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Posted to dev@spamassassin.apache.org by Justin Mason <jm...@jmason.org> on 2007/03/20 16:28:22 UTC
Re: Score Generation
Duncan Findlay writes:
> As it turns out, the new scoring algorithm (TRIRLS) we are evaluting
> is not working very well for scoresets 2 and 3.
>
> The problem is that the algorithm has no concept of immutable rules or
> score ranges. So, we generate scores for every rule regardless of its
> mutable/immutable status. We then take these scores and limit them to
> fit the score ranges given by score-ranges-from-freqs or, in the case
> of immutable rules, replace them by their assigned score.
>
> In set 0 and 1, this process isn't a big deal -- there aren't many
> immutable rules and the ones that are immutable we often generate a
> similar score to the one that's assigned.
>
> In set 2 and 3, we run into big problems with the BAYES rules. Our
> algorithm would like to assign scores that are much bigger (in
> absolute value terms) than the current scores. They are immutable, but
> our algorithm assumes they will be given a much larger score than they
> are, so the other rules are assigned smaller weights. We've tried
> making the BAYES scores mutable, but unfortuantely,
> score-ranges-from-freqs won't let us score BAYES_00 low enough; it is
> limited to [-0.600..0.000], approximately, while we'd like it to be
> around -6, or -4.5 at the least. :-)
>
> We tried taking the scoreset 0 and 1 scores and simply copying them to
> 2 and 3, respectively (scaling slightly differently). As it turns out,
> this gives comparable, but inferior results to the GA. These scores
> are listed below.
hmm...
I think it really needs to understand ranges and mutable scores,
to be honest...
> For each scoreset, scores were generated using the same spam and ham
> logs from bug 5270, and validated on the spam-test and ham-test logs.
>
> It's interesting that the scoreset 0 and 1 scores are better than the
> ones from 5270, but are optimized for much lower FP and higher FN
> rates. We were optimizing for TCR, with lambda=50, which is the
> project's standard measurement of how "good" our results are, so by
> definition, the tradeoff is "worth" it. (Otherwise we need to pick a
> new lambda that fits our feeling of what's "worth" it.)
A couple of weeks back I experimented with a patch to the GA where its
primary fitness measure is FNs at a specific FP rate. In other words,
it aims to minimise this function:
(100 * (FP and FN rate in number of msgs) *
(((distance from target FP rate) * 10) + 1.0))
+ (weighted FP/FN distance from thresholds)
((weighted FP/FN distance from thresholds) is the fitness value used prior
to that.)
The effect of this is that GA aims for a specific FP rate, then gradually
optimises using something closer to the old algorithm. It works well; in
10-fold CV, better than the GA I used for bug 5270. (I checked it in for
possible use next time.)
I would suggest something like that -- at least the (distance from target
FP rate) thing as the main factor -- as a fitness function, if applicable,
since it works really well, is quite simple, and is very easy to
understand (in its effects).
--j.
> Scoreset 0, TRIRLS
>
> # SUMMARY for threshold 5.0:
> # Correctly non-spam: 67444 99.84%
> # Correctly spam: 103993 87.33%
> # False positives: 106 0.16%
> # False negatives: 15090 12.67%
> # TCR(l=50): 5.840265 SpamRecall: 87.328% SpamPrec: 99.898%
>
> Scoreset 0, GA (from 5270)
>
> set 0
> # Correctly non-spam: 67074 99.30%
> # Correctly spam: 109992 92.37%
> # False positives: 476 0.70%
> # False negatives: 9091 7.63%
> # TCR(l=50): 3.620534 SpamRecall: 92.366% SpamPrec: 99.569%
>
> Scoreset 1, TRIRLS
>
> # SUMMARY for threshold 5.0:
> # Correctly non-spam: 67495 99.92%
> # Correctly spam: 110019 92.39%
> # False positives: 55 0.08%
> # False negatives: 9064 7.61%
> # TCR(l=50): 10.079821 SpamRecall: 92.389% SpamPrec: 99.950%
>
> Scoreset 1, GA
>
> set 1:
> # Correctly non-spam: 67386 99.76%
> # Correctly spam: 114216 95.91%
> # False positives: 164 0.24%
> # False negatives: 4867 4.09%
> # TCR(l=50): 9.113262 SpamRecall: 95.913% SpamPrec: 99.857%
>
> Scoreset 2, TRIRLS (based on set 0 scores)
>
> # SUMMARY for threshold 5.0:
> # Correctly non-spam: 67487 99.91%
> # Correctly spam: 114242 95.93%
> # False positives: 63 0.09%
> # False negatives: 4841 4.07%
> # TCR(l=50): 14.902140 SpamRecall: 95.935% SpamPrec: 99.945%
>
> Scoreset 2, GA
>
> set 2
> # Correctly non-spam: 67507 99.94%
> # Correctly spam: 114861 96.45%
> # False positives: 43 0.06%
> # False negatives: 4222 3.55%
> # TCR(l=50): 18.688481 SpamRecall: 96.455% SpamPrec: 99.963%
>
> Scoreset 3, TRIRLS (based on set 1 scores)
>
> # SUMMARY for threshold 5.0:
> # Correctly non-spam: 67520 99.96%
> # Correctly spam: 116532 97.86%
> # False positives: 30 0.04%
> # False negatives: 2551 2.14%
> # TCR(l=50): 29.395952 SpamRecall: 97.858% SpamPrec: 99.974%
>
> Scoreset 3, GA
>
> set 3:
> # Correctly non-spam: 67508 99.94%
> # Correctly spam: 117293 98.50%
> # False positives: 42 0.06%
> # False negatives: 1790 1.50%
> # TCR(l=50): 30.612596 SpamRecall: 98.497% SpamPrec: 99.964%
>
>
> I've attached a patch for scoresets 0 and 1. I can open a bug if
> people want to consider making this change for 3.2.0.
>
>
> --
> Duncan Findlay
> part 1.2 text/x-diff 81K
> Index: 50_scores.cf
> ===================================================================
> --- 50_scores.cf (revision 517751)
> +++ 50_scores.cf (working copy)
> @@ -33,659 +33,662 @@
>
> # Start of generated scores. <gen:mutable>
>
> -score ACT_NOW_CAPS 0.948 0.001 1.259 0.792
> -score ADVANCE_FEE_2 2.610 2.049 1.499 1.234
> -score ADVANCE_FEE_3 2.379 1.435 1.133 1.432
> -score ADVANCE_FEE_4 0.014 1.502 0.772 0.639
> -score APOSTROPHE_FROM 0.002 0.001 1.597 0.001 # n=2
> -score AXB_XMID_1212 3.899 3.899 3.899 3.496 # n=2
> -score AXB_XMID_1510 4.299 4.295 3.893 3.015 # n=2
> -score AXB_XMID_OEGOESNULL 4.291 4.216 1.083 2.034 # n=2
> -score AXB_XM_SENDMAIL_NOT 0 # n=1 n=3
> -score AXB_XR_STULDAP 3.199 3.196 3.199 3.004 # n=2
> -score BAD_CREDIT 2.602 0.325 1.500 0.001
> -score BAD_ENC_HEADER 3.499 2.870 1.947 1.810
> -score BANG_GUAR 2.002 1.237 1.500 0.939
> -score BANG_OPRAH 0 # n=0 n=1 n=2 n=3
> -score BANKING_LAWS 3.099 3.096 2.900 2.002 # n=2
> -score BASE64_LENGTH_78_79 3.699 3.699 3.133 2.783 # n=2
> -score BASE64_LENGTH_79_INF 3.900 2.763 2.962 1.496 # n=2
> -score BILLION_DOLLARS 2.658 0.001 1.603 1.875
> -score BODY_ENHANCEMENT 1.799 1.608 1.499 0.309
> -score BODY_ENHANCEMENT2 1.659 0.714 0.122 0.001
> -score BROKEN_RATWARE_BOM 2.699 2.267 2.440 2.473 # n=2
> -score CONFIRMED_FORGED 0 # n=0 n=1 n=2 n=3
> -score CORRUPT_FROM_LINE_IN_HDRS 0.001
> -score CTYPE_001C_A 2.299 2.319 1.500 1.498 # n=2
> -score CTYPE_001C_B 0 # n=1 n=3
> -score CTYPE_8SPACE_GIF 2.606 3.744 2.325 1.627 # n=2
> -score CUM_SHOT 2.799 2.796 2.632 2.799
> -score CURR_PRICE 4.161 2.659 1.412 1.588 # n=2
> -score DATE_SPAMWARE_Y2K 2.057 1.031 2.912 2.883
> -score DC_GIF_UNO_LARGO 4.199 3.787 2.908 2.275 # n=2
> -score DC_IMAGE_SPAM_HTML 0.001 # n=2
> -score DC_IMAGE_SPAM_TEXT 0.001 0.001 0.000 0.001 # n=2
> -score DC_PNG_UNO_LARGO 2.053 2.092 1.950 0.558 # n=2
> -score DEAR_FRIEND 2.649 2.696 2.699 2.699
> -score DEAR_HOMEOWNER 2.564 2.398 2.815 3.099 # n=2
> -score DEAR_SOMETHING 2.799 2.234 1.721 1.605
> -score DEAR_WINNER 3.199 3.196 3.199 3.197 # n=2
> -score DIET_1 2.472 0.336 1.442 0.083
> -score DIGEST_MULTIPLE 0 0.001 0 0.001 # n=0 n=2
> -score DIV_CENTER_A_HREF 3.799 3.795 3.799 2.590 # n=2
> -score DNS_FROM_DOB 0 0.341 0 0.732 # n=0 n=2
> -score DNS_FROM_OPENWHOIS 0 2.431 0 1.130 # n=0 n=2
> -score DOS_FIX_MY_URI 0 # n=1 n=3
> -score DOS_LET_GO_JOB 0 # n=1 n=3
> -score DOS_STOCK_BAT 3.290 3.383 2.336 3.699 # n=2
> -score DOS_STOCK_BAT2 0 # n=1 n=2 n=3
> -score DOS_URI_ASTERISK 0 # n=1 n=3
> -score DOS_YOUR_PLACE 2.600 2.596 2.600 2.596 # n=2
> -score DRUGS_ANXIETY 3.700 1.331 1.499 0.343
> -score DRUGS_ANXIETY_EREC 0.001
> -score DRUGS_ANXIETY_OBFU 0.001 0.001 0.001 0.155
> -score DRUGS_DIET 0.001
> -score DRUGS_DIET_OBFU 0 # n=0 n=1 n=2 n=3
> -score DRUGS_ERECTILE 2.372 0.646 0.325 0.282
> -score DRUGS_ERECTILE_OBFU 1.615 2.113 1.906 1.229
> -score DRUGS_HDIA 2.529 2.501 2.483 2.697 # n=2
