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Posted to commits@spamassassin.apache.org by jm...@apache.org on 2007/02/27 17:58:29 UTC

svn commit: r512321 [2/2] - in /spamassassin/trunk/rules: STATISTICS-set0.txt STATISTICS-set1.txt STATISTICS-set2.txt STATISTICS-set3.txt

Modified: spamassassin/trunk/rules/STATISTICS-set3.txt
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rules/STATISTICS-set3.txt?view=diff&rev=512321&r1=512320&r2=512321
==============================================================================
--- spamassassin/trunk/rules/STATISTICS-set3.txt (original)
+++ spamassassin/trunk/rules/STATISTICS-set3.txt Tue Feb 27 08:58:28 2007
@@ -3,160 +3,160 @@
 Classification success on test corpora, at default threshold:
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  67503  99.93%
-# Correctly spam:     117457  98.63%
-# False positives:        47  0.07%
-# False negatives:      1626  1.37%
-# TCR(l=50): 29.950453  SpamRecall: 98.635%  SpamPrec: 99.960%
+# Correctly non-spam:  67508  99.94%
+# Correctly spam:     117303  98.51%
+# False positives:        42  0.06%
+# False negatives:      1780  1.49%
+# TCR(l=50): 30.691495  SpamRecall: 98.505%  SpamPrec: 99.964%
 
 Results on test corpora at various alternative thresholds:
 
 # SUMMARY for threshold -4.0:
-# Correctly non-spam:    718  1.06%
+# Correctly non-spam:    723  1.07%
 # Correctly spam:     119083  100.00%
-# False positives:     66832  98.94%
+# False positives:     66827  98.93%
 # False negatives:         0  0.00%
-# TCR(l=50): 0.035637  SpamRecall: 100.000%  SpamPrec: 64.052%
+# TCR(l=50): 0.035639  SpamRecall: 100.000%  SpamPrec: 64.054%
 
 # SUMMARY for threshold -3.0:
-# Correctly non-spam:    796  1.18%
+# Correctly non-spam:    816  1.21%
 # Correctly spam:     119082  100.00%
-# False positives:     66754  98.82%
+# False positives:     66734  98.79%
 # False negatives:         1  0.00%
-# TCR(l=50): 0.035678  SpamRecall: 99.999%  SpamPrec: 64.079%
+# TCR(l=50): 0.035689  SpamRecall: 99.999%  SpamPrec: 64.086%
 
 # SUMMARY for threshold -2.0:
-# Correctly non-spam:  49099  72.69%
+# Correctly non-spam:  49401  73.13%
 # Correctly spam:     119081  100.00%
-# False positives:     18451  27.31%
+# False positives:     18149  26.87%
 # False negatives:         2  0.00%
-# TCR(l=50): 0.129080  SpamRecall: 99.998%  SpamPrec: 86.584%
+# TCR(l=50): 0.131228  SpamRecall: 99.998%  SpamPrec: 86.775%
 
 # SUMMARY for threshold -1.0:
-# Correctly non-spam:  55498  82.16%
-# Correctly spam:     119080  100.00%
-# False positives:     12052  17.84%
-# False negatives:         3  0.00%
-# TCR(l=50): 0.197614  SpamRecall: 99.997%  SpamPrec: 90.809%
+# Correctly non-spam:  55728  82.50%
+# Correctly spam:     119079  100.00%
+# False positives:     11822  17.50%
+# False negatives:         4  0.00%
+# TCR(l=50): 0.201459  SpamRecall: 99.997%  SpamPrec: 90.969%
 
 # SUMMARY for threshold 0.0:
-# Correctly non-spam:  61767  91.44%
-# Correctly spam:     119069  99.99%
-# False positives:      5783  8.56%
-# False negatives:        14  0.01%
-# TCR(l=50): 0.411818  SpamRecall: 99.988%  SpamPrec: 95.368%
+# Correctly non-spam:  61994  91.77%
+# Correctly spam:     119065  99.98%
+# False positives:      5556  8.23%
+# False negatives:        18  0.02%
+# TCR(l=50): 0.428637  SpamRecall: 99.985%  SpamPrec: 95.542%
 
 # SUMMARY for threshold 1.0:
-# Correctly non-spam:  65548  97.04%
-# Correctly spam:     119015  99.94%
-# False positives:      2002  2.96%
-# False negatives:        68  0.06%
-# TCR(l=50): 1.188833  SpamRecall: 99.943%  SpamPrec: 98.346%
+# Correctly non-spam:  65688  97.24%
+# Correctly spam:     119012  99.94%
+# False positives:      1862  2.76%
+# False negatives:        71  0.06%
+# TCR(l=50): 1.278112  SpamRecall: 99.940%  SpamPrec: 98.460%
 
 # SUMMARY for threshold 2.0:
-# Correctly non-spam:  66637  98.65%
-# Correctly spam:     118922  99.86%
-# False positives:       913  1.35%
-# False negatives:       161  0.14%
-# TCR(l=50): 2.599441  SpamRecall: 99.865%  SpamPrec: 99.238%
+# Correctly non-spam:  66745  98.81%
+# Correctly spam:     118903  99.85%
+# False positives:       805  1.19%
+# False negatives:       180  0.15%
+# TCR(l=50): 2.945412  SpamRecall: 99.849%  SpamPrec: 99.328%
 
 # SUMMARY for threshold 3.0:
-# Correctly non-spam:  67217  99.51%
-# Correctly spam:     118784  99.75%
-# False positives:       333  0.49%
-# False negatives:       299  0.25%
-# TCR(l=50): 7.025960  SpamRecall: 99.749%  SpamPrec: 99.720%
+# Correctly non-spam:  67260  99.57%
+# Correctly spam:     118770  99.74%
+# False positives:       290  0.43%
+# False negatives:       313  0.26%
+# TCR(l=50): 8.039087  SpamRecall: 99.737%  SpamPrec: 99.756%
 
 # SUMMARY for threshold 4.0:
-# Correctly non-spam:  67427  99.82%
-# Correctly spam:     118052  99.13%
-# False positives:       123  0.18%
-# False negatives:      1031  0.87%
-# TCR(l=50): 16.583066  SpamRecall: 99.134%  SpamPrec: 99.896%
+# Correctly non-spam:  67446  99.85%
+# Correctly spam:     117999  99.09%
+# False positives:       104  0.15%
+# False negatives:      1084  0.91%
+# TCR(l=50): 18.950191  SpamRecall: 99.090%  SpamPrec: 99.912%
 
 # SUMMARY for threshold 4.5:
-# Correctly non-spam:  67469  99.88%
-# Correctly spam:     117840  98.96%
-# False positives:        81  0.12%
-# False negatives:      1243  1.04%
-# TCR(l=50): 22.498205  SpamRecall: 98.956%  SpamPrec: 99.931%
+# Correctly non-spam:  67482  99.90%
+# Correctly spam:     117738  98.87%
+# False positives:        68  0.10%
+# False negatives:      1345  1.13%
+# TCR(l=50): 25.096523  SpamRecall: 98.871%  SpamPrec: 99.942%
 
 # SUMMARY for threshold 5.5:
-# Correctly non-spam:  67515  99.95%
-# Correctly spam:     116781  98.07%
-# False positives:        35  0.05%
-# False negatives:      2302  1.93%
-# TCR(l=50): 29.388697  SpamRecall: 98.067%  SpamPrec: 99.970%
+# Correctly non-spam:  67522  99.96%
+# Correctly spam:     116618  97.93%
+# False positives:        28  0.04%
+# False negatives:      2465  2.07%
+# TCR(l=50): 30.810608  SpamRecall: 97.930%  SpamPrec: 99.976%
 
 # SUMMARY for threshold 6.0:
-# Correctly non-spam:  67529  99.97%
-# Correctly spam:     116156  97.54%
-# False positives:        21  0.03%
-# False negatives:      2927  2.46%
-# TCR(l=50): 29.942922  SpamRecall: 97.542%  SpamPrec: 99.982%
+# Correctly non-spam:  67531  99.97%
+# Correctly spam:     115906  97.33%
+# False positives:        19  0.03%
+# False negatives:      3177  2.67%
+# TCR(l=50): 28.854616  SpamRecall: 97.332%  SpamPrec: 99.984%
 
 # SUMMARY for threshold 6.5:
-# Correctly non-spam:  67538  99.98%
-# Correctly spam:     115355  96.87%
-# False positives:        12  0.02%
-# False negatives:      3728  3.13%
-# TCR(l=50): 27.514556  SpamRecall: 96.869%  SpamPrec: 99.990%
+# Correctly non-spam:  67543  99.99%
+# Correctly spam:     115120  96.67%
+# False positives:         7  0.01%
+# False negatives:      3963  3.33%
+# TCR(l=50): 27.610248  SpamRecall: 96.672%  SpamPrec: 99.994%
 
 # SUMMARY for threshold 7.0:
-# Correctly non-spam:  67544  99.99%
-# Correctly spam:     114412  96.08%
-# False positives:         6  0.01%
-# False negatives:      4671  3.92%
-# TCR(l=50): 23.955542  SpamRecall: 96.078%  SpamPrec: 99.995%
+# Correctly non-spam:  67545  99.99%
+# Correctly spam:     114100  95.82%
+# False positives:         5  0.01%
+# False negatives:      4983  4.18%
+# TCR(l=50): 22.756163  SpamRecall: 95.816%  SpamPrec: 99.996%
 
 # SUMMARY for threshold 8.0:
-# Correctly non-spam:  67547  100.00%
-# Correctly spam:     112130  94.16%
-# False positives:         3  0.00%
-# False negatives:      6953  5.84%
-# TCR(l=50): 16.765170  SpamRecall: 94.161%  SpamPrec: 99.997%
+# Correctly non-spam:  67548  100.00%
+# Correctly spam:     111736  93.83%
+# False positives:         2  0.00%
+# False negatives:      7347  6.17%
+# TCR(l=50): 15.990735  SpamRecall: 93.830%  SpamPrec: 99.998%
 
 # SUMMARY for threshold 9.0:
-# Correctly non-spam:  67549  100.00%
-# Correctly spam:     109492  91.95%
-# False positives:         1  0.00%
-# False negatives:      9591  8.05%
-# TCR(l=50): 12.351727  SpamRecall: 91.946%  SpamPrec: 99.999%
+# Correctly non-spam:  67550  100.00%
+# Correctly spam:     108958  91.50%
+# False positives:         0  0.00%
+# False negatives:     10125  8.50%
+# TCR(l=50): 11.761284  SpamRecall: 91.498%  SpamPrec: 100.000%
 
 # SUMMARY for threshold 10.0:
 # Correctly non-spam:  67550  100.00%
-# Correctly spam:     106243  89.22%
+# Correctly spam:     105529  88.62%
 # False positives:         0  0.00%
-# False negatives:     12840  10.78%
-# TCR(l=50): 9.274377  SpamRecall: 89.218%  SpamPrec: 100.000%
+# False negatives:     13554  11.38%
+# TCR(l=50): 8.785820  SpamRecall: 88.618%  SpamPrec: 100.000%
 
 # SUMMARY for threshold 12.0:
 # Correctly non-spam:  67550  100.00%
-# Correctly spam:      98807  82.97%
+# Correctly spam:      97669  82.02%
 # False positives:         0  0.00%
-# False negatives:     20276  17.03%
-# TCR(l=50): 5.873101  SpamRecall: 82.973%  SpamPrec: 100.000%
+# False negatives:     21414  17.98%
+# TCR(l=50): 5.560988  SpamRecall: 82.018%  SpamPrec: 100.000%
 
 # SUMMARY for threshold 15.0:
 # Correctly non-spam:  67550  100.00%
-# Correctly spam:      86572  72.70%
+# Correctly spam:      84760  71.18%
 # False positives:         0  0.00%
-# False negatives:     32511  27.30%
-# TCR(l=50): 3.662853  SpamRecall: 72.699%  SpamPrec: 100.000%
+# False negatives:     34323  28.82%
+# TCR(l=50): 3.469481  SpamRecall: 71.177%  SpamPrec: 100.000%
 
 # SUMMARY for threshold 17.0:
 # Correctly non-spam:  67550  100.00%
-# Correctly spam:      78030  65.53%
+# Correctly spam:      75737  63.60%
 # False positives:         0  0.00%
-# False negatives:     41053  34.47%
-# TCR(l=50): 2.900714  SpamRecall: 65.526%  SpamPrec: 100.000%
+# False negatives:     43346  36.40%
+# TCR(l=50): 2.747266  SpamRecall: 63.600%  SpamPrec: 100.000%
 
 # SUMMARY for threshold 20.0:
 # Correctly non-spam:  67550  100.00%
-# Correctly spam:      65747  55.21%
+# Correctly spam:      62558  52.53%
 # False positives:         0  0.00%
-# False negatives:     53336  44.79%
-# TCR(l=50): 2.232695  SpamRecall: 55.211%  SpamPrec: 100.000%
+# False negatives:     56525  47.47%
+# TCR(l=50): 2.106732  SpamRecall: 52.533%  SpamPrec: 100.000%
 
