   0.41    1.64  HTML_OBFUSCATE_60_70
+  0.115   0.1596   0.0113    0.934   0.41    1.56  LOCALPART_IN_SUBJECT
+  0.141   0.1928   0.0208    0.903   0.41    0.07  OPTING_OUT_CAPS
+  0.118   0.1636   0.0132    0.925   0.41    0.65  FROM_EXCESS_BASE64
+  0.083   0.1174   0.0019    0.984   0.41    1.68  FROM_OFFERS
+  0.076   0.1085   0.0000    1.000   0.41    1.27  RATWARE_NETIP
+  0.070   0.1004   0.0000    1.000   0.40    1.68  HELO_DYNAMIC_ADELPHIA
+  0.070   0.1004   0.0000    1.000   0.40    1.76  RCVD_AM_PM
+  2.156   2.9344   0.3415    0.896   0.40    0.03  NORMAL_HTTP_TO_IP
+  1.834   2.5011   0.2793    0.900   0.40    0.74  DATE_IN_PAST_03_06
+  0.088   0.1231   0.0057    0.956   0.40    1.41  SUBJ_YOUR_DEBT
+  0.079   0.1118   0.0038    0.967   0.40    1.60  SUBJ_YOUR_FAMILY
+  0.097   0.1344   0.0094    0.934   0.40    1.12  WEIRD_QUOTING
+  0.070   0.0996   0.0019    0.981   0.40    1.68  OBSCURED_EMAIL
+  0.065   0.0931   0.0000    1.000   0.40    0.12  HTML_ATTR_BAD
+  0.069   0.0980   0.0019    0.981   0.40    1.42  ENGLISH_UCE_SUBJECT
+  0.063   0.0899   0.0000    1.000   0.40    1.60  RATWARE_BOUND_PIECE
+  0.968   1.3089   0.1736    0.883   0.40    0.63  DIET_1
+  0.068   0.0964   0.0019    0.981   0.39    0.01  X_ORIG_IP_NOT_IPV4
+  0.062   0.0891   0.0000    1.000   0.39    0.73  BANG_EXERCISE
+  0.242   0.3215   0.0566    0.850   0.39    0.29  SUB_FREE_OFFER
+  0.217   0.2883   0.0509    0.850   0.39    1.05  ADDRESS_IN_SUBJECT
+  0.133   0.1790   0.0245    0.879   0.39    0.00  SUBJ_CONSONANTS
+  0.060   0.0850   0.0000    1.000   0.39    1.51  SUBJ_AS_SEEN
+  0.067   0.0940   0.0038    0.961   0.39    0.05  BILLION_DOLLARS
+  0.059   0.0000   0.1962    0.000   0.39  -100.00  USER_IN_WHITELIST
+  1.055   1.4206   0.2038    0.875   0.39    0.85  DATE_IN_PAST_06_12
+  0.083   0.1142   0.0094    0.924   0.39    1.27  ML_MARKETING
+  0.061   0.0867   0.0019    0.979   0.39    1.38  ADDR_NUMS_AT_BIGSITE
+  0.076   0.1053   0.0075    0.933   0.39    0.76  URI_4YOU
+  0.061   0.0859   0.0019    0.978   0.39    0.90  MSGID_LONG
+  0.246   0.3256   0.0604    0.844   0.39    0.68  EXCUSE_10
+  0.057   0.0810   0.0000    1.000   0.39    1.52  SUBJ_LIFE_INSURANCE
+  0.060   0.0850   0.0019    0.978   0.38    3.20  CHARSET_FARAWAY_HEADER
+  0.056   0.0794   0.0000    1.000   0.38    1.50  AMATEUR_PORN
+  0.200   0.0211   0.6170    0.033   0.38    0.00  BAYES_05
+  0.073   0.1004   0.0075    0.930   0.38    0.10  HAIR_LOSS
+  0.062   0.0875   0.0038    0.959   0.38    0.52  PORN_15
+  0.054   0.0769   0.0000    1.000   0.38    1.52  HTML_BADTAG_70_80
+  2.505   3.4139   0.3887    0.898   0.38    0.91  HTML_20_30

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