> -score DRUGS_MANYKINDS 0.001 0.001 0.001 0.130
> +score ACCESSDB 0.000
> +score ACT_NOW_CAPS 0.436 0.159 1.259 0.792
> +score ADVANCE_FEE_2 2.226 1.915 1.499 1.234
> +score ADVANCE_FEE_3 2.962 2.103 1.133 1.432
> +score ADVANCE_FEE_4 1.693 1.364 0.772 0.639
> +score APOSTROPHE_FROM 0.282 0.173 1.597 0.001 # n=2
> +score ASN_LOOKUP 0.000
> +score AXB_XMID_1212 3.177 2.656 3.899 3.496 # n=2
> +score AXB_XMID_1510 3.909 2.249 3.893 3.015 # n=2
> +score AXB_XMID_OEGOESNULL 1.703 0.995 1.083 2.034 # n=2
> +score AXB_XM_SENDMAIL_NOT 0.000 # n=1 n=3
> +score AXB_XR_STULDAP 1.798 1.227 3.199 3.004 # n=2
> +score BAD_CREDIT 1.218 0.418 1.500 0.001
> +score BAD_ENC_HEADER 1.682 1.385 1.947 1.810
> +score BANG_GUAR 0.672 0.327 1.500 0.939
> +score BANG_OPRAH 0.000 # n=0 n=2 n=3
> +score BANKING_LAWS 2.221 1.769 2.900 2.002 # n=2
> +score BASE64_LENGTH_78_79 0.720 0.444 3.133 2.783 # n=2
> +score BASE64_LENGTH_79_INF 1.598 0.870 2.962 1.496 # n=2
> +score BILLION_DOLLARS 0.000 0.000 1.603 1.875
> +score BODY_ENHANCEMENT 0.221 0.044 1.499 0.309
> +score BODY_ENHANCEMENT2 0.543 0.110 0.122 0.001
> +score BROKEN_RATWARE_BOM 0.594 0.381 2.440 2.473 # n=2
> +score CONFIRMED_FORGED 0.000 # n=0 n=2 n=3
> +score CORRUPT_FROM_LINE_IN_HDRS 0.000 0.000 0.001 0.001
> +score CTYPE_001C_A 1.450 0.984 1.500 1.498 # n=2
> +score CTYPE_001C_B 0.000 # n=1 n=3
> +score CTYPE_8SPACE_GIF 3.449 2.435 2.325 1.627 # n=2
> +score CUM_SHOT 0.686 0.142 2.632 2.799
> +score CURR_PRICE 1.364 1.399 1.412 1.588 # n=2
> +score DATE_SPAMWARE_Y2K 0.000 0.000 2.912 2.883
> +score DC_GIF_UNO_LARGO 3.782 3.105 2.908 2.275 # n=2
> +score DC_IMAGE_SPAM_HTML 0.236 0.185 0.001 0.001 # n=2
> +score DC_IMAGE_SPAM_TEXT 0.000 0.000 0.000 0.001 # n=2
> +score DC_PNG_UNO_LARGO 0.382 0.288 1.950 0.558 # n=2
> +score DEAR_FRIEND 1.815 1.526 2.699 2.699
> +score DEAR_HOMEOWNER 1.307 1.045 2.815 3.099 # n=2
> +score DEAR_SOMETHING 1.503 1.281 1.721 1.605
> +score DEAR_WINNER 2.759 2.048 3.199 3.197 # n=2
> +score DIET_1 1.121 0.364 1.442 0.083
> +score DIGEST_MULTIPLE 0 0.704 0 0.001 # n=0 n=2
> +score DIV_CENTER_A_HREF 2.192 1.293 3.799 2.590 # n=2
> +score DNS_FROM_DOB 0 0.137 0 0.732 # n=0 n=2
> +score DNS_FROM_OPENWHOIS 0 1.772 0 1.130 # n=0 n=2
> +score DOS_FIX_MY_URI 0.000 # n=1 n=3
> +score DOS_LET_GO_JOB 0.000 # n=1 n=3
> +score DOS_STOCK_BAT 1.301 0.940 2.336 3.699 # n=2
> +score DOS_STOCK_BAT2 0.000 # n=1 n=2 n=3
> +score DOS_URI_ASTERISK 0.000 # n=1 n=3
> +score DOS_YOUR_PLACE 1.138 0.776 2.600 2.596 # n=2
> +score DRUGS_ANXIETY 1.117 0.480 1.499 0.343
> +score DRUGS_ANXIETY_EREC 0.541 0.508 0.001 0.001
> +score DRUGS_ANXIETY_OBFU 0.215 0.000 0.001 0.155
> +score DRUGS_DIET 0.001 0.127 0.001 0.001
> +score DRUGS_DIET_OBFU 0.000 # n=0 n=2 n=3
> +score DRUGS_ERECTILE 1.072 0.490 0.325 0.282
> +score DRUGS_ERECTILE_OBFU 1.434 0.653 1.906 1.229
> +score DRUGS_HDIA 0.870 0.338 2.483 2.697 # n=2
> +score DRUGS_MANYKINDS 0.000 0.000 0.001 0.130
> score DRUGS_MUSCLE 0.001
> -score DRUGS_SLEEP_EREC 2.442 1.952 2.468 1.090
> -score DRUGS_SMEAR1 0 # n=0 n=1 n=2 n=3
> -score DRUGS_STOCK_MIMEOLE 2.798 2.852 3.395 3.496 # n=2
> -score DRUG_DOSAGE 2.514 0.128 1.621 1.623
> -score DRUG_ED_CAPS 0.329 1.540 2.417 0.322
> -score DRUG_ED_GENERIC 3.286 3.314 2.001 1.558
> -score DRUG_ED_ONLINE 0 # n=0 n=1 n=2 n=3
> -score DRUG_ED_SILD 0.001 0.001 1.026 1.185
> -score DRUG_RA_PRICE 0 # n=1 n=3
> -score DYN_RDNS_AND_INLINE_IMAGE 0.001 # n=2
> -score DYN_RDNS_SHORT_HELO_HTML 2.300 0.287 0.879 0.499 # n=2
> -score DYN_RDNS_SHORT_HELO_IMAGE 0.001 # n=2
> -score EMAIL_ROT13 1.600 1.680 1.850 2.000
> -score EMPTY_MESSAGE 0.001 0.607 1.024 1.439
> -score EM_ROLEX 0 # n=0 n=1 n=2 n=3
> -score ENGLISH_UCE_SUBJECT 0 # n=0 n=1 n=2 n=3
> -score EXCUSE_24 2.599 2.599 2.600 2.596
> -score EXCUSE_4 1.999 1.934 0.001 1.336
> -score EXCUSE_REMOVE 2.999 1.477 2.999 0.001
> -score FAKE_HELO_MAIL_COM_DOM 3.199 3.196 2.812 3.199
> -score FAKE_OUTBLAZE_RCVD 3.499 3.496 3.304 2.271
> -score FAKE_REPLY_C 3.126 2.197 2.222 2.012 # n=2
> -score FB_ADD_INCHES 2.999 2.999 2.620 2.131 # n=2
> -score FB_ALMOST_SEX 3.099 3.096 2.841 2.110 # n=2
> -score FB_ANA_TRIM 3.999 3.995 3.797 3.764 # n=2
> -score FB_ANUI 0.431 1.618 2.634 0.823 # n=2
> -score FB_BILLI0N 0 # n=1 n=2 n=3
> -score FB_C0MPANY 2.799 2.106 2.799 2.455 # n=2
> -score FB_CAN_LONGER 1.403 1.309 0.474 0.442 # n=2
> -score FB_CIALIS_LEO3 2.628 2.815 3.001 1.441 # n=2
> -score FB_DOUBLE_0WORDS 3.599 3.595 3.599 3.533 # n=2
> -score FB_EMAIL_HIER 0.342 1.203 2.941 2.189 # n=2
> -score FB_EXTRA_INCHES 1.234 3.096 2.081 2.442 # n=2
> -score FB_FAKE_NUMBERS 0 # n=1 n=2 n=3
> -score FB_FAKE_NUMS4 0 # n=1 n=3
> -score FB_FHARMACY 3.699 3.695 2.819 3.576 # n=2
> +score DRUGS_SLEEP_EREC 0.515 0.091 2.468 1.090
> +score DRUGS_SMEAR1 0.000 # n=0 n=2 n=3
> +score DRUGS_STOCK_MIMEOLE 2.211 1.497 3.395 3.496 # n=2
> +score DRUG_DOSAGE 0.082 0.000 1.621 1.623
> +score DRUG_ED_CAPS 0.359 0.255 2.417 0.322
> +score DRUG_ED_GENERIC 0.000 0.000 2.001 1.558
> +score DRUG_ED_ONLINE 0.000 # n=0 n=2 n=3
> +score DRUG_ED_SILD 0.000 0.000 1.026 1.185
> +score DRUG_RA_PRICE 0.000 # n=1 n=3
> +score DYN_RDNS_AND_INLINE_IMAGE 0.456 0.381 0.001 0.001 # n=2
> +score DYN_RDNS_SHORT_HELO_HTML 0.230 0.221 0.879 0.499 # n=2
> +score DYN_RDNS_SHORT_HELO_IMAGE 0.000 0.000 0.001 0.001 # n=2
> +score EMAIL_ROT13 0.000 0.000 1.850 2.000
> +score EMPTY_MESSAGE 0.556 0.550 1.024 1.439
> +score EM_ROLEX 0.000 # n=0 n=2 n=3
> +score ENGLISH_UCE_SUBJECT 0.000 # n=0 n=2 n=3
> +score EXCUSE_24 1.398 0.901 2.600 2.596
> +score EXCUSE_4 0.000 0.000 0.001 1.336
> +score EXCUSE_REMOVE 1.903 0.758 2.999 0.001
> +score FAKE_HELO_MAIL_COM_DOM 1.158 0.448 2.812 3.199
> +score FAKE_OUTBLAZE_RCVD 1.168 0.562 3.304 2.271
> +score FAKE_REPLY_C 2.425 1.501 2.222 2.012 # n=2
> +score FB_ADD_INCHES 1.223 0.280 2.620 2.131 # n=2
> +score FB_ALMOST_SEX 0.696 0.242 2.841 2.110 # n=2
> +score FB_ANA_TRIM 1.102 0.801 3.797 3.764 # n=2
> +score FB_ANUI 0.019 0.023 2.634 0.823 # n=2
> +score FB_BILLI0N 0.000 # n=1 n=2 n=3
> +score FB_C0MPANY 0.467 0.235 2.799 2.455 # n=2
> +score FB_CAN_LONGER 0.316 0.242 0.474 0.442 # n=2
> +score FB_CIALIS_LEO3 3.462 2.085 3.001 1.441 # n=2
> +score FB_DOUBLE_0WORDS 0.722 0.261 3.599 3.533 # n=2
> +score FB_EMAIL_HIER 0.356 0.000 2.941 2.189 # n=2
> +score FB_EXTRA_INCHES 0.195 0.143 2.081 2.442 # n=2
> +score FB_FAKE_NUMBERS 0.000 # n=1 n=2 n=3
> +score FB_FAKE_NUMS4 0.000 # n=1 n=3
> +score FB_FHARMACY 0.221 0.104 2.819 3.576 # n=2
> score FB_FORWARD_LOOK 0.000 0.000 3.000 1.000 # n=1
> -score FB_GAPPY_ADDRESS 3.399 3.399 3.399 2.674 # n=2
> -score FB_GET_MEDS 3.599 1.097 1.501 0.803 # n=2
> -score FB_GVR 0.469 0.001 0.001 0.127 # n=2
> -score FB_HEY_BRO_COMMA 3.099 2.783 3.099 2.331 # n=2
> -score FB_HG_H_CAP 1.885 0.887 0.007 0.274 # n=2
> -score FB_HOMELOAN 2.487 2.014 2.003 0.710 # n=2
> -score FB_IMPRESS_GIRL 2.197 1.757 1.964 2.581 # n=2
> -score FB_INCREASE_YOUR 3.399 3.396 3.399 3.396 # n=2
> -score FB_INDEPEND_RWD 3.599 3.599 3.600 3.595 # n=2
> -score FB_L0AN 0 # n=1 n=2 n=3
> -score FB_LETTERS_21B 3.999 3.999 3.999 3.995 # n=2
> -score FB_LOWER_PAYM 3.000 2.996 2.999 2.996 # n=2
> -score FB_MORE_SIZE 1.166 1.422 2.013 0.397 # n=2
> -score FB_NOT_PHONE_NUM1 2.600 2.599 2.599 2.596 # n=2
> -score FB_NOT_PHONE_NUM3 2.599 2.596 2.599 2.599 # n=2
> -score FB_NOT_SCHOOL 3.099 2.312 1.868 2.961 # n=2
> -score FB_NO_SCRIP_NEEDED 3.088 2.458 2.403 3.228 # n=2
> -score FB_NUMYO 2.400 2.397 2.399 2.397 # n=2
> -score FB_NUMYO2 0 # n=1 n=3
> -score FB_ODD_SPACED_MONEY 2.303 2.723 2.697 1.959 # n=2
> -score FB_ONIINE 0 # n=1 n=2 n=3
> -score FB_P1LL 0.467 1.088 1.552 1.814 # n=2
> -score FB_PENIS_GROWTH 0 # n=1 n=3
> -score FB_PIPEDOLLAR 2.599 2.430 2.599 2.599 # n=2
> -score FB_PIPE_ILLION 0 # n=1 n=2 n=3
> -score FB_PROLONGED_HARD 0 # n=1 n=2 n=3
> -score FB_QUALITY_REPLICA 3.899 3.899 3.899 2.949 # n=2
> -score FB_REF_CODE_SPACE 3.599 # n=2
> -score FB_REPLIC_CAP 4.000 3.995 3.567 3.242 # n=2
> -score FB_RE_FI 2.699 2.696 2.699 2.696 # n=2
> -score FB_ROLLER_IS_T 0 # n=1 n=2 n=3
> +score FB_GAPPY_ADDRESS 2.111 1.121 3.399 2.674 # n=2
> +score FB_GET_MEDS 2.223 1.154 1.501 0.803 # n=2
> +score FB_GVR 0.000 0.000 0.001 0.127 # n=2