 
 Test hit frequencies, for spam and ham corpora:
@@ -168,22 +168,22 @@
       0   119083    67550    0.638   0.00    0.00  (all messages)
 0.00000  63.8060  36.1940    0.638   0.00    0.00  (all messages as %)
  26.321  41.2469   0.0074    1.000   1.00    1.50  URIBL_JP_SURBL
- 21.365  33.4800   0.0089    1.000   0.99    1.40  URIBL_SC_SURBL
+ 21.365  33.4800   0.0089    1.000   0.99    0.47  URIBL_SC_SURBL
   9.605  15.0525   0.0015    1.000   0.99    4.50  L_SPAM_TOOL_13
   9.282  14.5478   0.0000    1.000   0.99    2.52  RCVD_FORGED_WROTE
   9.250  14.4966   0.0000    1.000   0.99    4.33  RCVD_FORGED_WROTE2
   8.088  12.6744   0.0015    1.000   0.98    0.00  HDR_ORDER_FTSDMCXX_001C
-  7.520  11.7851   0.0000    1.000   0.98    4.42  FH_MSGID_XXBLAH
+  7.520  11.7851   0.0000    1.000   0.98    3.39  FH_MSGID_XXBLAH
  13.929  21.8226   0.0133    0.999   0.97    1.86  URIBL_AB_SURBL
   6.420  10.0619   0.0000    1.000   0.97    3.94  HELO_LOCALHOST
-  6.290   9.8562   0.0030    1.000   0.96    0.65  STOCK_IMG_CTYPE
+  6.290   9.8562   0.0030    1.000   0.96    0.91  STOCK_IMG_CTYPE
   6.447  10.1005   0.0059    0.999   0.96    0.00  STOCK_IMG_HDR_FROM
   5.537   8.6763   0.0030    1.000   0.96    2.43  HELO_DYNAMIC_IPADDR
   6.162   9.6538   0.0059    0.999   0.96    0.00  STOCK_IMG_HTML
   4.732   7.4133   0.0044    0.999   0.95    2.27  DC_GIF_UNO_LARGO
   6.847  10.7245   0.0104    0.999   0.95    0.00  FM_DDDD_TIMES_2
-  3.695   5.7918   0.0000    1.000   0.95    3.38  HDR_ORDER_FTSDMCXX_BAT
-  4.414   6.9153   0.0044    0.999   0.95    4.20  TVD_STOCK1
+  3.695   5.7918   0.0000    1.000   0.95    3.19  HDR_ORDER_FTSDMCXX_BAT
+  4.414   6.9153   0.0044    0.999   0.95    3.75  TVD_STOCK1
   7.540  11.8086   0.0163    0.999   0.95    0.00  DYN_RDNS_AND_INLINE_IMAGE
  13.018  20.3883   0.0252    0.999   0.94    1.50  RAZOR2_CF_RANGE_E8_51_100
   3.051   4.7824   0.0000    1.000   0.94    4.39  HELO_DYNAMIC_IPADDR2
@@ -191,190 +191,190 @@
   3.376   5.2887   0.0030    0.999   0.94    1.59  CURR_PRICE
   2.525   3.9577   0.0000    1.000   0.94    3.24  FH_MSGID_000000
   2.522   3.9527   0.0000    1.000   0.93    2.03  AXB_XMID_OEGOESNULL
-  7.689  12.0378   0.0237    0.998   0.93    0.07  FH_HELO_EQ_D_D_D_D
+  7.689  12.0378   0.0237    0.998   0.93    0.00  FH_HELO_EQ_D_D_D_D
   4.539   7.1068   0.0133    0.998   0.93    1.44  FB_CIALIS_LEO3
   3.551   5.5608   0.0089    0.998   0.93    0.00  DC_IMAGE_SPAM_HTML
- 23.055  36.1101   0.0400    0.999   0.93    2.23  URIBL_BLACK
+ 23.055  36.1101   0.0400    0.999   0.93    1.96  URIBL_BLACK
   2.383   3.7344   0.0000    1.000   0.93    3.02  AXB_XMID_1510
-  2.699   4.2265   0.0059    0.999   0.93    3.21  FORGED_MUA_OUTLOOK
+  2.699   4.2265   0.0059    0.999   0.93    3.12  FORGED_MUA_OUTLOOK
   4.459   6.9800   0.0148    0.998   0.93    0.50  DYN_RDNS_SHORT_HELO_HTML
-  2.341   3.6697   0.0000    1.000   0.92    3.41  FB_SOFTTABS
-  2.293   3.5941   0.0000    1.000   0.92    1.93  CTYPE_8SPACE_GIF
+  2.341   3.6697   0.0000    1.000   0.92    3.51  FB_SOFTTABS
+  2.293   3.5941   0.0000    1.000   0.92    1.63  CTYPE_8SPACE_GIF
   2.350   3.6815   0.0030    0.999   0.92    4.00  FM_DOESNT_SAY_STOCK
   4.588   7.1790   0.0192    0.997   0.92    1.50  CTYPE_001C_A
-  2.664   4.1694   0.0089    0.998   0.92    1.44  TVD_FW_GRAPHIC_NAME_LONG
-  3.110   4.8672   0.0118    0.998   0.92    2.17  HTML_IMAGE_ONLY_08
+  2.664   4.1694   0.0089    0.998   0.92    1.08  TVD_FW_GRAPHIC_NAME_LONG
+  3.110   4.8672   0.0118    0.998   0.92    1.79  HTML_IMAGE_ONLY_08
   2.271   3.5580   0.0015    1.000   0.92    0.68  SHORT_TERM_PRICE
   2.096   3.2851   0.0000    1.000   0.91    3.57  TVD_QUAL_MEDS
   2.190   3.4312   0.0015    1.000   0.91    0.00  LONG_TERM_PRICE
   1.993   3.1230   0.0000    1.000   0.91    0.00  STOCK_PRICES
-  2.097   3.2851   0.0015    1.000   0.91    3.72  FM_RE_HELLO_SPAM
+  2.097   3.2851   0.0015    1.000   0.91    2.78  FM_RE_HELLO_SPAM
   2.674   4.1836   0.0133    0.997   0.91    0.00  STOCK_IMG_OUTLOOK
   1.898   2.9744   0.0000    1.000   0.91    4.29  HELO_DYNAMIC_HCC
   1.841   2.8854   0.0000    1.000   0.91    1.93  TVD_RCVD_IP
   6.372   9.9687   0.0311    0.997   0.90    0.00  DIGEST_MULTIPLE
-  1.738   2.7233   0.0000    1.000   0.90    4.03  MID_DEGREES
-  4.063   6.3544   0.0237    0.996   0.90    1.12  SHORT_HELO_AND_INLINE_IMAGE
+  1.738   2.7233   0.0000    1.000   0.90    3.70  MID_DEGREES
+  4.063   6.3544   0.0237    0.996   0.90    0.78  SHORT_HELO_AND_INLINE_IMAGE
   1.709   2.6788   0.0000    1.000   0.90    0.00  FH_HOST_EQ_VERIZON_P
  17.627  27.5984   0.0489    0.998   0.90    3.03  RCVD_IN_XBL
+  6.054   9.4690   0.0326    0.997   0.90    0.38  PART_CID_STOCK_LESS
  19.280  30.1873   0.0503    0.998   0.90    1.50  URIBL_OB_SURBL
   1.646   2.5797   0.0000    1.000   0.90    1.56  DRUG_ED_GENERIC
-  6.054   9.4690   0.0326    0.997   0.90    0.27  PART_CID_STOCK_LESS
   1.524   2.3891   0.0000    1.000   0.90    0.09  TVD_ENVFROM_APOST
   2.129   3.3321   0.0089    0.997   0.90    0.00  DYN_RDNS_SHORT_HELO_IMAGE
-  1.492   2.3370   0.0015    0.999   0.89    2.33  FH_HOST_ALMOST_IP
+  1.492   2.3370   0.0015    0.999   0.89    1.75  FH_HOST_ALMOST_IP
   2.526   3.9477   0.0192    0.995   0.89    0.00  HTML_SHORT_LINK_IMG_1
   1.475   2.3110   0.0015    0.999   0.89    1.50  FM_LIKE_STOCKS
-  1.383   2.1682   0.0000    1.000   0.89    3.03  HELO_DYNAMIC_SPLIT_IP
+  1.383   2.1682   0.0000    1.000   0.89    3.49  HELO_DYNAMIC_SPLIT_IP
   1.278   2.0028   0.0000    1.000   0.89    1.47  MIME_BOUND_DD_DIGITS
   1.794   2.8064   0.0089    0.997   0.89    3.50  DRUGS_STOCK_MIMEOLE
   1.446   2.2631   0.0044    0.998   0.88    0.00  FORGED_OUTLOOK_HTML
-  1.740   2.7216   0.0089    0.997   0.88    1.90  SUBJ_ILLEGAL_CHARS
-  1.223   1.9172   0.0000    1.000   0.88    2.17  FM_XMAIL_F_OUT
+  1.740   2.7216   0.0089    0.997   0.88    1.59  SUBJ_ILLEGAL_CHARS
+  1.223   1.9172   0.0000    1.000   0.88    1.81  FM_XMAIL_F_OUT
   1.305   2.0440   0.0030    0.999   0.88    0.00  DRUGS_ANXIETY_EREC
  17.325  27.1197   0.0577    0.998   0.88    0.50  RAZOR2_CF_RANGE_51_100
   1.191   1.8668   0.0000    1.000   0.88    0.00  HELO_FRIEND
  12.220  19.1194   0.0563    0.997   0.88    0.00  FH_MSGID_01C67
   1.185   1.8567   0.0000    1.000   0.88    4.20  MSGID_SPAM_CAPS
-  2.480   3.8721   0.0266    0.993   0.87    0.54  TVD_FW_GRAPHIC_NAME_MID
+  2.480   3.8721   0.0266    0.993   0.88    0.54  TVD_FW_GRAPHIC_NAME_MID
   1.677   2.6217   0.0118    0.996   0.87    0.00  DC_IMAGE_SPAM_TEXT
   2.909   4.5405   0.0326    0.993   0.87    0.80  FB_GET_MEDS
  20.859  32.6529   0.0666    0.998   0.87    1.50  URIBL_WS_SURBL
-  1.071   1.6787   0.0000    1.000   0.87    4.09  FH_HELO_EQ_610HEX
   4.794   7.4889   0.0444    0.994   0.87    0.28  DRUGS_ERECTILE
+  1.071   1.6787   0.0000    1.000   0.87    4.09  FH_HELO_EQ_610HEX
   1.209   1.8920   0.0059    0.997   0.87    2.84  RCVD_HELO_IP_MISMATCH
   5.619   8.7788   0.0474    0.995   0.87    2.84  RCVD_BAD_ID
- 58.420  91.5160   0.0755    0.999   0.86    3.50  BAYES_99
-  0.973   1.5250   0.0000    1.000   0.86    4.01  FM_VIAGRA_SPAM1114
+ 58.420  91.5160   0.0755    0.999   0.87    3.50  BAYES_99
+  0.973   1.5250   0.0000    1.000   0.86    3.83  FM_VIAGRA_SPAM1114
   2.313   3.6084   0.0281    0.992   0.86    1.74  OUTLOOK_3416
   2.446   3.8150   0.0326    0.992   0.86    1.40  HELO_DYNAMIC_DHCP
-  1.200   1.8760   0.0089    0.995   0.86    1.79  DATE_IN_FUTURE_96_XX
- 10.621  16.6111   0.0622    0.996   0.86    1.29  PART_CID_STOCK
-  0.892   1.3982   0.0000    1.000   0.86    4.10  FB_YOUR_REFI
+ 10.621  16.6111   0.0622    0.996   0.86    1.64  PART_CID_STOCK
+  1.200   1.8760   0.0089    0.995   0.86    1.44  DATE_IN_FUTURE_96_XX
+  0.892   1.3982   0.0000    1.000   0.86    3.52  FB_YOUR_REFI
   1.231   1.9222   0.0118    0.994   0.86    0.00  FORGED_OUTLOOK_TAGS
-  1.113   1.7408   0.0074    0.996   0.85    1.35  FRT_OFFER2
-  2.236   3.4866   0.0311    0.991   0.85    1.73  HTML_IMAGE_ONLY_16
+  1.113   1.7408   0.0074    0.996   0.85    1.29  FRT_OFFER2
+  2.236   3.4866   0.0311    0.991   0.85    1.53  HTML_IMAGE_ONLY_16
   0.837   1.3117   0.0000    1.000   0.85    3.18  TVD_RCVD_IP4
   1.207   1.8836   0.0148    0.992   0.85    0.00  FM_SEX_HOSTDDDD
-  0.870   1.3604   0.0044    0.997   0.85    3.79  FM_RATSIGN_1106
+  0.870   1.3604   0.0044    0.997   0.85    3.80  FM_RATSIGN_1106
   0.776   1.2160   0.0000    1.000   0.84    1.22  HELO_LH_LD
   0.765   1.1992   0.0000    1.000   0.84    0.00  ONLINE_PHARMACY
   1.035   1.6157   0.0118    0.993   0.84    0.00  HTML_SHORT_LINK_IMG_2
-  0.751   1.1773   0.0000    1.000   0.84    4.06  FH_HOST_EQ_DYNAMICIP
   1.389   2.1640   0.0222    0.990   0.84    0.34  DRUGS_ANXIETY
+  0.751   1.1773   0.0000    1.000   0.84    4.06  FH_HOST_EQ_DYNAMICIP
   0.702   1.1009   0.0000    1.000   0.84    0.00  TVD_VISIT_PHARMA
   0.689   1.0799   0.0000    1.000   0.83    4.00  FROM_ILLEGAL_CHARS
-  1.151   1.7929   0.0192    0.989   0.83    3.04  DATE_IN_FUTURE_12_24
+  1.151   1.7929   0.0192    0.989   0.83    2.19  DATE_IN_FUTURE_12_24
   0.784   1.2252   0.0059    0.995   0.83    1.50  DNS_FROM_RFC_DSN
   0.673   1.0547   0.0000    1.000   0.83    3.55  FM_ROLEX_ADS
   0.660   1.0346   0.0000    1.000   0.83    3.50  AXB_XMID_1212
   0.820   1.2798   0.0089    0.993   0.83    1.23  HG_HORMONE
   0.678   1.0623   0.0015    0.999   0.83    4.00  FB_LETTERS_21B
-  1.889   2.9400   0.0370    0.988   0.83    2.50  HTML_IMAGE_ONLY_12
+  1.889   2.9400   0.0370    0.988   0.83    2.46  HTML_IMAGE_ONLY_12
   0.620   0.9724   0.0000    1.000   0.83    3.56  FH_HELO_ALMOST_IP
   0.911   1.4192   0.0163    0.989   0.82    1.55  RCVD_IN_SBL
   0.818   1.2756   0.0118    0.991   0.82    0.00  DRUGS_MUSCLE
   1.152   1.7920   0.0237    0.987   0.82    0.00  HTML_SHORT_LINK_IMG_3
-  0.599   0.9388   0.0000    1.000   0.82    3.51  WHOIS_AITPRIV
   1.970   3.0634   0.0415    0.987   0.82    0.00  SUBJECT_NEEDS_ENCODING
-  0.647   1.0111   0.0044    0.996   0.82    1.23  DRUGS_ERECTILE_OBFU
+  0.599   0.9388   0.0000    1.000   0.82    3.51  WHOIS_AITPRIV
  32.274   0.0537  89.0748    0.001   0.82   -2.60  BAYES_00
-  0.589   0.9237   0.0000    1.000   0.82    4.00  JM_RCVD_QMAILV1
+  0.647   1.0111   0.0044    0.996   0.82    1.23  DRUGS_ERECTILE_OBFU
   2.568   3.9930   0.0548    0.986   0.82    1.55  HTML_IMAGE_ONLY_20
+  0.589   0.9237   0.0000    1.000   0.82    4.00  JM_RCVD_QMAILV1
   0.594   0.9296   0.0015    0.998   0.82    3.96  KAM_STOCKOTC
   2.345   3.6462   0.0503    0.986   0.82    0.27  DATE_IN_FUTURE_03_06
   0.917   1.4242   0.0222    0.985   0.81    1.40  RATWARE_MS_HASH
   0.585   0.9145   0.0030    0.997   0.81    1.50  BASE64_LENGTH_79_INF
-  0.521   0.8171   0.0000    1.000   0.81    4.00  HELO_DYNAMIC_DIALIN
+  0.521   0.8171   0.0000    1.000   0.81    3.38  HELO_DYNAMIC_DIALIN