> +score FB_HEY_BRO_COMMA 0.729 0.211 3.099 2.331 # n=2
> +score FB_HG_H_CAP 1.143 0.484 0.007 0.274 # n=2
> +score FB_HOMELOAN 0.437 0.085 2.003 0.710 # n=2
> +score FB_IMPRESS_GIRL 0.787 0.246 1.964 2.581 # n=2
> +score FB_INCREASE_YOUR 1.724 1.084 3.399 3.396 # n=2
> +score FB_INDEPEND_RWD 3.600 2.429 3.600 3.595 # n=2
> +score FB_L0AN 0.000 # n=1 n=2 n=3
> +score FB_LETTERS_21B 3.818 2.932 3.999 3.995 # n=2
> +score FB_LOWER_PAYM 0.833 0.552 2.999 2.996 # n=2
> +score FB_MORE_SIZE 0.260 0.122 2.013 0.397 # n=2
> +score FB_NOT_PHONE_NUM1 0.918 0.785 2.599 2.596 # n=2
> +score FB_NOT_PHONE_NUM3 0.796 0.789 2.599 2.599 # n=2
> +score FB_NOT_SCHOOL 0.257 0.043 1.868 2.961 # n=2
> +score FB_NO_SCRIP_NEEDED 1.028 0.564 2.403 3.228 # n=2
> +score FB_NUMYO 0.616 0.352 2.399 2.397 # n=2
> +score FB_NUMYO2 0.000 # n=1 n=3
> +score FB_ODD_SPACED_MONEY 1.300 0.609 2.697 1.959 # n=2
> +score FB_ONIINE 0.000 # n=1 n=2 n=3
> +score FB_P1LL 0.100 0.023 1.552 1.814 # n=2
> +score FB_PENIS_GROWTH 0.000 # n=1 n=3
> +score FB_PIPEDOLLAR 0.457 0.316 2.599 2.599 # n=2
> +score FB_PIPE_ILLION 0.000 # n=1 n=2 n=3
> +score FB_PROLONGED_HARD 0.000 # n=1 n=2 n=3
> +score FB_QUALITY_REPLICA 3.358 1.731 3.899 2.949 # n=2
> +score FB_REF_CODE_SPACE 3.600 2.335 3.599 3.599 # n=2
> +score FB_REPLIC_CAP 2.271 1.122 3.567 3.242 # n=2
> +score FB_RE_FI 0.573 0.297 2.699 2.696 # n=2
> +score FB_ROLLER_IS_T 0.000 # n=1 n=2 n=3
> score FB_ROLX 0.000 0.000 3.000 1.000 # n=1
> -score FB_SOFTTABS 4.299 4.281 4.064 3.513 # n=2
> -score FB_SPACED_FREE 0 # n=1 n=3
> -score FB_SPACED_PHN_3B 2.899 2.896 2.899 2.896 # n=2
> -score FB_SPACEY_ZIP 2.687 1.785 3.099 1.680 # n=2
> -score FB_SPUR_M 0 # n=1 n=2 n=3
> -score FB_SSEX 2.019 2.001 2.556 2.489 # n=2
> -score FB_STOCK_EXPLODE 2.699 2.696 1.927 1.833 # n=2
> -score FB_SYMBLO 0 # n=1 n=2 n=3
> -score FB_THIS_ADVERT 0 # n=1 n=3
> +score FB_SOFTTABS 1.020 0.162 4.064 3.513 # n=2
> +score FB_SPACED_FREE 0.000 # n=1 n=3
> +score FB_SPACED_PHN_3B 1.620 1.308 2.899 2.896 # n=2
> +score FB_SPACEY_ZIP 1.578 0.620 3.099 1.680 # n=2
> +score FB_SPUR_M 0.000 # n=1 n=2 n=3
> +score FB_SSEX 0.175 0.095 2.556 2.489 # n=2
> +score FB_STOCK_EXPLODE 0.451 0.247 1.927 1.833 # n=2
> +score FB_SYMBLO 0.000 # n=1 n=2 n=3
> +score FB_THIS_ADVERT 0.000 # n=1 n=3
> score FB_THOUS_PERSONAL 0.000 0.000 3.000 1.000 # n=1
> -score FB_TO_STOP_DISTRO 3.099 3.096 3.099 3.096 # n=2
> -score FB_ULTRA_ALLURE 2.999 2.841 2.374 2.999 # n=2
> -score FB_UNLOCK_YOUR_G 2.699 2.696 2.618 2.002 # n=2
> -score FB_UNRESOLV_PROV 1.606 1.132 2.429 0.765 # n=2
> -score FB_YOURSELF_MASTER 0.421 1.248 1.557 2.011 # n=2
> -score FB_YOUR_REFI 2.701 3.306 3.300 3.518 # n=2
> -score FH_BAD_OEV1441 0.974 2.393 2.440 2.401 # n=2
> -score FH_DATE_IS_19XX 1.947 1.970 2.512 2.199 # n=2
> -score FH_DATE_PAST_20XX 2.075 3.384 3.554 3.188 # n=2
> -score FH_FAKE_RCVD_LINE 2.230 2.215 2.670 2.470 # n=2
> -score FH_FROMEML_NOTLD 2.699 2.196 2.699 2.696 # n=2
> -score FH_FROM_CASH 2.999 2.996 2.999 2.996 # n=2
> -score FH_FROM_GET_NAME 0 # n=1 n=3
> -score FH_FROM_GIVEAWAY 2.799 2.796 2.799 1.597 # n=2
> -score FH_FROM_HOODIA 2.699 2.696 2.699 2.696 # n=2
> -score FH_HAS_XAIMC 2.699 2.699 2.699 2.696 # n=2
> -score FH_HAS_XID 2.400 2.399 2.399 2.397 # n=2
> -score FH_HELO_ALMOST_IP 3.222 3.727 3.463 3.565 # n=2
> -score FH_HELO_ENDS_DOT 3.599 3.020 1.395 2.308 # n=2
> -score FH_HELO_EQ_610HEX 4.099 4.099 4.099 4.095 # n=2
> -score FH_HELO_EQ_CHARTER 0.359 1.258 1.495 1.044 # n=2
> -score FH_HELO_EQ_D_D_D_D 2.399 0.498 0.561 0.001 # n=2
> -score FH_HELO_GMAILSMTP 0 # n=1 n=2 n=3
> -score FH_HOST_ALMOST_IP 4.099 3.791 2.170 1.751 # n=2
> -score FH_HOST_EQ_DYNAMICIP 0.964 3.097 3.103 4.058 # n=2
> -score FH_HOST_EQ_D_D_D_D 2.599 1.992 1.692 1.212 # n=2
> -score FH_HOST_EQ_D_D_D_DB 0.102 0.095 0.055 0.223 # n=2
> -score FH_HOST_EQ_PACBELL_D 0.005 0.893 1.479 1.670 # n=2
> -score FH_HOST_EQ_VERIZON_P 2.101 1.105 0.001 0.001 # n=2
> -score FH_MSGID_000000 4.399 4.299 2.809 3.236 # n=2
> -score FH_MSGID_01C67 3.299 0.495 1.500 0.001 # n=2
> -score FH_MSGID_01C70XXX 3.899 3.895 2.757 3.899 # n=2
> -score FH_MSGID_REPLACE 1.282 2.079 2.223 2.512 # n=2
> -score FH_MSGID_XXBLAH 4.499 4.495 4.319 3.390 # n=2
> -score FH_MSGID_XXX 3.200 3.196 3.200 2.682 # n=2
> -score FH_RE_NEW_DDD 2.251 1.209 1.526 2.687 # n=2
> -score FH_XMAIL_REPLACE 1.254 2.142 1.662 1.065 # n=2
> -score FIN_FREE 2.599 2.599 2.599 2.596
> -score FM_DDDD_TIMES_2 0.001 # n=2
> -score FM_DOESNT_SAY_STOCK 4.299 4.295 3.812 3.995 # n=2
> -score FM_FAKE_53COM_SPOOF 3.099 3.096 3.099 3.096 # n=2
> -score FM_FAKE_HELO_HOTMAIL 0 # n=1 n=3
> -score FM_FAKE_HELO_VERIZON 3.200 2.573 1.696 2.132 # n=2
> -score FM_FRM_RN_L_BRACK 3.099 3.096 2.709 2.674 # n=2
> -score FM_IS_IT_OUR_ACCOUNT 0 # n=1 n=2 n=3
> -score FM_LIKE_STOCKS 4.199 2.940 1.496 1.497 # n=2
> -score FM_LUX_GIFTS_REDUCED 3.599 2.486 1.118 0.766 # n=2
> -score FM_MANY_DRUG_WORDS 3.799 1.161 3.799 3.396 # n=2
> -score FM_MORTGAGE5PLUS 2.608 3.099 3.099 0.672 # n=2
> -score FM_MORTGAGE6PLUS 0 # n=1 n=2 n=3
> -score FM_MULTI_LUX_GIFTS 3.199 2.494 1.991 2.225 # n=2
> -score FM_PHN_NODNS 2.098 2.538 2.045 1.014 # n=2
> -score FM_RATSIGN_1106 1.700 0.250 3.492 3.799 # n=2
> -score FM_RE_HELLO_SPAM 1.874 2.798 2.787 2.777 # n=2
> -score FM_ROLEX_ADS 4.000 3.999 3.999 3.547 # n=2
> -score FM_SCHOOLING 2.281 2.386 0.001 1.424 # n=2
> -score FM_SCHOOL_DIPLOMA 2.719 0.776 1.634 0.001 # n=2
> -score FM_SCHOOL_TYPES 3.099 3.096 3.100 3.096 # n=2
> -score FM_SEX_HELODDDD 0.001 2.332 2.689 1.851 # n=2
> -score FM_SEX_HOSTDDDD 0.001 # n=2
> -score FM_SUBJ_APPROVE 0 # n=1 n=3
> -score FM_TRUE_LOV_ALL_N 0 # n=1 n=2 n=3
> -score FM_VEGAS_CASINO 0 # n=1 n=3
> -score FM_VIAGRA_SPAM1114 0.244 2.191 3.825 3.833 # n=2
> -score FM_XMAIL_F_OUT 4.199 4.199 2.643 1.815 # n=2
> -score FORGED_AOL_TAGS 1.837 1.846 1.426 2.488
> -score FORGED_IMS_HTML 1.657 2.050 2.267 2.264
> -score FORGED_IMS_TAGS 2.617 1.579 2.494 2.321
> -score FORGED_MSGID_AOL 0.001 0.001 2.199 1.154
> -score FORGED_MSGID_EXCITE 0 # n=0 n=1 n=2 n=3
> -score FORGED_MSGID_HOTMAIL 2.739 2.706 2.839 1.537
> -score FORGED_MSGID_MSN 1.750 1.222 1.472 1.116
> -score FORGED_MSGID_YAHOO 2.388 3.211 2.338 1.713
> -score FORGED_MUA_AOL_FROM 2.798 1.309 2.922 3.252
> -score FORGED_MUA_EUDORA 2.699 1.665 2.999 0.228
> -score FORGED_MUA_IMS 1.431 2.033 1.817 0.451
> -score FORGED_MUA_MOZILLA 2.699 2.696 2.699 2.696
> -score FORGED_MUA_OIMO 3.599 3.595 3.233 2.152
> -score FORGED_MUA_OUTLOOK 4.199 4.199 2.963 3.116
> -score FORGED_MUA_THEBAT_BOUN 1.869 1.019 2.210 1.246
> -score FORGED_MUA_THEBAT_CS 1.977 0.854 1.823 1.150
> -score FORGED_OUTLOOK_HTML 0.001
> -score FORGED_OUTLOOK_TAGS 0.800 0.001 0.110 0.001
> -score FORGED_QUALCOMM_TAGS 1.926 3.127 2.404 3.199
> -score FORGED_TELESP_RCVD 0 # n=0 n=1 n=2 n=3
> -score FORGED_THEBAT_HTML 2.803 2.407 1.521 3.203
> -score FORWARD_LOOKING 0 # n=0 n=1 n=2 n=3
> -score FREE_PORN 0 # n=0 n=1 n=2 n=3
> -score FREE_QUOTE_INSTANT 2.500 2.499 1.499 1.496 # n=2
> -score FROM_BLANK_NAME 2.215 2.212 2.100 0.760
> -score FROM_DOMAIN_NOVOWEL 3.000 3.099 2.999 2.592
> -score FROM_EXCESS_BASE64 2.077 1.984 1.574 1.456
> -score FROM_LOCAL_DIGITS 0.001
> -score FROM_LOCAL_HEX 2.602 2.733 1.432 1.399
> -score FROM_LOCAL_NOVOWEL 3.199 3.196 3.199 3.196
> -score FROM_NO_USER 2.199 0.499 2.081 1.483
> -score FROM_OFFERS 2.601 1.145 2.699 0.001
> -score FROM_STARTS_WITH_NUMS 2.302 0.723 1.232 1.499
> -score FRT_ADOBE2 0 # n=1 n=3
> -score FRT_BIGGERMEM1 0.000 0.001 1.205 1.782 # n=2
> -score FRT_DIPLOMA 0 # n=1 n=3
> -score FRT_DISCOUNT 2.999 2.996 1.498 1.810 # n=2
> -score FRT_DOLLAR 2.529 2.596 2.133 2.366 # n=2
> -score FRT_ESTABLISH2 0 # n=1 n=3
> -score FRT_FUCK2 0 # n=1 n=3
> -score FRT_GUARANTEE1 2.503 2.819 2.144 1.253 # n=2
> -score FRT_INVESTOR 0 # n=1 n=3
> -score FRT_LEVITRA 0.001 0.745 1.685 1.814 # n=2
> -score FRT_MEETING 2.700 2.699 2.699 2.699 # n=2
> -score FRT_OFFER2 2.700 1.590 1.097 1.287 # n=2
> -score FRT_OPPORTUN2 2.699 2.699 2.699 2.689 # n=2
> -score FRT_PENIS1 3.799 3.074 3.002 2.486 # n=2
> -score FRT_PRICE 3.699 2.531 3.072 3.491 # n=2
> -score FRT_REFINANCE1 2.799 2.727 0.994 0.921 # n=2
> -score FRT_ROLEX 3.099 3.096 3.099 3.096 # n=2
> -score FRT_SEXUAL 3.199 3.196 3.199 3.142 # n=2