   0.803   1.2479   0.0178    0.986   0.81    3.00  BAYES_95
   0.597   0.9321   0.0059    0.994   0.81    0.27  FB_HG_H_CAP
   0.532   0.8330   0.0015    0.998   0.81    1.59  FRT_VALIUM1
-  0.504   0.7902   0.0000    1.000   0.81    3.24  FB_REPLIC_CAP
   2.332   3.6244   0.0533    0.986   0.81    3.20  FROM_LOCAL_NOVOWEL
+  0.504   0.7902   0.0000    1.000   0.81    3.24  FB_REPLIC_CAP
   0.614   0.9565   0.0089    0.991   0.81    2.49  FRT_PENIS1
   0.485   0.7600   0.0000    1.000   0.81    1.85  FM_SEX_HELODDDD
  17.523  27.4078   0.0962    0.997   0.80    0.50  RAZOR2_CHECK
-  1.203   1.8668   0.0340    0.982   0.80    0.09  RCVD_IN_PBL
   0.471   0.7381   0.0000    1.000   0.80    3.76  FB_ANA_TRIM
   0.464   0.7272   0.0000    1.000   0.80    3.11  MSGID_YAHOO_CAPS
-  0.491   0.7667   0.0044    0.994   0.80    1.79  URIBL_PH_SURBL
   0.871   1.3495   0.0266    0.981   0.80    1.48  DNS_FROM_RFC_BOGUSMX
+  0.491   0.7667   0.0044    0.994   0.80    1.79  URIBL_PH_SURBL
   0.422   0.6609   0.0000    1.000   0.80    2.66  HS_BODY_UPLOADED_SOFTWARE
   0.398   0.6231   0.0000    1.000   0.79    3.85  RATWARE_RCVD_PF
   0.391   0.6122   0.0000    1.000   0.79    2.07  FR_MIDER
   0.390   0.6105   0.0000    1.000   0.79    1.11  FU_MIDER
   0.443   0.6911   0.0044    0.994   0.79    1.89  IMPOTENCE
   0.373   0.5853   0.0000    1.000   0.79    3.80  SUBJECT_FUZZY_MEDS
-  0.421   0.6567   0.0044    0.993   0.79    0.00  DRUGS_DIET
   3.511   5.4584   0.0785    0.986   0.79    2.01  FAKE_REPLY_C
-  0.478   0.7440   0.0089    0.988   0.79    1.33  ADVANCE_FEE_3
-  0.348   0.5458   0.0000    1.000   0.78    2.81  FRT_SYMBOL
+  0.421   0.6567   0.0044    0.993   0.79    0.00  DRUGS_DIET
+  0.478   0.7440   0.0089    0.988   0.79    1.43  ADVANCE_FEE_3
+  0.348   0.5458   0.0000    1.000   0.78    2.94  FRT_SYMBOL
   0.345   0.5408   0.0000    1.000   0.78    3.90  FS_PHARMASUB2
   0.364   0.5694   0.0015    0.997   0.78    1.71  FORGED_MSGID_YAHOO
   0.339   0.5307   0.0000    1.000   0.78    3.80  RCVD_DOUBLE_IP_SPAM
   0.348   0.5442   0.0015    0.997   0.78    0.64  ADVANCE_FEE_4
+  1.238   1.9130   0.0474    0.976   0.78    1.13  DNS_FROM_OPENWHOIS
   0.346   0.5408   0.0015    0.997   0.78    1.70  TVD_FUZZY_SYMBOL
-  1.238   1.9130   0.0474    0.976   0.78    1.17  DNS_FROM_OPENWHOIS
   0.880   1.3596   0.0355    0.975   0.78    0.00  BAD_CREDIT
   1.014   1.5661   0.0415    0.974   0.78    1.69  DATE_IN_PAST_96_XX
   0.330   0.5173   0.0000    1.000   0.78    3.90  FH_MSGID_01C70XXX
   0.327   0.5131   0.0000    1.000   0.78    3.46  XMAILER_MIMEOLE_OL_8627E
-  0.324   0.5072   0.0000    1.000   0.77    1.30  FRT_VALIUM2
   1.096   1.6921   0.0444    0.974   0.77    2.34  SPAMMY_XMAILER
+  0.324   0.5072   0.0000    1.000   0.77    1.30  FRT_VALIUM2
   0.331   0.5181   0.0015    0.997   0.77    2.95  FB_QUALITY_REPLICA
   0.420   0.6525   0.0104    0.984   0.77    2.41  TVD_SPACED_SUBJECT_WORD3
-  0.317   0.4963   0.0000    1.000   0.77    0.08  DRUGS_MANYKINDS
-  0.333   0.5198   0.0030    0.994   0.77    1.81  FRT_LEVITRA
+  0.317   0.4963   0.0000    1.000   0.77    0.13  DRUGS_MANYKINDS
   1.158   1.7878   0.0474    0.974   0.77    1.90  DATE_IN_FUTURE_06_12
+  0.333   0.5198   0.0030    0.994   0.77    1.81  FRT_LEVITRA
+  0.492   0.7617   0.0163    0.979   0.77    0.58  SPF_HELO_NEUTRAL
   0.314   0.4921   0.0000    1.000   0.77    3.19  FU_URI_TRACKER_T
-  0.492   0.7617   0.0163    0.979   0.77    0.80  SPF_HELO_NEUTRAL
-  0.795   1.2260   0.0355    0.972   0.77    2.85  TVD_FINGER_02
+  0.795   1.2260   0.0355    0.972   0.77    2.13  TVD_FINGER_02
   0.295   0.4627   0.0000    1.000   0.77    1.64  XMAILER_MIMEOLE_OL_465CD
   0.399   0.6189   0.0118    0.981   0.77    3.49  FRT_PRICE
-  0.742   1.1421   0.0355    0.970   0.76    1.50  NO_DNS_FOR_FROM
-  0.911   1.4024   0.0444    0.969   0.76    1.79  URI_NOVOWEL
-  0.505   0.7801   0.0207    0.974   0.76    2.04  RCVD_ILLEGAL_IP
+  0.742   1.1421   0.0355    0.970   0.77    1.50  NO_DNS_FOR_FROM
+  0.911   1.4024   0.0444    0.969   0.76    1.62  URI_NOVOWEL
+  0.505   0.7801   0.0207    0.974   0.76    1.91  RCVD_ILLEGAL_IP
   0.264   0.4140   0.0000    1.000   0.76    2.88  DATE_SPAMWARE_Y2K
   0.259   0.4056   0.0000    1.000   0.76    3.65  XMAILER_MIMEOLE_OL_22B61
   0.296   0.0017   0.8142    0.002   0.76   -1.80  ALL_TRUSTED
  13.492  21.0626   0.1451    0.993   0.76    1.00  EXTRA_MPART_TYPE
+  3.166   4.9100   0.0903    0.982   0.76    0.96  RCVD_IN_DSBL
   0.256   0.4006   0.0000    1.000   0.76    3.71  HELO_LH_HOME
-  3.166   4.9100   0.0903    0.982   0.76    1.20  RCVD_IN_DSBL
   0.464   0.7155   0.0207    0.972   0.76    0.00  HTTP_EXCESSIVE_ESCAPES
   0.257   0.4022   0.0015    0.996   0.76    1.91  MSGID_RANDY
   0.245   0.3838   0.0000    1.000   0.75    2.50  FS_REPLICAWATCH
   0.251   0.3930   0.0015    0.996   0.75    2.42  FRT_XANAX1
-  0.237   0.3720   0.0000    1.000   0.75    3.80  HEAD_ILLEGAL_CHARS
+ 20.130  31.4478   0.1776    0.994   0.75    0.91  RCVD_IN_PBL
   1.937   2.9920   0.0785    0.974   0.75    0.00  MIME_HTML_ONLY_MULTI
-  0.231   0.3619   0.0000    1.000   0.75    2.61  HTML_IMAGE_ONLY_04
+  0.237   0.3720   0.0000    1.000   0.75    3.62  HEAD_ILLEGAL_CHARS
+  0.231   0.3619   0.0000    1.000   0.75    2.04  HTML_IMAGE_ONLY_04
   0.563   0.0176   1.5233    0.011   0.75   -1.11  BAYES_05
+  6.990  10.8798   0.1318    0.988   0.75    0.22  FH_HOST_EQ_D_D_D_DB
   0.245   0.3829   0.0030    0.992   0.75    0.32  DRUG_ED_CAPS
-  0.229   0.3594   0.0000    1.000   0.75    2.42  NULL_IN_BODY
-  6.990  10.8798   0.1318    0.988   0.75    0.00  FH_HOST_EQ_D_D_D_DB
   0.371   0.5702   0.0192    0.967   0.75    1.50  WHOIS_PRIVPROT
+  0.229   0.3594   0.0000    1.000   0.75    2.42  NULL_IN_BODY
   0.247   0.3846   0.0044    0.989   0.74    1.18  MORE_SEX
   0.243   0.3787   0.0030    0.992   0.74    0.00  SUBJECT_DRUG_GAP_C
-  0.380   0.5836   0.0207    0.966   0.74    1.79  UPPERCASE_75_100
+  0.380   0.5836   0.0207    0.966   0.74    1.53  UPPERCASE_75_100
   0.226   0.3544   0.0000    1.000   0.74    3.25  FORGED_MUA_AOL_FROM
   0.226   0.3544   0.0000    1.000   0.74    3.47  FUZZY_SOFTWARE
-  0.223   0.3493   0.0000    1.000   0.74    2.47  FH_FAKE_RCVD_LINE
   1.859   2.8677   0.0799    0.973   0.74    0.00  APOSTROPHE_FROM
-  0.229   0.3577   0.0015    0.996   0.74    2.49  STRONG_BUY
+  0.223   0.3493   0.0000    1.000   0.74    2.47  FH_FAKE_RCVD_LINE
   0.842   1.2899   0.0518    0.961   0.74    2.00  BAYES_80
-  0.220   0.3443   0.0000    1.000   0.74    2.35  RATWARE_EFROM
-  0.219   0.3426   0.0000    1.000   0.74    2.78  BASE64_LENGTH_78_79
+  0.229   0.3577   0.0015    0.996   0.74    2.49  STRONG_BUY
+  0.220   0.3443   0.0000    1.000   0.74    1.53  RATWARE_EFROM
+  2.381   3.6798   0.0918    0.976   0.74    1.55  HTML_IMAGE_ONLY_24
   0.541   0.8280   0.0355    0.959   0.74    0.12  HTML_FONT_LOW_CONTRAST
+  0.219   0.3426   0.0000    1.000   0.74    2.78  BASE64_LENGTH_78_79
   0.258   0.3980   0.0104    0.975   0.73    0.69  XMAILER_MIMEOLE_OL_3AC1D
-  2.381   3.6798   0.0918    0.976   0.73    1.55  HTML_IMAGE_ONLY_24
   0.233   0.3611   0.0059    0.984   0.73    3.50  REPTO_OVERQUOTE_THEBAT
+  0.726   1.1102   0.0489    0.958   0.73    1.90  INVALID_MSGID
   0.242   0.3745   0.0074    0.981   0.73    2.02  WHOIS_WHOISGUARD
   0.216   0.3384   0.0000    1.000   0.73    2.59  DIV_CENTER_A_HREF
-  0.726   1.1102   0.0489    0.958   0.73    2.26  INVALID_MSGID
   0.215   0.3376   0.0000    1.000   0.73    1.04  FH_HELO_EQ_CHARTER
   0.211   0.3309   0.0000    1.000   0.73    3.40  FM_MANY_DRUG_WORDS
-  0.303   0.4652   0.0178    0.963   0.73    2.52  RCVD_IN_NJABL_SPAM
- 19.931  31.1144   0.2147    0.993   0.73    1.73  RCVD_IN_SORBS_DUL
-  0.210   0.3267   0.0030    0.991   0.72    3.11  DATE_IN_FUTURE_24_48
+  0.303   0.4652   0.0178    0.963   0.73    2.07  RCVD_IN_NJABL_SPAM
+ 19.931  31.1144   0.2147    0.993   0.73    0.88  RCVD_IN_SORBS_DUL
+  0.210   0.3267   0.0030    0.991   0.72    3.20  DATE_IN_FUTURE_24_48
   0.196   0.3073   0.0000    1.000   0.72    3.69  XMAILER_MIMEOLE_OL_BC7E6
   0.195   0.3057   0.0000    1.000   0.72    3.58  FB_FHARMACY
   0.234   0.3603   0.0118    0.968   0.72    0.31  BODY_ENHANCEMENT
@@ -383,157 +383,157 @@
   0.223   0.3451   0.0089    0.975   0.72    1.17  REPTO_QUOTE_AOL
   0.188   0.2948   0.0000    1.000   0.72    3.70  DOS_STOCK_BAT
   0.208   0.3225   0.0059    0.982   0.72    2.73  SB_GIF_AND_NO_URIS
+  2.721   4.1962   0.1214    0.972   0.72    2.22  TVD_SPACE_RATIO
   0.193   0.3015   0.0030    0.990   0.71    0.00  URIBL_RED
-  2.721   4.1962   0.1214    0.972   0.71    2.22  TVD_SPACE_RATIO
-  0.184   0.2889   0.0000    1.000   0.71    3.59  FU_END_ET
+  0.184   0.2889   0.0000    1.000   0.71    3.50  FU_END_ET
   0.290   0.4400   0.0252    0.946   0.71    1.15  FORGED_MUA_THEBAT_CS
-  6.635  10.2911   0.1895    0.982   0.71    0.00  DC_IMG_HTML_RATIO
-  0.415   0.6273   0.0400    0.940   0.71    1.40  FS_REPLICA
+  0.415   0.6273   0.0400    0.940   0.71    1.04  FS_REPLICA
   0.461   0.6978   0.0429    0.942   0.71    0.00  FUZZY_CPILL
-  0.173   0.2712   0.0000    1.000   0.71    2.15  FH_BAD_OEV1441
-  0.173   0.2712   0.0000    1.000   0.71    2.28  XMAILER_MIMEOLE_OL_72641
+  6.635  10.2911   0.1895    0.982   0.71    0.00  DC_IMG_HTML_RATIO
   2.454   3.7797   0.1170    0.970   0.71    1.25  INVALID_DATE
+  0.173   0.2712   0.0000    1.000   0.71    2.40  FH_BAD_OEV1441
+  0.173   0.2712   0.0000    1.000   0.71    2.28  XMAILER_MIMEOLE_OL_72641
+  1.327   2.0297   0.0873    0.959   0.71    0.00  MISSING_MIMEOLE
   0.177   0.2771   0.0015    0.995   0.71    3.13  UNRESOLVED_TEMPLATE
   0.189   0.2931   0.0044    0.985   0.71    2.38  FRT_TODAY2
   0.172   0.2696   0.0000    1.000   0.71    3.59  FB_INDEPEND_RWD
   0.185   0.2880   0.0030    0.990   0.71    2.04  SPOOF_COM2OTH
-  1.327   2.0297   0.0873    0.959   0.71    0.46  MISSING_MIMEOLE
   0.204   0.3149   0.0089    0.973   0.71    1.81  BAD_ENC_HEADER
   0.169   0.2645   0.0000    1.000   0.70    3.19  FH_DATE_PAST_20XX
-  0.172   0.2687   0.0015    0.995   0.70    3.04  X_IP
-  0.168   0.2637   0.0000    1.000   0.70    1.39  FM_LUX_GIFTS_REDUCED
-  0.210   0.3208   0.0133    0.960   0.70    0.00  SUBJ_BUY
-  0.164   0.2570   0.0000    1.000   0.70    3.59  FB_REF_CODE_SPACE
+  0.172   0.2687   0.0015    0.995   0.70    3.18  X_IP
+  0.168   0.2637   0.0000    1.000   0.70    0.77  FM_LUX_GIFTS_REDUCED
   0.648   0.9808   0.0607    0.942   0.70    1.50  FORGED_HOTMAIL_RCVD2
+  0.210   0.3208   0.0133    0.960   0.70    0.00  SUBJ_BUY
+  0.164   0.2570   0.0000    1.000   0.70    3.60  FB_REF_CODE_SPACE
   0.163   0.2553   0.0000    1.000   0.70    3.53  FB_DOUBLE_0WORDS
   0.162   0.2536   0.0000    1.000   0.70    3.59  HELO_DYNAMIC_CHELLO_NL
   0.166   0.2595   0.0015    0.994   0.70    2.31  FH_HELO_ENDS_DOT
   0.161   0.2528   0.0000    1.000   0.70    1.89  HS_UPLOADED_SOFTWARE
   0.161   0.2528   0.0000    1.000   0.70    1.79  FS_NEW_SOFT_UPLOAD
   0.161   0.2528   0.0000    1.000   0.70    3.60  HS_SUBJ_NEW_SOFTWARE
-  0.722   1.0925   0.0681    0.941   0.69    1.94  MIME_BASE64_TEXT
+  0.722   1.0925   0.0681    0.941   0.69    1.75  MIME_BASE64_TEXT
   0.162   0.2528   0.0015    0.994   0.69    1.53  MILLION_USD
   0.156   0.2452   0.0000    1.000   0.69    0.84  TVD_VIS_HIDDEN
-  0.213   0.3233   0.0178    0.948   0.69    0.00  HTML_OBFUSCATE_05_10
   1.226   1.8701   0.0903    0.954   0.69    0.82  MSOE_MID_WRONG_CASE
+  0.213   0.3233   0.0178    0.948   0.69    0.00  HTML_OBFUSCATE_05_10
   0.642   0.0361   1.7113    0.021   0.69   -0.74  BAYES_20
-  0.153   0.2402   0.0000    1.000   0.69    2.80  FH_RE_NEW_DDD
-  0.173   0.2670   0.0074    0.973   0.69    1.25  HTML_TAG_BALANCE_HEAD
+  0.153   0.2402   0.0000    1.000   0.69    2.69  FH_RE_NEW_DDD
+  0.173   0.2670   0.0074    0.973   0.69    1.33  HTML_TAG_BALANCE_HEAD
   0.151   0.2368   0.0000    1.000   0.69    0.00  TVD_FLOAT_GENERAL
   0.156   0.2435   0.0015    0.994   0.69    1.78  JOIN_MILLIONS
   0.148   0.2326   0.0000    1.000   0.69    2.06  XMAILER_MIMEOLE_OL_4EEDB
-  0.147   0.2309   0.0000    1.000   0.69    1.46  XMAILER_MIMEOLE_OL_812FF
-  0.147   0.2309   0.0000    1.000   0.69    0.55  XMAILER_MIMEOLE_OL_015D5
+  0.147   0.2309   0.0000    1.000   0.69    1.85  XMAILER_MIMEOLE_OL_812FF
+  0.147   0.2309   0.0000    1.000   0.69    1.01  XMAILER_MIMEOLE_OL_015D5
   0.147   0.2309   0.0000    1.000   0.69    2.98  XMAILER_MIMEOLE_OL_6554A
   0.653   0.9833   0.0696    0.934   0.68    0.69  DNS_FROM_AHBL_RHSBL
   0.717   1.0824   0.0725    0.937   0.68    1.00  BAYES_60
-  0.632   0.9514   0.0681    0.933   0.68    1.50  ADVANCE_FEE_2
+  0.632   0.9514   0.0681    0.933   0.68    1.23  ADVANCE_FEE_2
   0.140   0.2200   0.0000    1.000   0.68    3.50  TVD_SECTION
   0.140   0.2200   0.0000    1.000   0.68    2.22  XMAILER_MIMEOLE_OL_07794
   0.139   0.2183   0.0000    1.000   0.68    1.77  XMAILER_MIMEOLE_OL_ADFF7
   0.139   0.2183   0.0000    1.000   0.68    1.60  XMAILER_MIMEOLE_OL_9B90B
-  4.427   6.8179   0.2117    0.970   0.68    0.81  MPART_ALT_DIFF
-  0.139   0.2175   0.0000    1.000   0.68    2.52  XMAILER_MIMEOLE_OL_B30D1
+  0.139   0.2175   0.0000    1.000   0.68    3.38  XMAILER_MIMEOLE_OL_B30D1
   0.139   0.2175   0.0000    1.000   0.68    3.17  XMAILER_MIMEOLE_OL_25340
   0.138   0.2158   0.0000    1.000   0.68    2.01  XMAILER_MIMEOLE_OL_B4B40
+  4.427   6.8179   0.2117    0.970   0.68    0.74  MPART_ALT_DIFF
   0.161   0.2477   0.0074    0.971   0.68    1.75  FUZZY_XPILL
+  1.435   2.1850   0.1140    0.950   0.68    0.10  HTML_MIME_NO_HTML_TAG
   0.137   0.2150   0.0000    1.000   0.68    2.16  XMAILER_MIMEOLE_OL_4F240
   0.137   0.2141   0.0000    1.000   0.68    0.83  XMAILER_MIMEOLE_OL_3857F
   0.137   0.2141   0.0000    1.000   0.68    2.27  FAKE_OUTBLAZE_RCVD
   0.147   0.2284   0.0030    0.987   0.68    2.62  TVD_ACT_193
-  1.435   2.1850   0.1140    0.950   0.68    0.23  HTML_MIME_NO_HTML_TAG
   0.136   0.2133   0.0000    1.000   0.68    2.07  XMAILER_MIMEOLE_OL_F475E
   0.135   0.2116   0.0000    1.000   0.67    3.50  XMAILER_MIMEOLE_OL_B9B11
   0.233   0.3477   0.0311    0.918   0.67    0.00  LOW_PRICE
-  0.134   0.2108   0.0000    1.000   0.67    2.11  XMAILER_MIMEOLE_OL_F3B05
-  0.233   0.3468   0.0311    0.918   0.67    0.00  BODY_ENHANCEMENT2
   1.300   1.9734   0.1125    0.946   0.67    1.56  HTML_IMAGE_ONLY_28
+  0.134   0.2108   0.0000    1.000   0.67    2.31  XMAILER_MIMEOLE_OL_F3B05
+  0.233   0.3468   0.0311    0.918   0.67    0.00  BODY_ENHANCEMENT2
   0.132   0.2074   0.0000    1.000   0.67    0.58  XMAILER_MIMEOLE_OL_CF0C0
   0.131   0.2049   0.0000    1.000   0.67    0.16  XMAILER_MIMEOLE_OL_4BF4C
-  0.130   0.2041   0.0000    1.000   0.67    3.54  XMAILER_MIMEOLE_OL_C65FA
   0.266   0.3930   0.0415    0.905   0.67    0.00  UPPERCASE_50_75
+  0.130   0.2041   0.0000    1.000   0.67    3.54  XMAILER_MIMEOLE_OL_C65FA
+  0.355   0.5257   0.0533    0.908   0.67    0.06  HTML_FONT_SIZE_HUGE
   0.130   0.2032   0.0000    1.000   0.67    2.01  XMAILER_MIMEOLE_OL_F6D01
-  0.355   0.5257   0.0533    0.908   0.67    0.21  HTML_FONT_SIZE_HUGE
-  0.129   0.2024   0.0000    1.000   0.67    1.00  XMAILER_MIMEOLE_OL_FF5C8
+  0.129   0.2024   0.0000    1.000   0.67    1.57  XMAILER_MIMEOLE_OL_FF5C8
   0.129   0.2015   0.0000    1.000   0.66    0.19  XMAILER_MIMEOLE_OL_5B79A
   0.134   0.2083   0.0030    0.986   0.66    1.10  FS_NEW_XXX
   0.128   0.2007   0.0000    1.000   0.66    2.15  FORGED_MUA_OIMO
-  0.219   0.3258   0.0311    0.913   0.66    0.57  RCVD_IN_SORBS_SOCKS
-  0.127   0.1990   0.0000    1.000   0.66    1.60  X_MESSAGE_INFO
+  0.219   0.3258   0.0311    0.913   0.66    0.80  RCVD_IN_SORBS_SOCKS
   0.275   0.4056   0.0459    0.898   0.66    1.22  DATE_IN_PAST_24_48
-  0.200   0.2981   0.0266    0.918   0.66    1.01  MPART_ALT_DIFF_COUNT
+  0.127   0.1990   0.0000    1.000   0.66    1.60  X_MESSAGE_INFO
+  0.200   0.2981   0.0266    0.918   0.66    1.11  MPART_ALT_DIFF_COUNT
   0.126   0.1982   0.0000    1.000   0.66    2.95  XMAILER_MIMEOLE_OL_58CB5
+  1.004   1.5157   0.1007    0.938   0.66    1.78  HTML_IMAGE_ONLY_32
   0.125   0.1957   0.0000    1.000   0.66    0.00  FRT_XANAX2
   0.124   0.1940   0.0000    1.000   0.66    1.09  DRUGS_SLEEP_EREC
   0.124   0.1940   0.0000    1.000   0.66    1.96  FB_ODD_SPACED_MONEY
-  1.004   1.5157   0.1007    0.938   0.66    1.71  HTML_IMAGE_ONLY_32
   0.160   0.2427   0.0148    0.943   0.66    0.00  DNS_FROM_SECURITYSAGE
-  5.629   8.6780   0.2531    0.972   0.66    0.00  DC_IMG_TEXT_RATIO
-  0.184   0.2746   0.0237    0.921   0.66    0.76  GAPPY_SUBJECT
+  0.184   0.2746   0.0237    0.921   0.66    1.02  GAPPY_SUBJECT
   0.121   0.1889   0.0000    1.000   0.66    3.46  HELO_DYNAMIC_HOME_NL
+  5.629   8.6780   0.2531    0.972   0.66    0.00  DC_IMG_TEXT_RATIO
   3.992   6.1251   0.2309    0.964   0.66    2.07  RCVD_NUMERIC_HELO
   0.132   0.2041   0.0059    0.972   0.65    1.40  FROM_LOCAL_HEX
-  0.114   0.1789   0.0000    1.000   0.65    3.40  XMAILER_MIMEOLE_OL_A50F8
-  0.114   0.1789   0.0000    1.000   0.65    3.40  REPLICA_WATCH
   0.175   0.2612   0.0222    0.922   0.65    0.76  RCVD_DOUBLE_IP_LOOSE
+  0.114   0.1789   0.0000    1.000   0.65    3.36  XMAILER_MIMEOLE_OL_A50F8
+  0.114   0.1789   0.0000    1.000   0.65    3.40  REPLICA_WATCH
   0.123   0.1915   0.0030    0.985   0.65    1.80  LONGWORDS
   0.133   0.2041   0.0074    0.965   0.65    0.45  FORGED_MUA_IMS
- 20.479  31.8761   0.3879    0.988   0.65    1.50  URIBL_SBL
   0.392   0.5786   0.0637    0.901   0.65    0.69  FUZZY_VPILL
+ 20.479  31.8761   0.3879    0.988   0.65    1.50  URIBL_SBL
   0.114   0.1780   0.0015    0.992   0.65    3.40  HEADER_SPAM
   0.110   0.1721   0.0000    1.000   0.65    1.99  FR_ALMOST_VIAG2
   0.130   0.1999   0.0074    0.964   0.65    1.65  WHOIS_REGISTERFLY
-  0.108   0.1688   0.0000    1.000   0.65    2.26  FORGED_IMS_HTML
   0.241   0.3527   0.0444    0.888   0.65    1.60  DEAR_SOMETHING
-  0.137   0.2083   0.0118    0.946   0.65    2.18  TVD_RCVD_SINGLE
-  0.107   0.1671   0.0000    1.000   0.65    0.71  FUZZY_MERIDIA
-  2.447   3.7100   0.2191    0.944   0.64    1.40  DATE_IN_PAST_06_12
-  0.106   0.1654   0.0000    1.000   0.64    1.13  XMAILER_MIMEOLE_OL_C9068
-  1.760   2.6528   0.1850    0.935   0.64    0.82  SPF_FAIL
+  0.108   0.1688   0.0000    1.000   0.65    2.26  FORGED_IMS_HTML
+  0.137   0.2083   0.0118    0.946   0.65    1.35  TVD_RCVD_SINGLE
+  0.107   0.1671   0.0000    1.000   0.65    2.37  FUZZY_MERIDIA
+  0.106   0.1654   0.0000    1.000   0.64    0.77  XMAILER_MIMEOLE_OL_C9068
   0.112   0.0017   0.3064    0.005   0.64   -4.00  RCVD_IN_DNSWL_MED
-  0.104   0.1629   0.0000    1.000   0.64    2.63  FB_GAPPY_ADDRESS
+  2.447   3.7100   0.2191    0.944   0.64    1.07  DATE_IN_PAST_06_12
+  0.104   0.1629   0.0000    1.000   0.64    2.67  FB_GAPPY_ADDRESS
+  1.760   2.6528   0.1850    0.935   0.64    0.69  SPF_FAIL
   0.101   0.1587   0.0000    1.000   0.64    0.35  MIME_BAD_ISO_CHARSET
   0.204   0.2990   0.0370    0.890   0.64    0.94  BANG_GUAR
   0.104   0.0008   0.2872    0.003   0.64   -0.00  RCVD_IN_IADB_LISTED
   0.117   0.1797   0.0074    0.960   0.64    1.04  URI_NO_WWW_INFO_CGI
-  0.098   0.1537   0.0000    1.000   0.64    1.91  RATWARE_EGROUPS
+  0.098   0.1537   0.0000    1.000   0.64    2.00  RATWARE_EGROUPS
   0.098   0.1528   0.0000    1.000   0.64    1.62  DRUG_DOSAGE
- 20.340  31.6015   0.4885    0.985   0.63    1.40  FH_HOST_EQ_D_D_D_D
+  0.137   0.2057   0.0163    0.927   0.63    1.03  FUZZY_AMBIEN
   0.095   0.1486   0.0000    1.000   0.63    3.30  FU_UKGEOCITIES
   0.095   0.0000   0.2620    0.000   0.63   -0.00  NO_RELAYS
-  0.137   0.2057   0.0163    0.927   0.63    1.05  FUZZY_AMBIEN
+ 20.340  31.6015   0.4885    0.985   0.63    1.21  FH_HOST_EQ_D_D_D_D
   0.100   0.1554   0.0030    0.981   0.63    2.91  SUSPICIOUS_RECIPS
-  1.502   2.2489   0.1865    0.923   0.63    1.64  RCVD_IN_NJABL_PROXY
   0.093   0.1453   0.0000    1.000   0.63    1.25  FUZZY_OFFERS
-  0.110   0.1680   0.0074    0.958   0.63    0.58  TVD_RATWARE_MSGID_02
+  1.502   2.2489   0.1865    0.923   0.63    1.64  RCVD_IN_NJABL_PROXY
   0.577   0.0504   1.5056    0.032   0.63   -0.18  BAYES_40
+  0.110   0.1680   0.0074    0.958   0.63    0.58  TVD_RATWARE_MSGID_02
   0.090   0.1411   0.0000    1.000   0.63    2.62  NO_PRESCRIPTION
-  0.090   0.1411   0.0000    1.000   0.63    2.48  HELO_OEM
+  0.090   0.1411   0.0000    1.000   0.63    2.19  HELO_OEM
   0.090   0.0000   0.2487    0.000   0.63   -0.00  RCVD_IN_IADB_EPIA
   0.089   0.1402   0.0000    1.000   0.63    2.83  MIME_BOUND_EQ_REL
   0.089   0.1402   0.0000    1.000   0.63    3.40  FB_INCREASE_YOUR
   0.141   0.2091   0.0207    0.910   0.63    2.80  SUBJ_RE_NUM
   0.089   0.1394   0.0000    1.000   0.63    3.30  FS_WILL_HELP
-  0.092   0.0008   0.2531    0.003   0.63   -0.00  RCVD_IN_IADB_SPF
-  0.091   0.0008   0.2487    0.003   0.63   -0.00  RCVD_IN_IADB_OPTIN_GT50
+  0.092   0.0008   0.2531    0.003   0.63   -0.08  RCVD_IN_IADB_SPF
+  0.091   0.0008   0.2487    0.003   0.63   -0.24  RCVD_IN_IADB_OPTIN_GT50
   0.087   0.1360   0.0000    1.000   0.63    2.93  RATWARE_OE_MALFORMED
+  0.130   0.1940   0.0163    0.923   0.62    1.58  URG_BIZ
   0.086   0.0000   0.2383    0.000   0.62   -0.00  RCVD_IN_IADB_SENDERID
-  0.130   0.1940   0.0163    0.923   0.62    1.53  URG_BIZ
-  0.086   0.1344   0.0000    1.000   0.62    1.30  FORGED_MUA_THEBAT_BOUN
-  0.086   0.0000   0.2369    0.000   0.62   -0.00  RCVD_IN_IADB_EDDB
+  0.086   0.1344   0.0000    1.000   0.62    1.25  FORGED_MUA_THEBAT_BOUN
+  0.086   0.0000   0.2369    0.000   0.62   -0.29  RCVD_IN_IADB_EDDB
+  0.599   0.8851   0.0933    0.905   0.62    0.13  HTTP_ESCAPED_HOST