> -score FRT_SOMA 0 # n=1 n=3
> -score FRT_SOMA2 0 # n=1 n=3
> -score FRT_STRONG1 3.699 2.919 2.712 2.976 # n=2
> -score FRT_STRONG2 1.302 0.001 2.745 3.096 # n=2
> -score FRT_SYMBOL 1.902 3.561 2.587 2.943 # n=2
> -score FRT_TODAY2 2.523 2.460 3.246 2.382 # n=2
> -score FRT_VALIUM1 3.096 3.049 0.664 1.590 # n=2
> -score FRT_VALIUM2 1.903 1.933 1.328 1.301 # n=2
> -score FRT_WEIGHT2 2.529 2.930 3.099 2.121 # n=2
> -score FRT_XANAX1 3.799 3.799 2.265 2.423 # n=2
> -score FRT_XANAX2 0.001 # n=2
> -score FR_3TAG_3TAG 2.405 0.998 2.599 1.053 # n=2
> -score FR_ALMOST_VIAG2 2.402 2.376 2.051 1.990 # n=2
> -score FR_CANTSEETEXT 0 # n=1 n=3
> -score FR_MIDER 1.233 1.706 0.792 2.068 # n=2
> -score FS_AT_NO_COST 2.600 2.596 2.599 1.561 # n=2
> -score FS_CHEAP_CAP 0.001 0.001 0.005 0.001 # n=2
> -score FS_DOLLAR_BONUS 2.699 2.696 2.699 2.673 # n=2
> -score FS_EJACULA 2.999 2.996 2.999 1.803 # n=2
> -score FS_ERECTION 2.699 2.020 2.042 2.643 # n=2
> -score FS_HUGECOCK 0 # n=1 n=2 n=3
> -score FS_LARGE_PERCENT2 2.999 1.037 2.363 0.412 # n=2
> -score FS_LOW_RATES 2.799 1.763 1.849 2.001 # n=2
> -score FS_NEW_SOFT_UPLOAD 1.177 1.154 3.476 1.790 # n=2
> -score FS_NEW_XXX 0.009 0.616 0.125 1.100 # n=2
> -score FS_NO_SCRIP 1.432 2.422 1.384 1.577 # n=2
> -score FS_OBFU_PRMCY 1.681 0.722 3.191 1.460 # n=2
> -score FS_PERSCRIPTION 0 # n=1 n=3
> -score FS_PHARMASUB2 3.899 3.895 3.899 3.896 # n=2
> -score FS_RAMROD 1.076 2.820 2.317 2.777 # n=2
> -score FS_REPLICA 2.800 1.179 1.403 1.041 # n=2
> -score FS_REPLICAWATCH 3.524 3.799 2.094 2.502 # n=2
> -score FS_RE_APPROV 0 # n=1 n=2 n=3
> -score FS_START_DOYOU2 3.099 3.099 3.099 3.097 # n=2
> -score FS_START_LOSE 2.599 2.596 2.034 2.167 # n=2
> -score FS_TEEN_BAD 2.501 2.596 2.441 2.549 # n=2
> -score FS_TIP_DDD 0.001 0.021 1.726 0.101 # n=2
> -score FS_WILL_HELP 3.299 3.299 3.299 3.296 # n=2
> -score FS_WITH_SMALL 0 # n=1 n=3
> -score FUZZY_MERIDIA 0.001 0.778 1.936 2.374 # n=2
> -score FU_COMMON_SUBS2 2.403 2.057 2.136 1.498 # n=2
> -score FU_ENDS_NUMS_DOTS_CLK 3.200 3.196 3.199 3.196 # n=2
> -score FU_END_ET 3.599 3.599 3.599 3.500 # n=2
> -score FU_HOODIA 1.177 1.484 0.751 1.652 # n=2
> -score FU_LONG_QUERY3 1.662 0.001 1.649 0.001 # n=2
> -score FU_MIDER 3.767 2.024 1.458 1.110 # n=2
> -score FU_UKGEOCITIES 3.299 3.296 3.299 3.296 # n=2
> -score FU_URI_TRACKER_T 3.899 3.895 2.400 3.193 # n=2
> -score GAPPY_SUBJECT 2.104 2.001 0.941 1.020
> -score GEO_QUERY_STRING 2.699 2.696 2.699 2.696 # n=2
> -score GUARANTEED_100_PERCENT 0.571 0.965 0.001 0.012
> -score HDR_ORDER_FTSDMCXX_001C 0.001 1.937 0.001 0.001 # n=2
> -score HDR_ORDER_FTSDMCXX_BAT 2.965 2.739 3.986 3.193 # n=2
> -score HEADER_COUNT_SUBJECT 3.099 3.099 3.100 3.096 # n=2
> -score HEADER_SPAM 3.399 3.396 3.399 3.396
> -score HELO_DYNAMIC_CHELLO_NL 3.600 3.599 3.599 3.595
> -score HELO_DYNAMIC_DHCP 2.298 1.520 1.536 1.398
> -score HELO_DYNAMIC_DIALIN 3.999 3.995 3.999 3.384
> -score HELO_DYNAMIC_HCC 4.299 4.295 4.299 4.295
> -score HELO_DYNAMIC_HEXIP 3.099 3.099 3.100 2.204
> -score HELO_DYNAMIC_HOME_NL 3.499 3.496 3.499 3.463
> -score HELO_DYNAMIC_IPADDR 4.399 2.935 2.643 2.426
> -score HELO_DYNAMIC_IPADDR2 4.399 4.395 4.400 4.395
> -score HELO_DYNAMIC_ROGERS 0 # n=0 n=1 n=2 n=3
> -score HELO_DYNAMIC_SPLIT_IP 4.199 4.199 4.199 3.493
> -score HELO_FRIEND 0.001 # n=2
> -score HELO_LH_HOME 2.602 3.169 2.689 3.714 # n=2
> -score HELO_LH_LD 0.800 0.792 1.184 1.215 # n=2
> -score HELO_LOCALHOST 4.499 4.499 3.998 3.941 # n=2
> -score HELO_OEM 3.299 3.296 3.043 2.195 # n=2
> -score HG_HORMONE 3.113 2.292 1.493 1.227
> -score HIDE_WIN_STATUS 2.499 2.213 2.499 2.499
> -score HS_BODY_UPLOADED_SOFTWARE 0.043 1.992 2.046 2.658 # n=2
> -score HS_DRUG_DOLLAR_1 1.033 1.350 1.929 0.090 # n=2
> -score HS_DRUG_DOLLAR_2 0.304 1.119 2.748 1.617 # n=2
> -score HS_DRUG_DOLLAR_3 2.349 1.901 1.317 1.378 # n=2
> -score HS_DRUG_DOLLAR_MANY 2.399 0.688 1.180 1.607 # n=2
> -score HS_FORGED_OE_FW 2.799 2.796 1.781 2.595 # n=2
> +score FB_TO_STOP_DISTRO 1.838 0.997 3.099 3.096 # n=2
> +score FB_ULTRA_ALLURE 0.667 0.302 2.374 2.999 # n=2
> +score FB_UNLOCK_YOUR_G 0.704 0.488 2.618 2.002 # n=2
> +score FB_UNRESOLV_PROV 0.193 0.151 2.429 0.765 # n=2
> +score FB_YOURSELF_MASTER 0.121 0.040 1.557 2.011 # n=2
> +score FB_YOUR_REFI 1.073 0.000 3.300 3.518 # n=2
> +score FH_BAD_OEV1441 0.703 0.383 2.440 2.401 # n=2
> +score FH_DATE_IS_19XX 0.255 0.077 2.512 2.199 # n=2
> +score FH_DATE_PAST_20XX 0.380 0.268 3.554 3.188 # n=2
> +score FH_FAKE_RCVD_LINE 0.216 0.000 2.670 2.470 # n=2
> +score FH_FROMEML_NOTLD 1.524 0.918 2.699 2.696 # n=2
> +score FH_FROM_CASH 1.748 0.906 2.999 2.996 # n=2
> +score FH_FROM_GET_NAME 0.000 # n=1 n=3
> +score FH_FROM_GIVEAWAY 1.613 0.730 2.799 1.597 # n=2
> +score FH_FROM_HOODIA 1.335 0.790 2.699 2.696 # n=2
> +score FH_HAS_XAIMC 0.754 0.403 2.699 2.696 # n=2
> +score FH_HAS_XID 1.919 1.509 2.399 2.397 # n=2
> +score FH_HELO_ALMOST_IP 1.140 0.936 3.463 3.565 # n=2
> +score FH_HELO_ENDS_DOT 1.172 0.725 1.395 2.308 # n=2
> +score FH_HELO_EQ_610HEX 4.100 3.349 4.099 4.095 # n=2
> +score FH_HELO_EQ_CHARTER 0.000 0.000 1.495 1.044 # n=2
> +score FH_HELO_EQ_D_D_D_D 1.750 1.181 0.561 0.001 # n=2
> +score FH_HELO_GMAILSMTP 0.000 # n=1 n=2 n=3
> +score FH_HOST_ALMOST_IP 3.307 2.053 2.170 1.751 # n=2
> +score FH_HOST_EQ_DYNAMICIP 0.614 0.203 3.103 4.058 # n=2
> +score FH_HOST_EQ_D_D_D_D 1.921 1.207 1.692 1.212 # n=2
> +score FH_HOST_EQ_D_D_D_DB 0.385 0.208 0.055 0.223 # n=2
> +score FH_HOST_EQ_PACBELL_D 0.000 0.000 1.479 1.670 # n=2
> +score FH_HOST_EQ_VERIZON_P 0.576 0.189 0.001 0.001 # n=2
> +score FH_MSGID_000000 1.895 1.059 2.809 3.236 # n=2
> +score FH_MSGID_01C67 1.792 0.769 1.500 0.001 # n=2
> +score FH_MSGID_01C70XXX 1.071 0.687 2.757 3.899 # n=2
> +score FH_MSGID_REPLACE 0.299 0.195 2.223 2.512 # n=2
> +score FH_MSGID_XXBLAH 2.378 2.176 4.319 3.390 # n=2
> +score FH_MSGID_XXX 1.635 0.752 3.200 2.682 # n=2
> +score FH_RE_NEW_DDD 0.068 0.000 1.526 2.687 # n=2
> +score FH_XMAIL_REPLACE 0.299 0.195 1.662 1.065 # n=2
> +score FIN_FREE 0.847 0.494 2.599 2.596
> +score FM_DDDD_TIMES_2 0.000 0.145 0.001 0.001 # n=2
> +score FM_DOESNT_SAY_STOCK 1.768 1.611 3.812 3.995 # n=2
> +score FM_FAKE_53COM_SPOOF 0.023 0.018 3.099 3.096 # n=2
> +score FM_FAKE_HELO_HOTMAIL 0.000 # n=1 n=3
> +score FM_FAKE_HELO_VERIZON 0.319 0.146 1.696 2.132 # n=2
> +score FM_FRM_RN_L_BRACK 1.026 0.393 2.709 2.674 # n=2
> +score FM_IS_IT_OUR_ACCOUNT 0.000 # n=1 n=2 n=3
> +score FM_LIKE_STOCKS 0.000 0.000 1.496 1.497 # n=2
> +score FM_LUX_GIFTS_REDUCED 1.504 0.851 1.118 0.766 # n=2
> +score FM_MANY_DRUG_WORDS 1.912 1.080 3.799 3.396 # n=2
> +score FM_MORTGAGE5PLUS 0.587 0.098 3.099 0.672 # n=2
> +score FM_MORTGAGE6PLUS 0.000 # n=1 n=2 n=3
> +score FM_MULTI_LUX_GIFTS 1.431 0.673 1.991 2.225 # n=2
> +score FM_PHN_NODNS 0.481 0.389 2.045 1.014 # n=2
> +score FM_RATSIGN_1106 0.742 0.585 3.492 3.799 # n=2
> +score FM_RE_HELLO_SPAM 2.470 2.068 2.787 2.777 # n=2
> +score FM_ROLEX_ADS 2.774 1.347 3.999 3.547 # n=2
> +score FM_SCHOOLING 1.008 0.994 0.001 1.424 # n=2
> +score FM_SCHOOL_DIPLOMA 0.942 0.686 1.634 0.001 # n=2
> +score FM_SCHOOL_TYPES 0.904 0.646 3.100 3.096 # n=2
> +score FM_SEX_HELODDDD 0.346 0.026 2.689 1.851 # n=2
> +score FM_SEX_HOSTDDDD 0.067 0.000 0.001 0.001 # n=2
> +score FM_SUBJ_APPROVE 0.000 # n=1 n=3
> +score FM_TRUE_LOV_ALL_N 0.000 # n=1 n=2 n=3
> +score FM_VEGAS_CASINO 0.000 # n=1 n=3
> +score FM_VIAGRA_SPAM1114 0.895 0.477 3.825 3.833 # n=2
> +score FM_XMAIL_F_OUT 4.200 3.780 2.643 1.815 # n=2
> +score FORGED_AOL_TAGS 0.040 0.097 1.426 2.488
> +score FORGED_IMS_HTML 0.440 0.292 2.267 2.264
> +score FORGED_IMS_TAGS 0.338 0.217 2.494 2.321
> +score FORGED_MSGID_AOL 0.000 0.000 2.199 1.154
> +score FORGED_MSGID_EXCITE 0.000 # n=0 n=2 n=3
> +score FORGED_MSGID_HOTMAIL 0.278 0.149 2.839 1.537
> +score FORGED_MSGID_MSN 0.200 0.066 1.472 1.116
> +score FORGED_MSGID_YAHOO 0.000 0.170 2.338 1.713
> +score FORGED_MUA_AOL_FROM 0.453 0.231 2.922 3.252
> +score FORGED_MUA_EUDORA 0.837 0.427 2.999 0.228
> +score FORGED_MUA_IMS 0.138 0.073 1.817 0.451
> +score FORGED_MUA_MOZILLA 0.516 0.395 2.699 2.696
> +score FORGED_MUA_OIMO 1.284 0.575 3.233 2.152
> +score FORGED_MUA_OUTLOOK 4.200 3.466 2.963 3.116
> +score FORGED_MUA_THEBAT_BOUN 0.066 0.097 2.210 1.246