   0.095   0.1461   0.0044    0.971   0.62    1.85  XMAILER_MIMEOLE_OL_C7C33
-  0.085   0.1335   0.0000    1.000   0.62    3.23  STOX_AND_PRICE
+  0.085   0.1335   0.0000    1.000   0.62    3.18  STOX_AND_PRICE
   0.085   0.1335   0.0000    1.000   0.62    1.88  FUZZY_MORTGAGE
-  0.599   0.8851   0.0933    0.905   0.62    0.13  HTTP_ESCAPED_HOST
-  0.084   0.1318   0.0000    1.000   0.62    2.82  DATE_IN_FUTURE_48_96
+  0.084   0.1318   0.0000    1.000   0.62    3.20  DATE_IN_FUTURE_48_96
   0.093   0.1436   0.0044    0.970   0.62    0.76  FROM_BLANK_NAME
   0.100   0.1520   0.0074    0.954   0.62    2.17  RATWARE_OUTLOOK_NONAME
   0.108   0.1629   0.0104    0.940   0.62    0.23  FORGED_MUA_EUDORA
   0.102   0.0050   0.2724    0.018   0.62   -1.00  RCVD_IN_DNSWL_LOW
+  0.216   0.3107   0.0489    0.864   0.62    1.76  MISSING_SUBJECT
   0.099   0.0042   0.2665    0.016   0.62   -4.30  RCVD_IN_BSP_TRUSTED
   0.083   0.0000   0.2280    0.000   0.62   -7.50  USER_IN_DEF_SPF_WL
   0.088   0.1360   0.0030    0.979   0.62    0.00  FROM_LOCAL_DIGITS
-  0.216   0.3107   0.0489    0.864   0.62    1.76  MISSING_SUBJECT
   0.082   0.1285   0.0000    1.000   0.62    1.42  FM_SCHOOLING
   0.096   0.1470   0.0074    0.952   0.62    1.19  MSGID_SPAM_LETTERS
   0.081   0.1276   0.0000    1.000   0.62    1.65  TT_OBSCURED_VIAGRA
@@ -543,77 +543,77 @@
   0.098   0.1486   0.0089    0.944   0.62    2.81  HTML_EXTRA_CLOSE
   0.079   0.1234   0.0000    1.000   0.61    0.10  FS_TIP_DDD
   0.078   0.1226   0.0000    1.000   0.61    2.78  MSGID_DOLLARS_RANDOM
-  0.076   0.1184   0.0000    1.000   0.61    3.20  AXB_XR_STULDAP
+  0.076   0.1184   0.0000    1.000   0.61    3.00  AXB_XR_STULDAP
+  1.057   1.5594   0.1717    0.901   0.61    0.84  SPF_HELO_SOFTFAIL
+  0.242   0.3460   0.0592    0.854   0.61    0.63  US_DOLLARS_3
   0.095   0.1444   0.0089    0.942   0.61    1.39  REPTO_QUOTE_IMS
-  1.057   1.5594   0.1717    0.901   0.61    1.11  SPF_HELO_SOFTFAIL
-  0.242   0.3460   0.0592    0.854   0.61    0.74  US_DOLLARS_3
   0.074   0.1167   0.0000    1.000   0.61    3.23  FB_NO_SCRIP_NEEDED
-  2.815   4.2449   0.2931    0.935   0.61    0.69  DATE_IN_PAST_03_06
-  0.079   0.1226   0.0015    0.988   0.61    3.20  DEAR_WINNER
-  0.085   0.1302   0.0044    0.967   0.61    1.50  SORTED_RECIPS
   0.123   0.1805   0.0207    0.897   0.61    0.11  HTML_COMMENT_SAVED_URL
+  0.079   0.1226   0.0015    0.988   0.61    3.20  DEAR_WINNER
+  0.085   0.1302   0.0044    0.967   0.61    1.12  SORTED_RECIPS
+  2.815   4.2449   0.2931    0.935   0.61    0.04  DATE_IN_PAST_03_06
   0.073   0.1142   0.0000    1.000   0.61    2.32  FORGED_IMS_TAGS
   0.093   0.1402   0.0089    0.940   0.61    1.33  NA_DOLLARS
   0.076   0.1176   0.0015    0.988   0.61    3.14  FRT_SEXUAL
   0.072   0.1134   0.0000    1.000   0.61    1.46  FS_OBFU_PRMCY
   0.071   0.1117   0.0000    1.000   0.61    2.58  FB_IMPRESS_GIRL
+  0.248   0.3527   0.0637    0.847   0.61    0.40  RCVD_IN_WHOIS_INVALID
   0.070   0.1100   0.0000    1.000   0.61    2.23  FM_MULTI_LUX_GIFTS
-  0.248   0.3527   0.0637    0.847   0.61    0.39  RCVD_IN_WHOIS_INVALID
   0.070   0.1092   0.0000    1.000   0.61    2.68  FH_MSGID_XXX
-  2.570   3.8629   0.2902    0.930   0.60    0.60  SPF_SOFTFAIL
   0.080   0.1226   0.0044    0.965   0.60    0.56  DC_PNG_UNO_LARGO
   0.069   0.1083   0.0000    1.000   0.60    3.20  PERCENT_RANDOM
   0.069   0.1083   0.0000    1.000   0.60    2.13  FM_FAKE_HELO_VERIZON
+  0.776   1.1353   0.1436    0.888   0.60    2.60  REPTO_QUOTE_YAHOO
+  2.570   3.8629   0.2902    0.930   0.60    0.60  SPF_SOFTFAIL
   0.068   0.1058   0.0000    1.000   0.60    3.20  FAKE_HELO_MAIL_COM_DOM
-  2.109   3.1608   0.2546    0.925   0.60    0.00  MIME_HTML_MOSTLY
   0.065   0.1024   0.0000    1.000   0.60    2.19  FB_EMAIL_HIER
-  0.776   1.1353   0.1436    0.888   0.60    2.60  REPTO_QUOTE_YAHOO
   0.070   0.1092   0.0015    0.987   0.60    2.27  SPOOF_COM2COM
-  0.065   0.1016   0.0000    1.000   0.60    2.29  REPTO_QUOTE_MSN
   0.103   0.1520   0.0163    0.903   0.60    1.22  HTML_TITLE_SUBJ_DIFF
+  0.065   0.1016   0.0000    1.000   0.60    2.13  REPTO_QUOTE_MSN
+  2.109   3.1608   0.2546    0.925   0.60    0.00  MIME_HTML_MOSTLY
   0.130   0.1889   0.0266    0.876   0.60    2.70  DEAR_FRIEND
   0.064   0.0999   0.0000    1.000   0.60    2.49  FORGED_AOL_TAGS
   0.063   0.0983   0.0000    1.000   0.60    3.20  FORGED_QUALCOMM_TAGS
   0.062   0.0974   0.0000    1.000   0.60    2.52  XMAILER_MIMEOLE_OL_EF20B
-  0.062   0.0974   0.0000    1.000   0.60    0.00  XMAILER_MIMEOLE_OL_7533E
+  0.062   0.0974   0.0000    1.000   0.60    0.51  XMAILER_MIMEOLE_OL_7533E
   0.062   0.0974   0.0000    1.000   0.60    1.77  LOTTERY_1
   0.166   0.2360   0.0429    0.846   0.60    2.40  FH_HAS_XID
   0.061   0.0957   0.0000    1.000   0.60    0.82  FB_ANUI
   0.061   0.0957   0.0000    1.000   0.60    3.20  TVD_SUBJ_OWE
-  0.061   0.0949   0.0000    1.000   0.59    1.41  HTTP_77
   0.178   0.2519   0.0474    0.842   0.59    2.70  FH_FROMEML_NOTLD
+  0.061   0.0949   0.0000    1.000   0.59    1.41  HTTP_77
   0.062   0.0966   0.0015    0.985   0.59    3.10  SUBJECT_FUZZY_PENIS
   0.059   0.0932   0.0000    1.000   0.59    3.20  HTML_OBFUSCATE_20_30
+  0.661   0.9573   0.1392    0.873   0.59    0.00  SPF_HELO_FAIL
   0.058   0.0915   0.0000    1.000   0.59    3.10  FM_FAKE_53COM_SPOOF
   0.058   0.0915   0.0000    1.000   0.59    3.10  FRT_STRONG2
-  0.661   0.9573   0.1392    0.873   0.59    0.00  SPF_HELO_FAIL
-  0.057   0.0899   0.0000    1.000   0.59    0.51  RCVD_MAIL_COM
+  0.057   0.0899   0.0000    1.000   0.59    0.93  RCVD_MAIL_COM
   0.063   0.0974   0.0030    0.971   0.59    1.30  FUZZY_PRICES
   0.057   0.0890   0.0000    1.000   0.59    0.67  FM_MORTGAGE5PLUS
-  1.479   2.1834   0.2383    0.902   0.59    0.08  DIET_1
   0.062   0.0957   0.0030    0.970   0.59    1.73  TVD_APPROVED
+  1.479   2.1834   0.2383    0.902   0.59    0.08  DIET_1
   0.056   0.0873   0.0000    1.000   0.59    1.68  FB_SPACEY_ZIP
   0.056   0.0873   0.0000    1.000   0.59    1.32  FAKE_HELO_MAIL_COM
-  0.055   0.0865   0.0000    1.000   0.59    2.36  FB_HEY_BRO_COMMA
+  0.055   0.0865   0.0000    1.000   0.59    2.33  FB_HEY_BRO_COMMA
   0.055   0.0865   0.0000    1.000   0.59    1.89  XMAILER_MIMEOLE_OL_91287
-  0.859   1.2412   0.1865    0.869   0.59    1.19  DATE_IN_PAST_12_24
-  0.930   1.3478   0.1939    0.874   0.59    1.33  PLING_QUERY
+  0.292   0.4090   0.0859    0.826   0.59    1.26  HTML_TAG_BALANCE_BODY
   0.057   0.0882   0.0015    0.983   0.59    2.59  FROM_DOMAIN_NOVOWEL
+  0.859   1.2412   0.1865    0.869   0.59    0.99  DATE_IN_PAST_12_24
+  0.930   1.3478   0.1939    0.874   0.59    1.39  PLING_QUERY
   0.054   0.0848   0.0000    1.000   0.59    3.20  FU_ENDS_NUMS_DOTS_CLK
- 13.213  20.2506   0.8068    0.962   0.59    1.40  MIME_QP_LONG_LINE
   0.056   0.0873   0.0015    0.983   0.58    2.44  FB_EXTRA_INCHES
-  0.292   0.4090   0.0859    0.826   0.58    1.26  HTML_TAG_BALANCE_BODY
-  0.074   0.1108   0.0104    0.915   0.58    0.00  INVESTMENT_ADVICE
+  0.074   0.1108   0.0104    0.915   0.58    0.04  INVESTMENT_ADVICE
   0.054   0.0840   0.0000    1.000   0.58    2.00  BANKING_LAWS
+ 13.213  20.2506   0.8068    0.962   0.58    1.40  MIME_QP_LONG_LINE
   0.078   0.1142   0.0133    0.896   0.58    1.45  MSGID_MULTIPLE_AT
   0.049   0.0773   0.0000    1.000   0.58    2.20  HELO_DYNAMIC_HEXIP
   0.054   0.0831   0.0015    0.983   0.58    3.10  HEADER_COUNT_SUBJECT
   0.058   0.0890   0.0044    0.952   0.58    0.01  GUARANTEED_100_PERCENT
   0.049   0.0764   0.0000    1.000   0.58    2.91  URI_L_PHP
-  0.049   0.0764   0.0000    1.000   0.58    2.73  FM_FRM_RN_L_BRACK
+  0.049   0.0764   0.0000    1.000   0.58    2.67  FM_FRM_RN_L_BRACK
+  0.250   0.3477   0.0785    0.816   0.58    1.46  FROM_EXCESS_BASE64
   0.048   0.0756   0.0000    1.000   0.58    3.10  FB_TO_STOP_DISTRO
   0.052   0.0806   0.0015    0.982   0.58    3.10  UNCLAIMED_MONEY
-  0.250   0.3477   0.0785    0.816   0.58    1.89  FROM_EXCESS_BASE64
   0.048   0.0747   0.0000    1.000   0.58    1.58  FS_NO_SCRIP
   0.047   0.0739   0.0000    1.000   0.58    2.11  FB_ALMOST_SEX
   0.049   0.0764   0.0015    0.981   0.58    3.03  HEADER_COUNT_CTYPE
@@ -622,37 +622,37 @@
   0.046   0.0722   0.0000    1.000   0.58    2.65  TVD_RATWARE_CB
   0.046   0.0000   0.1273    0.000   0.58   -7.50  ENV_AND_HDR_SPF_MATCH
   0.046   0.0722   0.0000    1.000   0.58    3.10  FS_START_DOYOU2
-  0.046   0.0714   0.0000    1.000   0.57    2.71  XMAILER_MIMEOLE_OL_D03AB
+  0.046   0.0714   0.0000    1.000   0.57    2.45  XMAILER_MIMEOLE_OL_D03AB
   0.046   0.0714   0.0000    1.000   0.57    2.96  KOREAN_UCE_SUBJECT
   0.045   0.0705   0.0000    1.000   0.57    0.00  FM_SCHOOL_DIPLOMA
   0.044   0.0697   0.0000    1.000   0.57    3.10  FM_SCHOOL_TYPES
   0.049   0.0756   0.0030    0.962   0.57    3.10  FRT_ROLEX
   0.046   0.0714   0.0015    0.980   0.57    3.00  FH_FROM_CASH
+  0.200   0.2754   0.0666    0.805   0.57    1.08  MSGID_SHORT
   0.046   0.0705   0.0015    0.979   0.57    2.20  FH_DATE_IS_19XX
-  0.043   0.0672   0.0000    1.000   0.57    1.75  FB_NOT_SCHOOL
   0.081   0.1167   0.0192    0.858   0.57    0.00  NO_RDNS_DOTCOM_HELO
-  0.200   0.2754   0.0666    0.805   0.57    1.08  MSGID_SHORT
+  0.043   0.0672   0.0000    1.000   0.57    2.96  FB_NOT_SCHOOL
   0.086   0.1226   0.0207    0.855   0.57    1.67  FH_HOST_EQ_PACBELL_D
   0.042   0.0663   0.0000    1.000   0.57    3.00  FB_ULTRA_ALLURE
-  1.111   1.6081   0.2354    0.872   0.57    2.17  SUBJ_ALL_CAPS
   0.042   0.0655   0.0000    1.000   0.57    3.10  DEAR_HOMEOWNER
   0.042   0.0655   0.0000    1.000   0.57    3.00  TVD_PH_REC
   0.041   0.0647   0.0000    1.000   0.57    1.44  EMPTY_MESSAGE
+  1.111   1.6081   0.2354    0.872   0.57    2.08  SUBJ_ALL_CAPS
   0.041   0.0638   0.0000    1.000   0.57    2.78  FS_RAMROD
-  0.041   0.0638   0.0000    1.000   0.57    2.39  JM_TORA_XM
-  0.041   0.0638   0.0000    1.000   0.57    1.20  FUZZY_MEDICATION
+  0.041   0.0638   0.0000    1.000   0.57    2.41  JM_TORA_XM
+  0.041   0.0638   0.0000    1.000   0.57    2.72  FUZZY_MEDICATION
   0.043   0.0663   0.0015    0.978   0.57    0.00  FS_CHEAP_CAP
   0.048   0.0722   0.0044    0.942   0.57    1.78  FRT_BIGGERMEM1
   0.040   0.0630   0.0000    1.000   0.57    2.74  URI_UNSUBSCRIBE
   0.040   0.0621   0.0000    1.000   0.56    1.81  FRT_DISCOUNT
-  0.040   0.0621   0.0000    1.000   0.56    1.97  FUZZY_PHARMACY
+  0.040   0.0621   0.0000    1.000   0.56    1.70  FUZZY_PHARMACY
   0.042   0.0647   0.0015    0.978   0.56    2.19  INVALID_DATE_TZ_ABSURD
   0.039   0.0613   0.0000    1.000   0.56    2.85  YOUR_CRD_RATING
   0.041   0.0638   0.0015    0.977   0.56    0.41  FS_LARGE_PERCENT2
   0.039   0.0605   0.0000    1.000   0.56    3.02  TVD_PP_PHISH
   0.039   0.0605   0.0000    1.000   0.56    2.12  FRT_WEIGHT2
   0.041   0.0630   0.0015    0.977   0.56    0.80  MIME_BOUND_MANY_HEX