> +score FORGED_MUA_THEBAT_CS 0.000 0.000 1.823 1.150
> +score FORGED_OUTLOOK_HTML 0.871 0.629 0.001 0.001
> +score FORGED_OUTLOOK_TAGS 1.438 1.022 0.110 0.001
> +score FORGED_QUALCOMM_TAGS 0.112 0.150 2.404 3.199
> +score FORGED_TELESP_RCVD 0.000 # n=0 n=2 n=3
> +score FORGED_THEBAT_HTML 0.218 0.192 1.521 3.203
> +score FORWARD_LOOKING 0.000 # n=0 n=2 n=3
> +score FREE_PORN 0.000 # n=0 n=2 n=3
> +score FREE_QUOTE_INSTANT 0.320 0.145 1.499 1.496 # n=2
> +score FROM_BLANK_NAME 0.287 0.036 2.100 0.760
> +score FROM_DOMAIN_NOVOWEL 1.392 0.584 2.999 2.592
> +score FROM_EXCESS_BASE64 0.318 0.139 1.574 1.456
> +score FROM_LOCAL_DIGITS 0.000 0.000 0.001 0.001
> +score FROM_LOCAL_HEX 0.464 0.170 1.432 1.399
> +score FROM_LOCAL_NOVOWEL 3.200 2.568 3.199 3.196
> +score FROM_NO_USER 0.890 0.433 2.081 1.483
> +score FROM_OFFERS 1.159 0.435 2.699 0.001
> +score FROM_STARTS_WITH_NUMS 0.696 0.268 1.232 1.499
> +score FRT_ADOBE2 0.000 # n=1 n=3
> +score FRT_BIGGERMEM1 0.000 0.000 1.205 1.782 # n=2
> +score FRT_DIPLOMA 0.000 # n=1 n=3
> +score FRT_DISCOUNT 0.914 0.329 1.498 1.810 # n=2
> +score FRT_DOLLAR 0.000 0.000 2.133 2.366 # n=2
> +score FRT_ESTABLISH2 0.000 # n=1 n=3
> +score FRT_FUCK2 0.000 # n=1 n=3
> +score FRT_GUARANTEE1 0.613 0.241 2.144 1.253 # n=2
> +score FRT_INVESTOR 0.000 # n=1 n=3
> +score FRT_LEVITRA 0.000 0.172 1.685 1.814 # n=2
> +score FRT_MEETING 0.883 0.539 2.699 2.699 # n=2
> +score FRT_OFFER2 0.531 0.106 1.097 1.287 # n=2
> +score FRT_OPPORTUN2 0.832 0.679 2.699 2.689 # n=2
> +score FRT_PENIS1 2.335 1.464 3.002 2.486 # n=2
> +score FRT_PRICE 0.890 0.463 3.072 3.491 # n=2
> +score FRT_REFINANCE1 1.484 0.647 0.994 0.921 # n=2
> +score FRT_ROLEX 1.547 0.754 3.099 3.096 # n=2
> +score FRT_SEXUAL 1.228 0.744 3.199 3.142 # n=2
> +score FRT_SOMA 0.000 # n=1 n=3
> +score FRT_SOMA2 0.000 # n=1 n=3
> +score FRT_STRONG1 1.381 1.149 2.712 2.976 # n=2
> +score FRT_STRONG2 0.701 0.520 2.745 3.096 # n=2
> +score FRT_SYMBOL 1.225 0.878 2.587 2.943 # n=2
> +score FRT_TODAY2 0.085 0.000 3.246 2.382 # n=2
> +score FRT_VALIUM1 2.122 1.484 0.664 1.590 # n=2
> +score FRT_VALIUM2 0.737 0.347 1.328 1.301 # n=2
> +score FRT_WEIGHT2 0.372 0.062 3.099 2.121 # n=2
> +score FRT_XANAX1 1.213 0.808 2.265 2.423 # n=2
> +score FRT_XANAX2 0.134 0.000 0.001 0.001 # n=2
> +score FR_3TAG_3TAG 0.282 0.000 2.599 1.053 # n=2
> +score FR_ALMOST_VIAG2 0.225 0.034 2.051 1.990 # n=2
> +score FR_CANTSEETEXT 0.000 # n=1 n=3
> +score FR_MIDER 0.866 0.537 0.792 2.068 # n=2
> +score FS_AT_NO_COST 1.129 0.446 2.599 1.561 # n=2
> +score FS_CHEAP_CAP 0.440 0.002 0.005 0.001 # n=2
> +score FS_DOLLAR_BONUS 0.736 0.430 2.699 2.673 # n=2
> +score FS_EJACULA 0.780 0.320 2.999 1.803 # n=2
> +score FS_ERECTION 0.553 0.120 2.042 2.643 # n=2
> +score FS_HUGECOCK 0.000 # n=1 n=2 n=3
> +score FS_LARGE_PERCENT2 0.650 0.283 2.363 0.412 # n=2
> +score FS_LOW_RATES 1.169 0.403 1.849 2.001 # n=2
> +score FS_NEW_SOFT_UPLOAD 0.257 0.015 3.476 1.790 # n=2
> +score FS_NEW_XXX 0.000 0.000 0.125 1.100 # n=2
> +score FS_NO_SCRIP 0.463 0.191 1.384 1.577 # n=2
> +score FS_OBFU_PRMCY 0.206 0.067 3.191 1.460 # n=2
> +score FS_PERSCRIPTION 0.000 # n=1 n=3
> +score FS_PHARMASUB2 3.530 2.285 3.899 3.896 # n=2
> +score FS_RAMROD 0.442 0.215 2.317 2.777 # n=2
> +score FS_REPLICA 1.783 0.225 1.403 1.041 # n=2
> +score FS_REPLICAWATCH 1.094 0.598 2.094 2.502 # n=2
> +score FS_RE_APPROV 0.000 # n=1 n=2 n=3
> +score FS_START_DOYOU2 1.175 0.525 3.099 3.097 # n=2
> +score FS_START_LOSE 0.536 0.239 2.034 2.167 # n=2
> +score FS_TEEN_BAD 0.400 0.224 2.441 2.549 # n=2
> +score FS_TIP_DDD 0.000 0.034 1.726 0.101 # n=2
> +score FS_WILL_HELP 1.148 0.444 3.299 3.296 # n=2
> +score FS_WITH_SMALL 0.000 # n=1 n=3
> +score FUZZY_MERIDIA 0.009 0.000 1.936 2.374 # n=2
> +score FU_COMMON_SUBS2 0.111 0.000 2.136 1.498 # n=2
> +score FU_ENDS_NUMS_DOTS_CLK 2.108 1.819 3.199 3.196 # n=2
> +score FU_END_ET 1.832 1.715 3.599 3.500 # n=2
> +score FU_HOODIA 0.527 0.221 0.751 1.652 # n=2
> +score FU_LONG_QUERY3 0.563 0.042 1.649 0.001 # n=2
> +score FU_MIDER 0.744 0.471 1.458 1.110 # n=2
> +score FU_UKGEOCITIES 2.519 1.840 3.299 3.296 # n=2
> +score FU_URI_TRACKER_T 1.073 0.709 2.400 3.193 # n=2
> +score GAPPY_SUBJECT 0.649 0.048 0.941 1.020
> +score GEO_QUERY_STRING 0.474 0.427 2.699 2.696 # n=2
> +score GUARANTEED_100_PERCENT 0.127 0.188 0.001 0.012
> +score HDR_ORDER_FTSDMCXX_001C 2.184 1.285 0.001 0.001 # n=2
> +score HDR_ORDER_FTSDMCXX_BAT 0.419 0.000 3.986 3.193 # n=2
> +score HEADER_COUNT_SUBJECT 2.195 1.265 3.100 3.096 # n=2
> +score HEADER_SPAM 2.779 1.326 3.399 3.396
> +score HELO_DYNAMIC_CHELLO_NL 1.294 0.936 3.599 3.595
> +score HELO_DYNAMIC_DHCP 1.486 1.095 1.536 1.398
> +score HELO_DYNAMIC_DIALIN 1.565 0.918 3.999 3.384
> +score HELO_DYNAMIC_HCC 1.957 1.509 4.299 4.295
> +score HELO_DYNAMIC_HEXIP 0.644 0.497 3.100 2.204
> +score HELO_DYNAMIC_HOME_NL 1.298 0.901 3.499 3.463
> +score HELO_DYNAMIC_IPADDR 1.707 1.305 2.643 2.426
> +score HELO_DYNAMIC_IPADDR2 1.474 1.107 4.400 4.395
> +score HELO_DYNAMIC_ROGERS 0.000 # n=0 n=2 n=3
> +score HELO_DYNAMIC_SPLIT_IP 1.484 1.097 4.199 3.493
> +score HELO_FRIEND 0.000 0.000 0.001 0.001 # n=2
> +score HELO_LH_HOME 1.084 0.467 2.689 3.714 # n=2
> +score HELO_LH_LD 1.239 0.772 1.184 1.215 # n=2
> +score HELO_LOCALHOST 3.714 2.232 3.998 3.941 # n=2
> +score HELO_OEM 0.774 0.277 3.043 2.195 # n=2
> +score HG_HORMONE 1.326 0.908 1.493 1.227
> +score HIDE_WIN_STATUS 0.139 0.280 2.499 2.499
> +score HS_BODY_UPLOADED_SOFTWARE 0.533 0.207 2.046 2.658 # n=2
> +score HS_DRUG_DOLLAR_1 0.001 0.001 1.929 0.090 # n=2
> +score HS_DRUG_DOLLAR_2 0.001 0.001 2.748 1.617 # n=2
> +score HS_DRUG_DOLLAR_3 0.001 0.001 1.317 1.378 # n=2
> +score HS_DRUG_DOLLAR_MANY 0.000 0.000 1.180 1.607 # n=2
> +score HS_FORGED_OE_FW 1.324 0.639 1.781 2.595 # n=2
> score HS_GETMEOFF 0.000 0.000 3.000 1.000 # n=1
> -score HS_INDEX_PARAM 0.001 # n=1 n=3
> +score HS_INDEX_PARAM 0.000 0.000 0.001 0.001 # n=1 n=3
> score HS_MEETUP_FOR_SEX 0.000 0.000 3.000 1.000 # n=1
> score HS_PHARMA_1 0.000 0.000 3.000 1.000 # n=1
> -score HS_SUBJ_NEW_SOFTWARE 1.118 0.253 2.395 3.599 # n=2
> -score HS_SUBJ_ONLINE_PHARMACEUTICAL 0 0 0.001 0.001 # n=1 n=2 n=3
> -score HS_UPLOADED_SOFTWARE 0.001 1.504 2.346 1.885 # n=2
> -score HTML_IFRAME_SRC 0.001 0.001 0.000 0.043 # n=2
> -score HTML_MIME_NO_HTML_TAG 1.661 1.052 0.036 0.097
> -score HTML_MISSING_CTYPE 2.699 2.380 1.705 2.095
> -score HTML_SHORT_CENTER 0.001
> -score HTML_SHORT_LINK_IMG_1 2.450 1.078 0.001 0.001
> -score HTML_SHORT_LINK_IMG_2 0.153 0.239 0.001 0.001
> -score HTML_SHORT_LINK_IMG_3 0.299 0.556 0.001 0.001
> -score HTML_TITLE_SUBJ_DIFF 0.498 0.805 1.176 1.217
> -score HTTPS_HTTP_MISMATCH 0 # n=1 n=3
> -score HTTP_77 3.199 0.001 3.199 1.414
> -score HTTP_ESCAPED_HOST 0.001 0.001 0.071 0.134
> -score HTTP_EXCESSIVE_ESCAPES 2.701 0.964 1.500 0.001
> -score IMPOTENCE 2.608 1.678 2.862 1.886
> -score INVALID_DATE 2.303 1.651 1.329 1.245
> -score INVALID_DATE_TZ_ABSURD 0.197 0.243 2.284 2.191
> -score INVALID_MSGID 2.999 2.603 2.489 1.900
> -score INVALID_TZ_CST 1.704 0.862 1.583 2.079
> -score INVALID_TZ_EST 2.601 2.065 2.265 2.696
> -score INVESTMENT_ADVICE 0.001 0.001 0.421 0.042
> -score IP_LINK_PLUS 0.000 0.001 0.001 0.001
> -score JAPANESE_UCE_BODY 0 # n=1 n=2 n=3
> -score JAPANESE_UCE_SUBJECT 0 # n=0 n=1 n=2 n=3
> -score JM_RCVD_QMAILV1 3.999 3.995 3.999 3.996 # n=2
> -score JM_TORA_XM 3.099 3.096 1.960 2.411 # n=2
> -score JOIN_MILLIONS 1.398 1.807 2.912 1.777
> -score JS_FROMCHARCODE 1.200 0.000 1.480 1.600 # n=1
> -score KAM_STOCKOTC 3.999 2.328 3.947 3.964 # n=2
> -score KAM_STOCKTIP15 0.001 # n=2
> -score KAM_STOCKTIP20 0 # n=1 n=2 n=3
> -score KAM_STOCKTIP21 0 # n=1 n=2 n=3
> -score KAM_STOCKTIP4 0 # n=1 n=2 n=3
> -score KAM_STOCKTIP6 0 # n=1 n=2 n=3
> -score KOREAN_UCE_SUBJECT 3.099 1.111 2.114 2.962
> -score LIVE_PORN 0 # n=0 n=1 n=2 n=3
> -score LONGWORDS 3.200 3.196 1.500 1.803
> -score LONG_TERM_PRICE 0.001 0.212 0.001 0.001 # n=2
> -score LOOPHOLE_1 2.188 2.474 2.623 2.210 # n=2
> -score LOTTERY_1 3.199 3.196 2.181 1.768 # n=2
> -score LOW_PRICE 1.903 1.159 0.743 0.001
> -score L_SPAM_TOOL_13 4.499 4.499 4.499 4.495 # n=2
> -score MALE_ENHANCE 2.600 2.596 2.599 2.596
> -score MARKETING_PARTNERS 2.599 2.355 1.614 1.295
> -score MID_DEGREES 4.199 4.195 4.057 3.700 # n=2
> -score MILLION_USD 2.391 1.777 1.501 1.528
> -score MIME_BOUND_DD_DIGITS 3.869 4.199 3.386 1.466
> -score MIME_BOUND_DIGITS_15 2.899 2.896 2.899 2.896
> -score MIME_BOUND_EQ_REL 0.123 0.845 2.457 2.832 # n=2
> -score MIME_BOUND_MANY_HEX 0.001 0.001 1.472 0.803
> -score MIME_HEADER_CTYPE_ONLY 1.039 0.856 1.186 0.560
> -score MIME_HTML_ONLY_MULTI 0.000 0.001 0.001 0.001
> -score MISSING_DATE 0.001 # n=0 n=1 n=2 n=3
> +score HS_SUBJ_NEW_SOFTWARE 0.257 0.015 2.395 3.599 # n=2
> +score HS_SUBJ_ONLINE_PHARMACEUTICAL 0.000 0.000 0.001 0.001 # n=1 n=2 n=3
> +score HS_UPLOADED_SOFTWARE 0.257 0.015 2.346 1.885 # n=2
> +score HTML_IFRAME_SRC 0.000 0.000 0.000 0.043 # n=2
> +score HTML_MIME_NO_HTML_TAG 0.524 0.514 0.036 0.097
> +score HTML_MISSING_CTYPE 0.640 0.383 1.705 2.095
> +score HTML_SHORT_CENTER 0.119 0.006 0.001 0.001
> +score HTML_SHORT_LINK_IMG_1 1.769 0.691 0.001 0.001
> +score HTML_SHORT_LINK_IMG_2 1.224 0.452 0.001 0.001
> +score HTML_SHORT_LINK_IMG_3 1.439 0.508 0.001 0.001
> +score HTML_TITLE_SUBJ_DIFF 0.000 0.000 1.176 1.217
> +score HTTPS_HTTP_MISMATCH 0.000 # n=1 n=3
> +score HTTP_77 0.000 0.000 3.199 1.414
> +score HTTP_ESCAPED_HOST 0.000 0.000 0.071 0.134
> +score HTTP_EXCESSIVE_ESCAPES 1.955 0.420 1.500 0.001
> +score IMPOTENCE 1.469 0.858 2.862 1.886
> +score INVALID_DATE 2.792 1.792 1.329 1.245
> +score INVALID_DATE_TZ_ABSURD 0.609 0.412 2.284 2.191
> +score INVALID_MSGID 2.488 2.107 2.489 1.900
> +score INVALID_TZ_CST 0.000 0.006 1.583 2.079
> +score INVALID_TZ_EST 0.172 0.116 2.265 2.696
> +score INVESTMENT_ADVICE 0.000 0.000 0.421 0.042
> +score IP_LINK_PLUS 0.481 0.231 0.001 0.001
> +score JAPANESE_UCE_BODY 0.000 # n=1 n=2 n=3
> +score JAPANESE_UCE_SUBJECT 0.000 # n=0 n=2 n=3
> +score JM_RCVD_QMAILV1 3.050 1.373 3.999 3.996 # n=2
> +score JM_TORA_XM 0.632 0.580 1.960 2.411 # n=2
> +score JOIN_MILLIONS 0.000 0.036 2.912 1.777
> +score JS_FROMCHARCODE 0.000 0.000 1.480 1.600 # n=1
> +score KAM_STOCKOTC 1.308 0.981 3.947 3.964 # n=2
> +score KAM_STOCKTIP15 0.000 0.000 0.001 0.001 # n=2
> +score KAM_STOCKTIP20 0.000 # n=1 n=2 n=3
> +score KAM_STOCKTIP21 0.000 # n=1 n=2 n=3
> +score KAM_STOCKTIP4 0.000 # n=1 n=2 n=3
> +score KAM_STOCKTIP6 0.000 # n=1 n=2 n=3
> +score KOREAN_UCE_SUBJECT 0.060 0.081 2.114 2.962
> +score LIVE_PORN 0.000 # n=0 n=2 n=3
> +score LONGWORDS 1.814 1.376 1.500 1.803
> +score LONG_TERM_PRICE 0.001 0.023 0.001 0.001 # n=2
> +score LOOPHOLE_1 0.530 0.434 2.623 2.210 # n=2
> +score LOTTERY_1 1.788 1.136 2.181 1.768 # n=2
> +score LOW_PRICE 0.463 0.442 0.743 0.001
> +score L_SPAM_TOOL_13 4.500 3.568 4.499 4.495 # n=2
> +score MALE_ENHANCE 0.864 0.385 2.599 2.596
> +score MARKETING_PARTNERS 1.350 1.001 1.614 1.295
> +score MID_DEGREES 4.200 2.864 4.057 3.700 # n=2
> +score MILLION_USD 1.436 0.967 1.501 1.528
> +score MIME_BOUND_DD_DIGITS 1.655 1.049 3.386 1.466
> +score MIME_BOUND_DIGITS_15 0.306 0.029 2.899 2.896
> +score MIME_BOUND_EQ_REL 1.491 0.962 2.457 2.832 # n=2
> +score MIME_BOUND_MANY_HEX 0.058 0.000 1.472 0.803
> +score MIME_HEADER_CTYPE_ONLY 1.782 1.063 1.186 0.560
> +score MIME_HTML_ONLY_MULTI 0.000 0.000 0.001 0.001
> +score MISSING_DATE 0.001 # n=0 n=2 n=3
> score MISSING_MID 0.001 # n=1 n=2 n=3
> -score MISSING_MIMEOLE 0.001 0.001 0.144 0.001
> -score MISSING_SUBJECT 2.307 1.285 2.476 1.762
> -score MONEY_BACK 0.939 0.001 0.001 0.001
> -score MORE_SEX 3.699 2.321 1.631 1.183
> -score MSGID_DOLLARS_RANDOM 3.299 3.296 3.299 2.784
> -score MSGID_FROM_MTA_HEADER 2.199 1.495 1.501 0.803
> -score MSGID_MULTIPLE_AT 1.221 1.211 1.571 1.449
> -score MSGID_RANDY 3.699 0.001 3.699 1.910
> -score MSGID_SHORT 0.200 0.232 0.690 1.078
> -score MSGID_SPAM_CAPS 4.199 4.195 4.199 4.195
> -score MSGID_SPAM_LETTERS 2.861 1.637 0.866 1.188
> -score MSGID_YAHOO_CAPS 1.197 0.448 2.921 3.107
> -score MSOE_MID_WRONG_CASE 0.800 0.699 1.280 0.820 # n=2
> -score MULTIPART_ALT_NON_TEXT 2.699 2.696 2.699 2.696 # n=2
> -score MULTI_FORGED 0 # n=0 n=1 n=2 n=3
> -score NA_DOLLARS 2.385 1.129 1.506 1.329
> -score NONEXISTENT_CHARSET 0 # n=0 n=1 n=2 n=3
> -score NORMAL_HTTP_TO_IP 0.101 0.001 0.001 0.001
> -score NOT_ADVISOR 0 # n=0 n=1 n=2 n=3
> -score NO_MEDICAL 0 # n=0 n=1 n=2 n=3
> -score NO_PRESCRIPTION 2.573 2.757 2.944 2.619
> -score NULL_IN_BODY 2.802 1.489 3.699 2.425 # n=2
> -score NUMERIC_HTTP_ADDR 0.919 0.001 0.312 0.001
> -score OBFUSCATING_COMMENT 2.397 0.230 2.599 0.973
> -score OBSCURED_EMAIL 1.899 0.012 0.000 0.001
> -score ONE_TIME 0 # n=0 n=1 n=2 n=3
> -score ONLINE_PHARMACY 2.701 1.484 0.057 0.001
> -score OUTLOOK_3416 1.702 1.695 1.821 1.744 # n=2
> -score PART_CID_STOCK 2.396 1.231 1.217 1.635 # n=2
> -score PART_CID_STOCK_LESS 0.001 0.001 0.774 0.384 # n=2
> -score PERCENT_RANDOM 2.624 3.196 2.117 3.196
> -score PLING_QUERY 2.160 1.333 1.400 1.390
> -score PREST_NON_ACCREDITED 0 # n=0 n=1 n=2 n=3
> -score PREVENT_NONDELIVERY 1.515 1.640 1.737 1.600
> -score PRICES_ARE_AFFORDABLE 2.195 0.001 2.444 0.001
> -score RATWARE_EGROUPS 2.673 2.379 3.181 2.001
> -score RATWARE_GECKO_BUILD 0 # n=0 n=1 n=2 n=3
> -score RATWARE_HASH_DASH 0 # n=0 n=1 n=2 n=3
> -score RATWARE_MOZ_MALFORMED 0 # n=0 n=1 n=2 n=3
> -score RATWARE_MPOP_WEBMAIL 0 # n=0 n=1 n=2 n=3
> -score RATWARE_MS_HASH 2.038 2.779 0.783 1.398
> -score RATWARE_OE_MALFORMED 0.581 2.095 2.624 2.927
> -score RATWARE_OUTLOOK_NONAME 2.863 0.001 2.680 2.171
> -score RATWARE_RCVD_AT 1.918 0.650 1.741 0.213
> -score RATWARE_RCVD_PF 3.899 3.895 3.900 3.847
> -score RATWARE_ZERO_TZ 0 # n=0 n=1 n=2 n=3
> -score RCVD_AM_PM 1.529 1.688 2.833 0.545
> -score RCVD_BAD_ID 2.100 2.088 3.266 2.837 # n=2
> -score RCVD_DOUBLE_IP_LOOSE 0.001 0.001 0.250 0.760
> -score RCVD_DOUBLE_IP_SPAM 3.899 3.895 2.409 3.798
> -score RCVD_FAKE_HELO_DOTCOM 2.789 2.775 2.899 2.592
> -score RCVD_FORGED_WROTE 4.365 4.479 4.499 2.523 # n=2
> -score RCVD_FORGED_WROTE2 2.052 2.736 1.391 4.325 # n=2
> -score RCVD_MAIL_COM 1.082 1.452 2.532 0.930 # n=2
> -score REFINANCE_NOW 2.393 0.169 1.933 0.556
> -score REFINANCE_YOUR_HOME 2.699 0.001 2.699 2.039
> -score REMOVE_BEFORE_LINK 0.001 0.001 0.010 0.001
> -score REPLICA_WATCH 3.399 3.396 3.399 3.396
> -score REPTO_OVERQUOTE_THEBAT 3.020 3.499 3.361 3.496
> -score REPTO_QUOTE_AOL 0.001 1.595 1.133 1.166
> -score REPTO_QUOTE_IMS 0.609 0.314 2.089 1.386
> -score REPTO_QUOTE_MSN 2.766 2.689 2.916 2.132
> -score REPTO_QUOTE_QUALCOMM 0.074 0.415 1.476 0.232
> -score REPTO_QUOTE_YAHOO 2.599 0.729 2.599 2.599
> -score RUDE_HTML 0 # n=0 n=1 n=2 n=3
> -score SB_GIF_AND_NO_URIS 2.188 1.257 2.186 2.728 # n=2
> -score SHORT_HELO_AND_INLINE_IMAGE 0.801 0.702 1.547 0.781 # n=2
> -score SHORT_TERM_PRICE 0.540 1.950 0.655 0.676 # n=2
> -score SPAMMY_XMAILER 3.299 2.333 3.299 2.337 # n=2
> -score SPOOF_COM2COM 0.001 0.341 2.051 2.272
> -score SPOOF_COM2OTH 2.840 0.848 1.996 2.044
> -score SPOOF_NET2COM 2.899 2.896 2.037 1.586
> -score STOCK_ALERT 2.899 2.889 2.899 2.897
> -score STOCK_IMG_CTYPE 0.001 0.001 0.847 0.907 # n=2
> -score STOCK_IMG_HDR_FROM 0.001 # n=2
> -score STOCK_IMG_HTML 0.000 0.001 0.000 0.001 # n=2
> -score STOCK_IMG_OUTLOOK 0.001 # n=2
> -score STOCK_PRICES 0.299 0.184 0.002 0.001 # n=2
> -score STOX_AND_PRICE 1.410 2.373 2.068 3.182 # n=2
> +score MISSING_MIMEOLE 0.045 0.000 0.144 0.001
> +score MISSING_SUBJECT 0.655 0.286 2.476 1.762
> +score MONEY_BACK 0.000 0.000 0.001 0.001
> +score MORE_SEX 2.271 0.847 1.631 1.183
> +score MSGID_DOLLARS_RANDOM 0.796 0.315 3.299 2.784
> +score MSGID_FROM_MTA_HEADER 0.353 0.159 1.501 0.803
> +score MSGID_MULTIPLE_AT 1.672 0.992 1.571 1.449
> +score MSGID_RANDY 0.000 0.000 3.699 1.910
> +score MSGID_SHORT 0.000 0.000 0.690 1.078
> +score MSGID_SPAM_CAPS 1.991 1.643 4.199 4.195
> +score MSGID_SPAM_LETTERS 0.809 0.455 0.866 1.188
> +score MSGID_YAHOO_CAPS 0.033 0.176 2.921 3.107
> +score MSOE_MID_WRONG_CASE 0.198 0.409 1.280 0.820 # n=2
> +score MULTIPART_ALT_NON_TEXT 1.306 0.540 2.699 2.696 # n=2
> +score MULTI_FORGED 0.000 # n=0 n=2 n=3
> +score NA_DOLLARS 0.501 0.325 1.506 1.329
> +score NONEXISTENT_CHARSET 0.000 # n=0 n=2 n=3
> +score NORMAL_HTTP_TO_IP 0.001
> +score NOT_ADVISOR 0.000 # n=0 n=2 n=3
> +score NO_MEDICAL 0.000 # n=0 n=2 n=3
> +score NO_PRESCRIPTION 1.272 0.659 2.944 2.619
> +score NULL_IN_BODY 0.466 0.000 3.699 2.425 # n=2
> +score NUMERIC_HTTP_ADDR 0.852 0.534 0.312 0.001