-  0.046   0.0689   0.0044    0.939   0.56    2.83  X_LIBRARY
+  0.046   0.0689   0.0044    0.939   0.56    2.75  X_LIBRARY
   0.038   0.0596   0.0000    1.000   0.56    2.90  STOCK_ALERT
   0.038   0.0596   0.0000    1.000   0.56    1.80  FS_EJACULA
   0.045   0.0680   0.0044    0.939   0.56    3.00  TVD_PH_SUBJ_ACCOUNTS_POST
@@ -668,100 +668,100 @@
   0.036   0.0563   0.0015    0.974   0.56    0.40  FB_MORE_SIZE
   0.036   0.0563   0.0015    0.974   0.56    1.59  SPOOF_NET2COM
   0.034   0.0529   0.0000    1.000   0.56    2.13  FB_ADD_INCHES
+  0.232   0.3166   0.0829    0.792   0.56    0.37  URI_HEX
   0.033   0.0521   0.0000    1.000   0.56    1.25  FUZZY_GUARANTEE
   0.033   0.0521   0.0000    1.000   0.56    1.61  HS_DRUG_DOLLAR_MANY
   0.033   0.0521   0.0000    1.000   0.56    1.25  FRT_GUARANTEE1
   0.035   0.0546   0.0015    0.974   0.55    0.00  NUMERIC_HTTP_ADDR
-  0.232   0.3166   0.0829    0.792   0.55    0.93  URI_HEX
   0.041   0.0613   0.0044    0.932   0.55    1.50  FROM_STARTS_WITH_NUMS
   0.041   0.0025   0.1081    0.023   0.55   -0.10  RCVD_IN_BSP_OTHER
-  0.033   0.0512   0.0000    1.000   0.55    2.78  UNCLOSED_BRACKET
+  0.033   0.0512   0.0000    1.000   0.55    2.21  UNCLOSED_BRACKET
   0.048   0.0697   0.0089    0.887   0.55    1.29  MARKETING_PARTNERS
-  1.388   2.0045   0.3005    0.870   0.55    0.52  HTML_IMAGE_RATIO_02
   0.032   0.0504   0.0000    1.000   0.55    0.00  KAM_STOCKTIP15
   0.032   0.0504   0.0000    1.000   0.55    1.54  FORGED_MSGID_HOTMAIL
   0.037   0.0563   0.0030    0.950   0.55    0.00  MONEY_BACK
   0.061   0.0865   0.0163    0.842   0.55    2.00  TRACKER_ID
+  1.388   2.0045   0.3005    0.870   0.55    0.38  HTML_IMAGE_RATIO_02
   0.031   0.0487   0.0000    1.000   0.55    2.90  HTTPS_IP_MISMATCH
   0.031   0.0487   0.0000    1.000   0.55    1.19  DRUG_ED_SILD
   0.031   0.0487   0.0000    1.000   0.55    2.66  TVD_SUBJ_WIPE_DEBT
   0.030   0.0470   0.0000    1.000   0.55    2.90  MIME_BOUND_DIGITS_15
   7.675  11.3450   1.2065    0.904   0.55    2.17  DCC_CHECK
-  0.029   0.0462   0.0000    1.000   0.55    2.90  XMAILER_MIMEOLE_OL_32D97
+  0.029   0.0462   0.0000    1.000   0.55    2.88  XMAILER_MIMEOLE_OL_32D97
  19.113  27.9553   3.5248    0.888   0.55    0.10  RDNS_NONE
   0.029   0.0453   0.0000    1.000   0.55    2.80  TVD_PH_SUBJ_URGENT
   0.029   0.0453   0.0000    1.000   0.55    1.12  FORGED_MSGID_MSN
   0.039   0.0579   0.0059    0.907   0.55    0.80  FUZZY_ERECT
-  0.035   0.0529   0.0044    0.923   0.55    1.64  FUZZY_MILLION
+  0.035   0.0529   0.0044    0.923   0.55    2.53  FUZZY_MILLION
   0.035   0.0529   0.0044    0.923   0.55    0.00  HTML_NONELEMENT_30_40
   0.035   0.0529   0.0044    0.923   0.55    0.00  SUBJECT_SEXUAL
-  0.028   0.0437   0.0000    1.000   0.55    2.90  XMAILER_MIMEOLE_OL_8E893
   0.062   0.0865   0.0192    0.818   0.55    2.59  RCVD_FAKE_HELO_DOTCOM
-  0.027   0.0428   0.0000    1.000   0.55    1.91  WHOIS_NAMEKING
+  0.028   0.0437   0.0000    1.000   0.55    2.90  XMAILER_MIMEOLE_OL_8E893
+  0.027   0.0428   0.0000    1.000   0.55    1.41  WHOIS_NAMEKING
   0.027   0.0428   0.0000    1.000   0.55    2.80  FUZZY_MONEY
   0.029   0.0008   0.0799    0.010   0.54   -4.30  HABEAS_ACCREDITED_SOI
-  0.027   0.0420   0.0000    1.000   0.54    1.14  SUBJ_YOUR_FAMILY
+  0.027   0.0420   0.0000    1.000   0.54    1.04  SUBJ_YOUR_FAMILY
   0.026   0.0411   0.0000    1.000   0.54    2.47  FUZZY_OBLIGATION
-  0.637   0.8809   0.2058    0.811   0.54    2.30  FORGED_YAHOO_RCVD
   0.025   0.0395   0.0000    1.000   0.54    2.84  WHOIS_UNLISTED
   0.025   0.0395   0.0000    1.000   0.54    3.00  FB_LOWER_PAYM
-  0.025   0.0386   0.0000    1.000   0.54    2.70  FRT_OPPORTUN2
-  0.025   0.0386   0.0000    1.000   0.54    2.80  XMAILER_MIMEOLE_OL_4B815
- 10.436  14.6797   2.9548    0.832   0.54    1.50  MIME_HTML_ONLY
-  0.024   0.0378   0.0000    1.000   0.54    0.00  VIA_GAP_GRA
+  0.637   0.8809   0.2058    0.811   0.54    2.30  FORGED_YAHOO_RCVD
+  0.025   0.0386   0.0000    1.000   0.54    2.69  FRT_OPPORTUN2
+  0.025   0.0386   0.0000    1.000   0.54    1.93  XMAILER_MIMEOLE_OL_4B815
+ 10.436  14.6797   2.9548    0.832   0.54    1.46  MIME_HTML_ONLY
+  0.024   0.0378   0.0000    1.000   0.54    0.13  VIA_GAP_GRA
   0.026   0.0403   0.0015    0.965   0.54    2.80  CUM_SHOT
-  0.024   0.0369   0.0000    1.000   0.54    1.48  XMAILER_MIMEOLE_OL_CAC8F
+  0.024   0.0369   0.0000    1.000   0.54    0.42  XMAILER_MIMEOLE_OL_CAC8F
   0.024   0.0000   0.0651    0.000   0.54  -15.00  USER_IN_DEF_WHITELIST
   0.024   0.0369   0.0000    1.000   0.54    1.03  XMAILER_MIMEOLE_OL_1ECD5
   0.028   0.0428   0.0030    0.935   0.54    2.00  FS_LOW_RATES
-  0.023   0.0361   0.0000    1.000   0.54    0.58  RCVD_AM_PM
   0.083   0.1117   0.0326    0.774   0.54    1.24  FUZZY_CREDIT
+  0.023   0.0361   0.0000    1.000   0.54    0.55  RCVD_AM_PM
   0.043   0.0605   0.0118    0.836   0.54    2.40  FB_NUMYO
   0.023   0.0353   0.0000    1.000   0.54    2.70  FH_FROM_HOODIA
   0.023   0.0353   0.0000    1.000   0.54    0.71  FB_HOMELOAN
   0.023   0.0353   0.0000    1.000   0.54    2.59  HS_FORGED_OE_FW
-  0.022   0.0344   0.0000    1.000   0.54    2.00  XMAILER_MIMEOLE_OL_83BF7
-  0.021   0.0336   0.0000    1.000   0.54    0.93  XMAILER_MIMEOLE_OL_09BB4
-  0.021   0.0336   0.0000    1.000   0.54    2.70  FRT_MEETING
-  0.021   0.0336   0.0000    1.000   0.54    2.70  FB_RE_FI
   0.389   0.5240   0.1510    0.776   0.54    1.10  RCVD_IN_DOB
   0.389   0.5240   0.1510    0.776   0.54    0.73  DNS_FROM_DOB
-  4.528   6.6214   0.8379    0.888   0.54    0.86  RCVD_IN_SORBS_WEB
-  0.021   0.0328   0.0000    1.000   0.53    2.87  FH_MSGID_REPLACE
-  0.021   0.0328   0.0000    1.000   0.53    1.60  SUBJECT_DIET
-  0.021   0.0328   0.0000    1.000   0.53    1.14  FH_XMAIL_REPLACE
+  0.022   0.0344   0.0000    1.000   0.54    2.07  XMAILER_MIMEOLE_OL_83BF7
+  0.021   0.0336   0.0000    1.000   0.54    1.32  XMAILER_MIMEOLE_OL_09BB4
+  0.021   0.0336   0.0000    1.000   0.54    2.70  FRT_MEETING
+  0.021   0.0336   0.0000    1.000   0.54    2.70  FB_RE_FI
+  0.021   0.0328   0.0000    1.000   0.53    2.51  FH_MSGID_REPLACE
+  0.021   0.0328   0.0000    1.000   0.53    1.47  SUBJECT_DIET
+  0.021   0.0328   0.0000    1.000   0.53    1.06  FH_XMAIL_REPLACE
   0.021   0.0328   0.0000    1.000   0.53    2.04  REFINANCE_YOUR_HOME
+  4.528   6.6214   0.8379    0.888   0.53    0.62  RCVD_IN_SORBS_WEB
   0.020   0.0319   0.0000    1.000   0.53    2.49  FB_SSEX
   0.020   0.0319   0.0000    1.000   0.53    1.36  TT_MSGID_TRUNC
   0.020   0.0319   0.0000    1.000   0.53    2.52  SUBJECT_DRUG_GAP_L
   0.020   0.0319   0.0000    1.000   0.53    2.70  FORGED_MUA_MOZILLA
   0.020   0.0311   0.0000    1.000   0.53    1.60  FH_FROM_GIVEAWAY
-  0.020   0.0311   0.0000    1.000   0.53    1.58  HS_DRUG_DOLLAR_2
+  0.020   0.0311   0.0000    1.000   0.53    1.62  HS_DRUG_DOLLAR_2
   0.019   0.0294   0.0000    1.000   0.53    1.92  XMAILER_MIMEOLE_OL_A842E
   0.019   0.0294   0.0000    1.000   0.53    0.97  OBFUSCATING_COMMENT
   0.019   0.0294   0.0000    1.000   0.53    2.70  WHOIS_SECUREWHOIS
   0.019   0.0294   0.0000    1.000   0.53    0.92  FRT_REFINANCE1
-  0.018   0.0286   0.0000    1.000   0.53    0.00  FB_UNRESOLV_PROV
+  0.018   0.0286   0.0000    1.000   0.53    0.77  FB_UNRESOLV_PROV
   0.018   0.0286   0.0000    1.000   0.53    0.39  XMAILER_MIMEOLE_OL_3D61D
   0.018   0.0286   0.0000    1.000   0.53    2.46  FB_C0MPANY
   0.018   0.0286   0.0000    1.000   0.53    2.67  FS_DOLLAR_BONUS
-  0.018   0.0277   0.0000    1.000   0.53    2.60  FS_ERECTION
+  0.018   0.0277   0.0000    1.000   0.53    2.64  FS_ERECTION
   0.018   0.0277   0.0000    1.000   0.53    2.00  FB_UNLOCK_YOUR_G
-  0.018   0.0277   0.0000    1.000   0.53    0.29  RATWARE_RCVD_AT
- 17.975  25.9634   3.8934    0.870   0.53    1.96  RCVD_IN_BL_SPAMCOP_NET
+  0.018   0.0277   0.0000    1.000   0.53    0.21  RATWARE_RCVD_AT
   0.017   0.0269   0.0000    1.000   0.53    2.60  TVD_DEAR_HOMEOWNER
+ 17.975  25.9634   3.8934    0.870   0.53    1.96  RCVD_IN_BL_SPAMCOP_NET
   0.017   0.0260   0.0000    1.000   0.53    1.88  BILLION_DOLLARS
   0.016   0.0252   0.0000    1.000   0.53    0.00  FROM_OFFERS
-  0.016   0.0252   0.0000    1.000   0.53    0.56  XMAILER_MIMEOLE_OL_20C99
-  0.016   0.0252   0.0000    1.000   0.53    1.30  FM_PHN_NODNS
+  0.016   0.0252   0.0000    1.000   0.53    0.57  XMAILER_MIMEOLE_OL_20C99
+  0.016   0.0252   0.0000    1.000   0.53    1.01  FM_PHN_NODNS
   0.024   0.0344   0.0044    0.886   0.53    0.00  FUZZY_REFINANCE
   0.016   0.0244   0.0000    1.000   0.53    1.83  FB_STOCK_EXPLODE
   0.016   0.0244   0.0000    1.000   0.53    2.70  WHOIS_CONTACTPRIV
   0.016   0.0244   0.0000    1.000   0.53    2.60  DOS_YOUR_PLACE
-  1.255   1.7660   0.3538    0.833   0.53    0.00  HTML_FONT_SIZE_LARGE
   0.037   0.0504   0.0133    0.791   0.52    2.70  ROUND_THE_WORLD_LOCAL
   0.014   0.0227   0.0000    1.000   0.52    2.47  BROKEN_RATWARE_BOM
   0.014   0.0227   0.0000    1.000   0.52    2.21  LOOPHOLE_1
+  1.255   1.7660   0.3538    0.833   0.52    0.00  HTML_FONT_SIZE_LARGE
   0.014   0.0227   0.0000    1.000   0.52    2.70  DRUGS_HDIA
   0.025   0.0353   0.0059    0.856   0.52    2.70  INVALID_TZ_EST
   0.017   0.0252   0.0015    0.944   0.52    2.70  MULTIPART_ALT_NON_TEXT
@@ -770,7 +770,7 @@
   0.019   0.0277   0.0030    0.903   0.52    2.60  X_PRIORITY_CC
   0.013   0.0210   0.0000    1.000   0.52    0.00  FS_HUGECOCK
   0.013   0.0210   0.0000    1.000   0.52    0.00  ROUND_THE_WORLD
-  0.013   0.0210   0.0000    1.000   0.52    0.74  REFINANCE_NOW
+  0.013   0.0210   0.0000    1.000   0.52    0.56  REFINANCE_NOW
   0.013   0.0210   0.0000    1.000   0.52    0.00  DOS_STOCK_BAT2
   0.013   0.0210   0.0000    1.000   0.52    2.60  FB_NOT_PHONE_NUM1
   0.016   0.0235   0.0015    0.941   0.52    2.60  FAKE_HELO_LYCOS
@@ -782,25 +782,25 @@
   0.012   0.0193   0.0000    1.000   0.52    0.91  TT_OBSCURED_VALIUM
   0.014   0.0218   0.0015    0.937   0.52    2.17  FS_START_LOSE
   0.012   0.0185   0.0000    1.000   0.52    1.60  FUZZY_PRESCRIPT
-  0.012   0.0185   0.0000    1.000   0.52    1.13  FB_YOURSELF_MASTER
+  0.012   0.0185   0.0000    1.000   0.52    2.01  FB_YOURSELF_MASTER
   0.012   0.0185   0.0000    1.000   0.52    1.77  SUBJECT_DRUG_GAP_X
   0.012   0.0185   0.0000    1.000   0.52    2.60  FAKE_HELO_EXCITE
   0.011   0.0176   0.0000    1.000   0.52    2.70  FH_HAS_XAIMC
-  0.011   0.0176   0.0000    1.000   0.52    2.47  FS_TEEN_BAD
-  0.011   0.0000   0.0296    0.000   0.52   -0.00  RCVD_IN_IADB_OPTIN
+  0.011   0.0176   0.0000    1.000   0.52    2.55  FS_TEEN_BAD
+  0.011   0.0000   0.0296    0.000   0.52    0.00  RCVD_IN_IADB_OPTIN
   0.010   0.0160   0.0000    1.000   0.52    2.60  MALE_ENHANCE
   0.020   0.0277   0.0059    0.824   0.52    2.50  HIDE_WIN_STATUS
   0.012   0.0185   0.0015    0.926   0.52    1.56  FS_AT_NO_COST