> +score OBFUSCATING_COMMENT 0.000 0.000 2.599 0.973
> +score OBSCURED_EMAIL 0.000 0.000 0.000 0.001
> +score ONE_TIME 0.000 # n=0 n=2 n=3
> +score ONLINE_PHARMACY 1.146 0.357 0.057 0.001
> +score OUTLOOK_3416 0.240 0.382 1.821 1.744 # n=2
> +score PART_CID_STOCK 2.914 1.949 1.217 1.635 # n=2
> +score PART_CID_STOCK_LESS 0.000 0.000 0.774 0.384 # n=2
> +score PERCENT_RANDOM 1.386 0.715 2.117 3.196
> +score PLING_QUERY 1.034 0.326 1.400 1.390
> +score PREST_NON_ACCREDITED 0.000 # n=0 n=2 n=3
> +score PREVENT_NONDELIVERY 0.000 0.000 1.737 1.600
> +score PRICES_ARE_AFFORDABLE 0.000 0.000 2.444 0.001
> +score RATWARE_EGROUPS 0.457 0.298 3.181 2.001
> +score RATWARE_GECKO_BUILD 0.000 # n=0 n=2 n=3
> +score RATWARE_HASH_DASH 0.000 # n=0 n=2 n=3
> +score RATWARE_MOZ_MALFORMED 0.000 # n=0 n=2 n=3
> +score RATWARE_MPOP_WEBMAIL 0.000 # n=0 n=2 n=3
> +score RATWARE_MS_HASH 1.456 0.848 0.783 1.398
> +score RATWARE_OE_MALFORMED 0.108 0.153 2.624 2.927
> +score RATWARE_OUTLOOK_NONAME 0.965 0.585 2.680 2.171
> +score RATWARE_RCVD_AT 0.116 0.007 1.741 0.213
> +score RATWARE_RCVD_PF 3.900 2.550 3.900 3.847
> +score RATWARE_ZERO_TZ 0.000 # n=0 n=2 n=3
> +score RCVD_AM_PM 0.372 0.117 2.833 0.545
> +score RCVD_BAD_ID 0.251 0.358 3.266 2.837 # n=2
> +score RCVD_DOUBLE_IP_LOOSE 0.000 0.000 0.250 0.760
> +score RCVD_DOUBLE_IP_SPAM 0.208 0.015 2.409 3.798
> +score RCVD_FAKE_HELO_DOTCOM 1.808 0.891 2.899 2.592
> +score RCVD_FORGED_WROTE 1.819 1.332 4.499 2.523 # n=2
> +score RCVD_FORGED_WROTE2 1.819 1.361 1.391 4.325 # n=2
> +score RCVD_MAIL_COM 0.594 0.288 2.532 0.930 # n=2
> +score REFINANCE_NOW 0.464 0.148 1.933 0.556
> +score REFINANCE_YOUR_HOME 0.457 0.136 2.699 2.039
> +score REMOVE_BEFORE_LINK 0.000 0.000 0.010 0.001
> +score REPLICA_WATCH 1.117 0.405 3.399 3.396
> +score REPTO_OVERQUOTE_THEBAT 2.337 1.287 3.361 3.496
> +score REPTO_QUOTE_AOL 0.022 0.080 1.133 1.166
> +score REPTO_QUOTE_IMS 0.000 0.000 2.089 1.386
> +score REPTO_QUOTE_MSN 0.678 0.299 2.916 2.132
> +score REPTO_QUOTE_QUALCOMM 0.000 0.000 1.476 0.232
> +score REPTO_QUOTE_YAHOO 0.194 0.000 2.599 2.599
> +score RUDE_HTML 0.000 # n=0 n=2 n=3
> +score SB_GIF_AND_NO_URIS 1.057 1.175 2.186 2.728 # n=2
> +score SHORT_HELO_AND_INLINE_IMAGE 0.954 0.341 1.547 0.781 # n=2
> +score SHORT_TERM_PRICE 0.278 0.385 0.655 0.676 # n=2
> +score SPAMMY_XMAILER 2.372 1.581 3.299 2.337 # n=2
> +score SPOOF_COM2COM 0.660 0.192 2.051 2.272
> +score SPOOF_COM2OTH 0.234 0.000 1.996 2.044
> +score SPOOF_NET2COM 0.433 0.094 2.037 1.586
> +score STOCK_ALERT 0.893 0.520 2.899 2.897
> +score STOCK_IMG_CTYPE 1.473 1.202 0.847 0.907 # n=2
> +score STOCK_IMG_HDR_FROM 0.139 0.000 0.001 0.001 # n=2
> +score STOCK_IMG_HTML 0.036 0.000 0.000 0.001 # n=2
> +score STOCK_IMG_OUTLOOK 0.204 0.307 0.001 0.001 # n=2
> +score STOCK_PRICES 0.000 0.019 0.002 0.001 # n=2
> +score STOX_AND_PRICE 1.237 0.876 2.068 3.182 # n=2
> score STOX_REPLY_TYPE 0.001 # n=1 n=3
> -score STRONG_BUY 3.599 2.478 2.623 2.488
> -score SUBJECT_DIET 2.527 1.621 2.084 1.466
> -score SUBJECT_DRUG_GAP_C 0.001 0.001 0.508 0.003
> -score SUBJECT_DRUG_GAP_L 1.047 1.831 2.407 2.515
> -score SUBJECT_DRUG_GAP_S 0 # n=0 n=1 n=2 n=3
> -score SUBJECT_DRUG_GAP_VA 1.876 2.596 1.035 1.014
> -score SUBJECT_DRUG_GAP_X 1.478 2.052 2.298 1.766
> -score SUBJECT_NEEDS_ENCODING 2.306 1.277 0.636 0.001 # n=2
> -score SUBJECT_SEXUAL 2.900 0.116 1.499 0.001
> -score SUBJ_AS_SEEN 0 # n=0 n=1 n=2 n=3
> -score SUBJ_BUY 2.702 0.900 0.999 0.001
> -score SUBJ_DOLLARS 2.399 0.842 1.501 1.421
> -score SUBJ_RE_NUM 2.800 2.667 2.799 2.799 # n=2
> -score SUBJ_YOUR_DEBT 2.899 2.896 2.576 2.622
> -score SUBJ_YOUR_FAMILY 2.799 2.647 2.000 1.043
> -score TO_MALFORMED 0.001 0.001 0.001 1.170
> -score TRACKER_ID 2.699 2.696 2.000 2.003
> -score TT_MSGID_TRUNC 0.001 1.874 1.924 1.364 # n=2
> -score TT_OBSCURED_VALIUM 0.096 0.462 2.093 0.913 # n=2
> -score TT_OBSCURED_VIAGRA 0.001 2.154 1.452 1.652 # n=2
> -score TVD_ACT_193 2.273 3.420 3.499 2.622 # n=2
> -score TVD_APPROVED 2.999 2.558 1.550 1.731 # n=2
> -score TVD_DEAR_HOMEOWNER 2.599 2.599 2.599 2.596 # n=2
> -score TVD_EB_PHISH 2.703 2.996 2.999 2.999 # n=2
> -score TVD_ENVFROM_APOST 4.199 3.307 0.465 0.088 # n=2
> -score TVD_FINGER_02 2.796 2.720 3.199 2.134 # n=2
> -score TVD_FLOAT_GENERAL 3.599 1.114 0.591 0.001 # n=2
> -score TVD_FUZZY_DEGREE 0 # n=1 n=3
> -score TVD_FUZZY_FINANCE 0 # n=1 n=2 n=3
> -score TVD_FUZZY_FIXED_RATE 0 # n=1 n=3
> -score TVD_FUZZY_MICROCAP 0 # n=1 n=3
> -score TVD_FUZZY_PHARMACEUTICAL 0 # n=1 n=2 n=3
> -score TVD_FUZZY_SYMBOL 3.099 1.435 2.086 1.699 # n=2
> -score TVD_FW_GRAPHIC_NAME_LONG 2.600 2.389 0.949 1.080 # n=2
> -score TVD_FW_GRAPHIC_NAME_MID 2.385 1.205 0.145 0.543 # n=2
> -score TVD_INCREASE_SIZE 0 # n=1 n=2 n=3
> -score TVD_LINK_SAVE 0 # n=1 n=2 n=3
> -score TVD_PH_BODY_ACCOUNTS_PRE 0 # n=1 n=3
> -score TVD_PH_REC 2.702 2.996 2.996 2.996 # n=2
> -score TVD_PH_SEC 0 # n=1 n=3
> -score TVD_PH_SUBJ_ACCOUNTS_POST 2.999 2.996 2.999 2.996 # n=2
> -score TVD_PH_SUBJ_URGENT 2.616 2.102 2.799 2.797 # n=2
> -score TVD_PP_PHISH 2.690 3.099 3.084 3.024 # n=2
> -score TVD_QUAL_MEDS 2.626 4.123 2.647 3.568 # n=2
> -score TVD_RATWARE_CB 2.839 2.914 2.465 2.645 # n=2
> -score TVD_RATWARE_CB_2 0 # n=1 n=2 n=3
> -score TVD_RATWARE_MSGID_02 2.139 1.688 1.557 0.581 # n=2
> -score TVD_RCVD_IP 0.502 1.617 2.270 1.931 # n=2
> -score TVD_RCVD_IP4 4.099 3.344 2.901 3.183 # n=2
> -score TVD_RCVD_SINGLE 2.999 0.303 2.999 1.351 # n=2
> -score TVD_RCVD_SPACE_BRACKET 0 # n=1 n=3
> -score TVD_SECTION 2.956 3.317 1.541 3.499 # n=2
> -score TVD_SILLY_URI_OBFU 0 # n=1 n=3
> -score TVD_SPACED_SUBJECT_WORD3 2.802 3.599 2.276 2.412 # n=2
> -score TVD_SPACE_RATIO 2.899 2.899 2.307 2.219 # n=2
> -score TVD_STOCK1 4.199 3.792 4.199 3.753 # n=2
> -score TVD_SUBJ_ACC_NUM 0 # n=1 n=2 n=3
> -score TVD_SUBJ_FINGER_03 0 # n=1 n=2 n=3
> -score TVD_SUBJ_OWE 3.199 3.196 3.199 3.196 # n=2
> -score TVD_SUBJ_WIPE_DEBT 2.899 2.896 2.899 2.663 # n=2
> -score TVD_VISIT_PHARMA 2.297 0.001 0.001 0.001 # n=2
> -score TVD_VIS_HIDDEN 2.600 1.908 2.368 0.839 # n=2
> -score UNCLAIMED_MONEY 3.099 2.985 2.943 3.096
> -score UNCLOSED_BRACKET 2.687 2.083 1.580 2.206
> -score UPPERCASE_50_75 0.001 0.490 0.001 0.001
> -score UPPERCASE_75_100 2.402 1.930 1.127 1.528
> -score URG_BIZ 2.384 0.667 1.511 1.585
> -score URIBL_COMPLETEWHOIS 0 # n=1 n=3
> -score URIBL_RHS_ABUSE 0 # n=1 n=3
> -score URIBL_RHS_AHBL 0 # n=1 n=3
> -score URIBL_RHS_BOGUSMX 0 # n=1 n=3
> -score URIBL_RHS_DOB 0 0.901 0 1.083 # n=0 n=2
> -score URIBL_RHS_DSN 0 # n=1 n=3
> -score URIBL_RHS_POST 0 # n=1 n=3
> -score URIBL_RHS_TLD_WHOIS 0 # n=1 n=3
> -score URIBL_RHS_URIBL_BLACK 0 # n=1 n=3
> -score URIBL_RHS_URIBL_GREY 0 # n=1 n=3
> -score URIBL_RHS_WHOIS 0 # n=1 n=3
> -score URIBL_XS_SURBL 0 # n=1 n=3
> -score URI_HEX 1.777 1.316 1.395 0.368
> -score URI_L_PHP 3.099 3.096 3.099 2.905 # n=2
> -score URI_NOVOWEL 2.899 2.543 1.764 1.620
> -score URI_NO_WWW_BIZ_CGI 0 # n=0 n=1 n=2 n=3
> -score URI_NO_WWW_INFO_CGI 2.720 0.601 3.138 1.043
> -score URI_UNSUBSCRIBE 2.794 3.092 1.538 2.737
> -score US_DOLLARS_3 2.342 1.165 1.046 0.630
> -score VIA_GAP_GRA 2.203 1.053 2.004 0.133
> -score WEIRD_PORT 1.599 1.499 1.089 0.001
> -score WEIRD_QUOTING 2.799 2.796 1.428 1.396
> -score WHOIS_1AND1PR 0 # n=1 n=2 n=3
> -score WHOIS_AITPRIV 0 3.995 0 3.510 # n=0 n=2
> -score WHOIS_CONTACTPRIV 0 2.696 0 2.696 # n=0 n=2
> -score WHOIS_DMNBYPROXY 0 0.260 0 0.478 # n=0 n=2
> -score WHOIS_DOMESCROW 0 0.000 0 1.000 # n=1 n=2
> -score WHOIS_DOMPRIVCORP 0 0.000 0 1.000 # n=1 n=2
> -score WHOIS_DREAMPRIV 0 0.000 0 1.000 # n=1 n=2
> -score WHOIS_DROA 0 # n=1 n=2 n=3
> -score WHOIS_DYNADOT 0 0.000 0 1.000 # n=1 n=2
> -score WHOIS_FINEXE 0 0.000 0 1.000 # n=1 n=2
> -score WHOIS_GKGPROXY 0 # n=1 n=2 n=3
> -score WHOIS_IDSHIELD 0 # n=1 n=2 n=3
> -score WHOIS_IDTHEFTPROT 0 # n=1 n=2 n=3
> -score WHOIS_KATZ 0 # n=1 n=2 n=3
> -score WHOIS_LISTINGAG 0 # n=1 n=2 n=3
> -score WHOIS_LNOA 0 # n=1 n=2 n=3
> -score WHOIS_MAPNAME 0 # n=1 n=2 n=3
> -score WHOIS_MONIKER_PRIV 0 2.596 0 2.596 # n=0 n=2
> -score WHOIS_MYPRIVREG 0 0.156 0 1.499 # n=0 n=2
> -score WHOIS_NAMEKING 0 1.477 0 1.409 # n=0 n=2
> -score WHOIS_NAMESECURE 0 # n=1 n=2 n=3
> -score WHOIS_NETID 0 0.000 0 1.000 # n=1 n=2
> -score WHOIS_NETSOLPR 0 0.001 0 0.001 # n=0 n=2