   0.012   0.0185   0.0015    0.926   0.52    2.60  EXCUSE_24
   0.010   0.0151   0.0000    1.000   0.52    2.12  MISSING_MIME_HB_SEP
-  0.010   0.0151   0.0000    1.000   0.52    1.56  SUBJECT_DRUG_GAP_VA
+  0.010   0.0151   0.0000    1.000   0.52    1.01  SUBJECT_DRUG_GAP_VA
   0.010   0.0151   0.0000    1.000   0.52    1.65  FU_HOODIA
   0.009   0.0143   0.0000    1.000   0.52    0.00  KAM_STOCKTIP21
   0.009   0.0143   0.0000    1.000   0.52    0.00  FORGED_TELESP_RCVD
   0.009   0.0143   0.0000    1.000   0.52    2.70  GEO_QUERY_STRING
   0.009   0.0143   0.0000    1.000   0.52    0.00  TVD_INCREASE_SIZE
   0.009   0.0143   0.0000    1.000   0.52    2.60  FB_PIPEDOLLAR
-  0.009   0.0143   0.0000    1.000   0.52    2.20  INVALID_TZ_CST
+  0.009   0.0143   0.0000    1.000   0.52    2.08  INVALID_TZ_CST
   0.009   0.0143   0.0000    1.000   0.52    0.00  FB_SPUR_M
   0.014   0.0202   0.0030    0.872   0.52    2.37  FRT_DOLLAR
   0.009   0.0134   0.0000    1.000   0.51    0.00  SUBJECT_DRUG_GAP_S
@@ -812,9 +812,9 @@
   0.008   0.0126   0.0000    1.000   0.51    0.00  FORGED_MSGID_EXCITE
   0.010   0.0151   0.0015    0.911   0.51    2.60  FIN_FREE
   0.015   0.0210   0.0044    0.825   0.51    0.13  FB_GVR
-  0.015   0.0210   0.0044    0.825   0.51    1.06  TO_MALFORMED
+  0.015   0.0210   0.0044    0.825   0.51    1.17  TO_MALFORMED
   0.008   0.0118   0.0000    1.000   0.51    0.00  TVD_RATWARE_CB_2
-  0.008   0.0118   0.0000    1.000   0.51    1.57  FB_P1LL
+  0.008   0.0118   0.0000    1.000   0.51    1.81  FB_P1LL
   0.008   0.0118   0.0000    1.000   0.51    0.00  WITH_LC_SMTP
   0.008   0.0118   0.0000    1.000   0.51    0.00  FS_RE_APPROV
   0.007   0.0109   0.0000    1.000   0.51    0.00  RCVD_IN_SORBS_ZOMBIE
@@ -840,6 +840,7 @@
   0.004   0.0067   0.0000    1.000   0.51    0.00  FAKE_HELO_MSN
   0.004   0.0067   0.0000    1.000   0.51    0.00  XMAILER_MIMEOLE_OL_EF222
   0.004   0.0067   0.0000    1.000   0.51    0.00  HELO_DYNAMIC_ROGERS
+  0.177   0.2293   0.0859    0.728   0.51    0.00  RCVD_IN_SORBS_HTTP
   0.011   0.0151   0.0044    0.773   0.51    0.94  HTML_NONELEMENT_40_50
   0.004   0.0059   0.0000    1.000   0.51    0.00  HTML_BADTAG_40_50
   0.004   0.0059   0.0000    1.000   0.51    0.00  DRUG_ED_ONLINE
@@ -847,17 +848,16 @@
   0.004   0.0059   0.0000    1.000   0.51    0.00  RATWARE_MOZ_MALFORMED
   0.004   0.0059   0.0000    1.000   0.51    0.00  WHOIS_NOLDC
   0.004   0.0059   0.0000    1.000   0.51    0.00  HTML_BADTAG_60_70
-  0.006   0.0008   0.0148    0.054   0.51   -0.00  RCVD_IN_IADB_UT_CPR_MAT
+  0.006   0.0008   0.0148    0.054   0.51    0.00  RCVD_IN_IADB_UT_CPR_MAT
   0.006   0.0084   0.0015    0.850   0.51    0.00  HTML_NONELEMENT_80_90
-  0.177   0.2293   0.0859    0.728   0.51    0.00  RCVD_IN_SORBS_HTTP
   0.003   0.0050   0.0000    1.000   0.51    0.00  HTML_OBFUSCATE_50_60
   0.003   0.0050   0.0000    1.000   0.51    0.00  FAKE_HELO_EMAIL_COM
   0.003   0.0050   0.0000    1.000   0.51    0.00  FORWARD_LOOKING
   0.003   0.0050   0.0000    1.000   0.51    0.00  WHOIS_SECINFOSERV
+  0.033   0.0411   0.0178    0.698   0.51    0.00  OBSCURED_EMAIL
   0.005   0.0076   0.0015    0.836   0.51    0.00  FUZZY_BILLION
   0.005   0.0076   0.0015    0.836   0.51    0.00  FB_ROLLER_IS_T
-  0.005   0.0008   0.0133    0.059   0.51   -0.00  RCVD_IN_IADB_MI_CPR_MAT
-  0.033   0.0411   0.0178    0.698   0.51    0.00  OBSCURED_EMAIL
+  0.005   0.0008   0.0133    0.059   0.51    0.00  RCVD_IN_IADB_MI_CPR_MAT
   0.003   0.0042   0.0000    1.000   0.51    0.10  CRBOUNCE_MESSAGE
   0.003   0.0042   0.0000    1.000   0.51    0.00  FUZZY_THOUSANDS
   0.003   0.0042   0.0000    1.000   0.51    0.00  HTML_FORMACTION_MAILTO
@@ -866,7 +866,7 @@
   0.003   0.0042   0.0000    1.000   0.51    0.00  MULTI_FORGED
   0.003   0.0042   0.0000    1.000   0.51    0.00  HS_SUBJ_ONLINE_PHARMACEUTICAL
   0.003   0.0042   0.0000    1.000   0.51    0.00  FUZZY_REMOVE
-  0.008   0.0017   0.0178    0.086   0.51   -0.00  RCVD_IN_IADB_RDNS
+  0.008   0.0017   0.0178    0.086   0.51    0.00  RCVD_IN_IADB_RDNS
   0.005   0.0067   0.0015    0.819   0.50    0.00  KAM_STOCKTIP4
   0.005   0.0067   0.0015    0.819   0.50    0.00  FB_ONIINE
   0.002   0.0034   0.0000    1.000   0.50    0.00  JAPANESE_UCE_BODY
@@ -886,11 +886,11 @@
   0.001   0.0017   0.0000    1.000   0.50    0.00  FB_SYMBLO
   0.001   0.0017   0.0000    1.000   0.50    0.00  RUDE_HTML
   0.013   0.0160   0.0074    0.683   0.50    0.00  WHOIS_PRIVACYPOST
-  0.001   0.0000   0.0015    0.000   0.50   -0.00  RCVD_IN_IADB_OPTIN_LT50
+  0.001   0.0000   0.0015    0.000   0.50    0.00  RCVD_IN_IADB_OPTIN_LT50
   0.001   0.0008   0.0000    1.000   0.50    0.00  WHOIS_NAMESECURE
   0.001   0.0008   0.0000    1.000   0.50    0.00  RATWARE_HASH_DASH
   0.001   0.0008   0.0000    1.000   0.50    0.00  HTML_OBFUSCATE_90_100
-  0.001   0.0000   0.0015    0.000   0.50   -0.00  RCVD_IN_IADB_DOPTIN_GT50
+  0.001   0.0000   0.0015    0.000   0.50    0.00  RCVD_IN_IADB_DOPTIN_GT50
   0.001   0.0008   0.0000    1.000   0.50    0.00  NOT_ADVISOR
   0.001   0.0008   0.0000    1.000   0.50    0.00  FH_HELO_GMAILSMTP
   0.001   0.0008   0.0000    1.000   0.50    0.00  KAM_STOCKTIP20
@@ -898,7 +898,7 @@
   0.001   0.0008   0.0000    1.000   0.50    0.00  NONEXISTENT_CHARSET
   0.001   0.0008   0.0000    1.000   0.50    0.00  WHOIS_LISTINGAG
   0.001   0.0008   0.0000    1.000   0.50    0.00  RCVD_IN_WHOIS_BOGONS
-  0.001   0.0000   0.0015    0.000   0.50   -0.00  RCVD_IN_IADB_DOPTIN_LT50
+  0.001   0.0000   0.0015    0.000   0.50    0.00  RCVD_IN_IADB_DOPTIN_LT50
   0.005   0.0067   0.0030    0.694   0.50    0.00  HTML_NONELEMENT_60_70
   0.000   0.0000   0.0000    0.500   0.50  100.00  SUBJECT_IN_BLACKLIST
   0.000   0.0000   0.0000    0.500   0.50    0.00  CORRUPT_FROM_LINE_IN_HDRS
@@ -954,7 +954,7 @@
   0.000   0.0000   0.0000    0.500   0.50   -2.00  HASHCASH_23
   0.000   0.0000   0.0000    0.500   0.50    1.00  RCVD_IN_WHOIS_HIJACKED
   0.000   0.0000   0.0000    0.500   0.50   -0.20  HABEAS_CHECKED
-  0.000   0.0000   0.0000    0.500   0.50   -0.00  RCVD_IN_IADB_DK
+  0.000   0.0000   0.0000    0.500   0.50    0.00  RCVD_IN_IADB_DK
   0.000   0.0000   0.0000    0.500   0.50   -0.00  RCVD_IN_IADB_NOCONTROL
   0.000   0.0000   0.0000    0.500   0.50   -0.00  RCVD_IN_IADB_UNVERIFIED_1
   0.000   0.0000   0.0000    0.500   0.50    0.00  YAHOO_RD_REDIR
@@ -997,7 +997,7 @@
   0.000   0.0000   0.0000    0.500   0.50    1.00  WHOIS_DOMESCROW
   0.000   0.0000   0.0000    0.500   0.50    2.80  UNWANTED_LANGUAGE_BODY
   0.000   0.0000   0.0000    0.500   0.50   -0.00  DK_VERIFIED
-  0.000   0.0000   0.0000    0.500   0.50   -8.00  RCVD_IN_IADB_OOO
+  0.000   0.0000   0.0000    0.500   0.50    0.00  RCVD_IN_IADB_OOO
   0.000   0.0000   0.0000    0.500   0.50   -0.70  HASHCASH_21
   0.000   0.0000   0.0000    0.500   0.50    1.50  BODY_8BITS
   0.000   0.0000   0.0000    0.500   0.50    0.00  URI_TRUNCATED
@@ -1022,43 +1022,43 @@
   0.002   0.0017   0.0030    0.362   0.50    0.00  FUZZY_VIOXX
   0.009   0.0101   0.0074    0.577   0.50    0.00  FM_IS_IT_OUR_ACCOUNT
   0.006   0.0067   0.0059    0.532   0.50    0.10  VBOUNCE_MESSAGE
-  0.399   0.5030   0.2147    0.701   0.50    0.88  HTML_FONT_FACE_BAD
   6.021   7.2580   3.8416    0.654   0.49    0.00  UNPARSEABLE_RELAY
+  0.399   0.5030   0.2147    0.701   0.49    0.88  HTML_FONT_FACE_BAD
   0.020   0.0227   0.0148    0.605   0.49    1.15  FORGED_MSGID_AOL
   0.003   0.0017   0.0044    0.274   0.49    0.00  FB_FAKE_NUMBERS
   0.019   0.0218   0.0148    0.596   0.49    0.06  HTML_EMBEDS
-  0.014   0.0151   0.0118    0.561   0.49    0.75  EXCUSE_4
-  0.998   1.3125   0.4441    0.747   0.49    1.42  MSGID_FROM_MTA_HEADER
-  0.004   0.0025   0.0059    0.298   0.49    0.00  HTML_TAG_EXIST_BGSOUND
+  0.014   0.0151   0.0118    0.561   0.49    1.34  EXCUSE_4
   0.111   0.1377   0.0637    0.684   0.49    0.23  REPTO_QUOTE_QUALCOMM
+  0.004   0.0025   0.0059    0.298   0.49    0.00  HTML_TAG_EXIST_BGSOUND
+  0.998   1.3125   0.4441    0.747   0.49    0.80  MSGID_FROM_MTA_HEADER
   5.919   7.0892   3.8549    0.648   0.49    0.69  SPF_NEUTRAL
   0.006   0.0042   0.0089    0.321   0.49    0.00  MISSING_DATE
   0.047   0.0537   0.0340    0.612   0.48    0.04  HTML_IFRAME_SRC
   0.006   0.0042   0.0104    0.288   0.48    0.00  RCVD_IN_SORBS_SMTP
-  0.476   0.6021   0.2546    0.703   0.48    0.67  HTML_IMAGE_RATIO_04
+  0.476   0.6021   0.2546    0.703   0.48    0.17  HTML_IMAGE_RATIO_04
+  0.061   0.0689   0.0459    0.600   0.47    1.48  FROM_NO_USER
  11.001   5.7254  20.3005    0.220   0.47   -0.00  SPF_PASS
-  0.061   0.0689   0.0459    0.600   0.47    1.23  FROM_NO_USER
- 11.191   6.6760  19.1517    0.258   0.47   -0.00  SPF_HELO_PASS
   0.047   0.0512   0.0400    0.562   0.47    1.50  WHOIS_MYPRIVREG
+ 11.191   6.6760  19.1517    0.258   0.47   -0.00  SPF_HELO_PASS
   0.007   0.0000   0.0192    0.000   0.46    0.00  MISSING_MID
-  0.387   0.4543   0.2694    0.628   0.44    0.25  HTML_IMAGE_RATIO_06
+  0.387   0.4543   0.2694    0.628   0.44    0.00  HTML_IMAGE_RATIO_06
   4.357   3.7545   5.4197    0.409   0.44    0.00  BAYES_50
-  0.206   0.2301   0.1643    0.583   0.43    0.04  MIME_BASE64_BLANKS
-  0.016   0.0050   0.0355    0.124   0.43    0.26  HTML_COMMENT_SHORT
+  0.206   0.2301   0.1643    0.583   0.44    0.04  MIME_BASE64_BLANKS
+  0.016   0.0050   0.0355    0.124   0.43    0.73  HTML_COMMENT_SHORT
   0.018   0.0067   0.0385    0.149   0.43    0.00  REMOVE_BEFORE_LINK
-  1.126   1.1983   0.9978    0.546   0.42    1.00  MIME_HEADER_CTYPE_ONLY
+  1.126   1.1983   0.9978    0.546   0.42    0.56  MIME_HEADER_CTYPE_ONLY
   0.390   0.4014   0.3686    0.521   0.41    0.00  NORMAL_HTTP_TO_IP
-  0.346   0.3586   0.3227    0.526   0.41    1.50  MISSING_HEADERS
-  0.281   0.2872   0.2694    0.516   0.39    0.00  HTML_IMAGE_RATIO_08
+  0.346   0.3586   0.3227    0.526   0.40    1.29  MISSING_HEADERS
   0.557   0.5358   0.5936    0.474   0.39    1.08  URIBL_RHS_DOB
+  0.281   0.2872   0.2694    0.516   0.39    0.00  HTML_IMAGE_RATIO_08
   0.255   0.2528   0.2591    0.494   0.38    0.00  XMAILER_MIMEOLE_OL_5E7ED
-  0.062   0.0453   0.0903    0.334   0.36    0.44  IP_LINK_PLUS
-  0.399   0.3233   0.5315    0.378   0.35    0.45  WHOIS_DMNBYPROXY
+  0.062   0.0453   0.0903    0.334   0.36    0.00  IP_LINK_PLUS
   0.034   0.0092   0.0785    0.105   0.35    0.35  RCVD_IN_SORBS_MISC
+  0.399   0.3233   0.5315    0.378   0.35    0.48  WHOIS_DMNBYPROXY
   0.098   0.0596   0.1643    0.266   0.31    0.25  URIBL_GREY
-  0.180   0.1335   0.2620    0.338   0.31    0.00  WEIRD_PORT
+  0.180   0.1335   0.2620    0.338   0.30    0.00  WEIRD_PORT
   0.272   0.1688   0.4530    0.271   0.28    0.00  WHOIS_NETSOLPR
-  0.138   0.0731   0.2531    0.224   0.27    1.24  SUBJECT_FUZZY_TION
+  0.138   0.0731   0.2531    0.224   0.27    0.16  SUBJECT_FUZZY_TION
   0.317   0.1604   0.5936    0.213   0.25    0.00  AWL
 
 Rule file versions for which these results apply:
@@ -1081,7 +1081,7 @@
 -rw-rw-r--   1 jm       other       2062 Feb  9 15:34 20_porn.cf
 -rw-rw-r--   1 jm       other      15877 Feb  9 15:34 20_ratware.cf
 -rw-rw-r--   1 jm       other       5480 Feb  9 15:34 20_uri_tests.cf
--rw-rw-r--   1 jm       other      17876 Feb  9 15:34 20_vbounce.cf
+-rw-rw-r--   1 jm       other      18015 Feb 25 16:39 20_vbounce.cf
 -rw-rw-r--   1 jm       other       2576 Feb  9 15:34 23_bayes.cf
 -rw-rw-r--   1 jm       other       1544 Feb  9 15:34 25_accessdb.cf
 -rw-rw-r--   1 jm       other       1536 Feb  9 15:34 25_antivirus.cf
@@ -1101,7 +1101,7 @@
 -rw-rw-r--   1 jm       other      22510 Feb  9 15:34 30_text_nl.cf
 -rw-rw-r--   1 jm       other      19402 Feb  9 15:34 30_text_pl.cf
 -rw-rw-r--   1 jm       other       2883 Feb  9 15:34 30_text_pt_br.cf
--rw-rw-r--   1 jm       other      47454 Feb 25 15:34 50_scores.cf
+-rw-r--r--   1 jm       other      48922 Feb 27 14:56 50_scores.cf
 -rw-rw-r--   1 jm       other       1304 Feb  9 15:34 60_awl.cf
 -rw-rw-r--   1 jm       other       2775 Feb  9 15:34 60_shortcircuit.cf
 -rw-rw-r--   1 jm       other       5147 Feb  9 15:34 60_whitelist.cf
@@ -1109,6 +1109,6 @@
 -rw-rw-r--   1 jm       other       2558 Feb  9 15:34 60_whitelist_dkim.cf
 -rw-rw-r--   1 jm       other       3584 Feb  9 15:34 60_whitelist_spf.cf
 -rw-rw-r--   1 jm       other       1914 Feb  9 15:34 60_whitelist_subject.cf
--rw-rw-r--   1 jm       other     102973 Feb 25 13:20 72_active.cf
+-rw-r--r--   1 jm       other     102017 Feb 27 14:56 72_active.cf
 -rw-rw-r--   1 jm       other       1208 Feb  9 15:34 local.cf
 -rw-rw-r--   1 jm       other       2762 Feb  9 15:34 regression_tests.cf