> -score WHOIS_NOLDC 0 # n=1 n=2 n=3
> -score WHOIS_NOMINET 0 0.000 0 1.000 # n=1 n=2
> -score WHOIS_PRIVACYPOST 0 0.647 0 0.001 # n=0 n=2
> -score WHOIS_PRIVDOMAIN 0 0.000 0 1.000 # n=1 n=2
> -score WHOIS_PRIVPROT 0 2.801 0 1.501 # n=0 n=2
> -score WHOIS_REGISTER4LESS 0 0.000 0 1.000 # n=1 n=2
> -score WHOIS_REGISTERFLY 0 3.196 0 1.645 # n=0 n=2
> -score WHOIS_REGTEK 0 0.000 0 1.000 # n=1 n=2
> -score WHOIS_SAFENAMES 0 0.000 0 1.000 # n=1 n=2
> -score WHOIS_SECINFOSERV 0 # n=1 n=2 n=3
> -score WHOIS_SECUREWHOIS 0 2.696 0 2.696 # n=0 n=2
> -score WHOIS_SPAMFREE 0 # n=1 n=2 n=3
> -score WHOIS_SRSPLUS 0 # n=1 n=2 n=3
> -score WHOIS_UNLISTED 0 2.170 0 2.839 # n=0 n=2
> -score WHOIS_WHOISGUARD 0 3.399 0 2.025 # n=0 n=2
> -score WHOIS_WHOISPROT 0 0.000 0 1.000 # n=1 n=2
> -score WITH_LC_SMTP 0 # n=0 n=1 n=2 n=3
> -score XMAILER_MIMEOLE_OL_015D5 0.663 0.907 1.030 1.007 # n=2
> -score XMAILER_MIMEOLE_OL_07794 0.755 1.613 3.299 2.221 # n=2
> -score XMAILER_MIMEOLE_OL_09BB4 0.583 0.681 2.394 1.322 # n=2
> -score XMAILER_MIMEOLE_OL_1ECD5 2.800 2.796 2.243 1.034 # n=2
> -score XMAILER_MIMEOLE_OL_20C99 1.197 1.046 2.147 0.571 # n=2
> -score XMAILER_MIMEOLE_OL_22B61 3.799 3.795 3.799 3.651 # n=2
> -score XMAILER_MIMEOLE_OL_25340 3.600 3.513 3.599 3.165 # n=2
> -score XMAILER_MIMEOLE_OL_32D97 2.899 2.896 2.899 2.884 # n=2
> -score XMAILER_MIMEOLE_OL_3857F 3.600 0.509 2.197 0.830 # n=2
> -score XMAILER_MIMEOLE_OL_3AC1D 1.696 1.323 0.498 0.688 # n=2
> -score XMAILER_MIMEOLE_OL_3D61D 0.514 1.308 2.799 0.392 # n=2
> -score XMAILER_MIMEOLE_OL_465CD 0.576 3.576 3.270 1.637 # n=2
> -score XMAILER_MIMEOLE_OL_4B815 0.001 0.407 2.149 1.934 # n=2
> -score XMAILER_MIMEOLE_OL_4BF4C 0.544 0.438 2.022 0.161 # n=2
> -score XMAILER_MIMEOLE_OL_4EEDB 3.599 3.595 2.713 2.065 # n=2
> -score XMAILER_MIMEOLE_OL_4F240 0.825 1.850 3.049 2.163 # n=2
> -score XMAILER_MIMEOLE_OL_58CB5 3.599 3.599 3.272 2.953 # n=2
> -score XMAILER_MIMEOLE_OL_5B79A 1.632 1.453 1.327 0.194 # n=2
> -score XMAILER_MIMEOLE_OL_5E7ED 0.001 # n=2
> -score XMAILER_MIMEOLE_OL_6554A 0.863 0.934 3.003 2.981 # n=2
> -score XMAILER_MIMEOLE_OL_72641 1.405 0.746 2.316 2.278 # n=2
> -score XMAILER_MIMEOLE_OL_7533E 1.142 1.113 2.446 0.513 # n=2
> -score XMAILER_MIMEOLE_OL_812FF 0.412 1.847 1.931 1.848 # n=2
> -score XMAILER_MIMEOLE_OL_83BF7 2.401 1.209 0.174 2.069 # n=2
> -score XMAILER_MIMEOLE_OL_8627E 3.899 3.895 3.756 3.462 # n=2
> -score XMAILER_MIMEOLE_OL_8E893 2.899 2.896 2.899 2.896 # n=2
> -score XMAILER_MIMEOLE_OL_91287 2.746 1.577 1.278 1.894 # n=2
> -score XMAILER_MIMEOLE_OL_9B90B 2.898 1.502 1.091 1.601 # n=2
> -score XMAILER_MIMEOLE_OL_A50F8 3.399 3.399 3.399 3.356 # n=2
> -score XMAILER_MIMEOLE_OL_A842E 1.552 0.963 2.267 1.915 # n=2
> -score XMAILER_MIMEOLE_OL_ADFF7 1.752 2.759 1.482 1.766 # n=2
> -score XMAILER_MIMEOLE_OL_B30D1 1.080 1.748 1.219 3.378 # n=2
> -score XMAILER_MIMEOLE_OL_B4B40 2.418 1.765 3.599 2.011 # n=2
> -score XMAILER_MIMEOLE_OL_B9B11 3.499 3.496 3.499 3.496 # n=2
> -score XMAILER_MIMEOLE_OL_BC7E6 3.699 3.695 3.699 3.695 # n=2
> -score XMAILER_MIMEOLE_OL_C65FA 2.537 2.308 0.151 3.537 # n=2
> -score XMAILER_MIMEOLE_OL_C7C33 0.343 0.927 1.556 1.847 # n=2
> -score XMAILER_MIMEOLE_OL_C9068 1.756 1.975 1.204 0.771 # n=2
> -score XMAILER_MIMEOLE_OL_CAC8F 2.373 0.702 2.154 0.417 # n=2
> -score XMAILER_MIMEOLE_OL_CF0C0 1.475 2.088 2.550 0.576 # n=2
> -score XMAILER_MIMEOLE_OL_D03AB 2.999 2.999 1.960 2.449 # n=2
> -score XMAILER_MIMEOLE_OL_EF20B 0.271 1.048 2.082 2.522 # n=2
> -score XMAILER_MIMEOLE_OL_EF222 0 # n=1 n=2 n=3
> -score XMAILER_MIMEOLE_OL_F3B05 1.157 2.217 2.082 2.312 # n=2
> -score XMAILER_MIMEOLE_OL_F475E 1.417 0.627 1.180 2.071 # n=2
> -score XMAILER_MIMEOLE_OL_F6D01 3.287 3.496 3.285 2.007 # n=2
> -score XMAILER_MIMEOLE_OL_FF5C8 2.382 3.091 3.015 1.570 # n=2
> -score X_IP 2.840 1.943 2.744 3.177
> -score X_LIBRARY 2.700 2.696 2.899 2.752 # n=2
> -score X_MESSAGE_INFO 3.499 3.496 3.330 1.597
> -score X_PRIORITY_CC 2.599 1.492 2.599 2.596
> -score YAHOO_DRS_REDIR 1.007 0.313 1.189 1.103
> -score YAHOO_RD_REDIR 0.001 0.000 3.000 0.000 # n=0
> -score YOUR_CRD_RATING 3.099 3.096 3.099 2.848 # n=2
> +score STRONG_BUY 1.486 1.177 2.623 2.488
> +score SUBJECT_DIET 0.868 0.481 2.084 1.466
> +score SUBJECT_DRUG_GAP_C 0.212 0.000 0.508 0.003
> +score SUBJECT_DRUG_GAP_L 0.044 0.000 2.407 2.515
> +score SUBJECT_DRUG_GAP_S 0.000 # n=0 n=2 n=3
> +score SUBJECT_DRUG_GAP_VA 0.186 0.012 1.035 1.014
> +score SUBJECT_DRUG_GAP_X 0.088 0.000 2.298 1.766
> +score SUBJECT_NEEDS_ENCODING 1.269 0.849 0.636 0.001 # n=2
> +score SUBJECT_SEXUAL 1.618 0.342 1.499 0.001
> +score SUBJ_AS_SEEN 0.000 # n=0 n=2 n=3
> +score SUBJ_BUY 0.407 0.000 0.999 0.001
> +score SUBJ_DOLLARS 0.000 0.000 1.501 1.421
> +score SUBJ_RE_NUM 0.916 0.396 2.799 2.799 # n=2
> +score SUBJ_YOUR_DEBT 1.530 1.105 2.576 2.622
> +score SUBJ_YOUR_FAMILY 0.684 0.249 2.000 1.043
> +score TO_MALFORMED 0.000 0.000 0.001 1.170
> +score TRACKER_ID 1.118 0.293 2.000 2.003
> +score TT_MSGID_TRUNC 0.580 0.363 1.924 1.364 # n=2
> +score TT_OBSCURED_VALIUM 0.028 0.000 2.093 0.913 # n=2
> +score TT_OBSCURED_VIAGRA 0.285 0.050 1.452 1.652 # n=2
> +score TVD_ACT_193 1.291 1.018 3.499 2.622 # n=2
> +score TVD_APPROVED 1.435 0.729 1.550 1.731 # n=2
> +score TVD_DEAR_HOMEOWNER 1.206 0.492 2.599 2.596 # n=2
> +score TVD_EB_PHISH 1.219 0.935 2.999 2.999 # n=2
> +score TVD_ENVFROM_APOST 0.000 0.083 0.465 0.088 # n=2
> +score TVD_FINGER_02 2.345 1.788 3.199 2.134 # n=2
> +score TVD_FLOAT_GENERAL 0.452 0.437 0.591 0.001 # n=2
> +score TVD_FUZZY_DEGREE 0.000 # n=1 n=3
> +score TVD_FUZZY_FINANCE 0.000 # n=1 n=2 n=3
> +score TVD_FUZZY_FIXED_RATE 0.000 # n=1 n=3
> +score TVD_FUZZY_MICROCAP 0.000 # n=1 n=3
> +score TVD_FUZZY_PHARMACEUTICAL 0.000 # n=1 n=2 n=3
> +score TVD_FUZZY_SYMBOL 0.529 0.540 2.086 1.699 # n=2
> +score TVD_FW_GRAPHIC_NAME_LONG 2.296 1.676 0.949 1.080 # n=2
> +score TVD_FW_GRAPHIC_NAME_MID 1.658 1.069 0.145 0.543 # n=2
> +score TVD_INCREASE_SIZE 0.000 # n=1 n=2 n=3
> +score TVD_LINK_SAVE 0.000 # n=1 n=2 n=3
> +score TVD_PH_BODY_ACCOUNTS_PRE 0.000 # n=1 n=3
> +score TVD_PH_REC 1.154 0.818 2.996 2.996 # n=2
> +score TVD_PH_SEC 0.000 # n=1 n=3
> +score TVD_PH_SUBJ_ACCOUNTS_POST 1.285 0.880 2.999 2.996 # n=2
> +score TVD_PH_SUBJ_URGENT 0.200 0.152 2.799 2.797 # n=2
> +score TVD_PP_PHISH 1.508 0.975 3.084 3.024 # n=2
> +score TVD_QUAL_MEDS 2.910 2.068 2.647 3.568 # n=2
> +score TVD_RATWARE_CB 0.441 0.325 2.465 2.645 # n=2
> +score TVD_RATWARE_CB_2 0.000 # n=1 n=2 n=3
> +score TVD_RATWARE_MSGID_02 0.593 0.399 1.557 0.581 # n=2
> +score TVD_RCVD_IP 1.231 0.000 2.270 1.931 # n=2
> +score TVD_RCVD_IP4 1.038 0.362 2.901 3.183 # n=2
> +score TVD_RCVD_SINGLE 1.109 0.015 2.999 1.351 # n=2
> +score TVD_RCVD_SPACE_BRACKET 0.000 # n=1 n=3
> +score TVD_SECTION 1.602 1.092 1.541 3.499 # n=2
> +score TVD_SILLY_URI_OBFU 0.000 # n=1 n=3
> +score TVD_SPACED_SUBJECT_WORD3 0.730 0.318 2.276 2.412 # n=2
> +score TVD_SPACE_RATIO 2.900 2.275 2.307 2.219 # n=2
> +score TVD_STOCK1 3.352 2.829 4.199 3.753 # n=2
> +score TVD_SUBJ_ACC_NUM 0.000 # n=1 n=2 n=3
> +score TVD_SUBJ_FINGER_03 0.000 # n=1 n=2 n=3
> +score TVD_SUBJ_OWE 1.771 1.881 3.199 3.196 # n=2
> +score TVD_SUBJ_WIPE_DEBT 1.363 0.959 2.899 2.663 # n=2
> +score TVD_VISIT_PHARMA 0.726 0.072 0.001 0.001 # n=2
> +score TVD_VIS_HIDDEN 0.069 0.094 2.368 0.839 # n=2
> +score T_TVD_FW_GRAPHIC_ID1 0.010
> +score UNCLAIMED_MONEY 1.875 1.188 2.943 3.096
> +score UNCLOSED_BRACKET 0.956 0.612 1.580 2.206
> +score UPPERCASE_50_75 0.000 0.000 0.001 0.001
> +score UPPERCASE_75_100 1.324 0.967 1.127 1.528
> +score URG_BIZ 0.698 0.472 1.511 1.585
> +score URIBL_COMPLETEWHOIS 0 # n=0 n=3
> +score URIBL_RHS_ABUSE 0 # n=0 n=3
> +score URIBL_RHS_AHBL 0 # n=0 n=3
> +score URIBL_RHS_BOGUSMX 0 # n=0 n=3
> +score URIBL_RHS_DOB 0 0.000 0 1.083 # n=0 n=2
> +score URIBL_RHS_DSN 0 # n=0 n=3
> +score URIBL_RHS_POST 0 # n=0 n=3
> +score URIBL_RHS_TLD_WHOIS 0 # n=0 n=3
> +score URIBL_RHS_URIBL_BLACK 0 # n=0 n=3
> +score URIBL_RHS_URIBL_GREY 0 # n=0 n=3
> +score URIBL_RHS_WHOIS 0 # n=0 n=3
> +score URIBL_XS_SURBL 0 # n=0 n=3
> +score URI_HEX 0.450 0.127 1.395 0.368
> +score URI_L_PHP 2.832 1.899 3.099 2.905 # n=2
> +score URI_NOVOWEL 2.543 1.375 1.764 1.620
> +score URI_NO_WWW_BIZ_CGI 0.000 # n=0 n=2 n=3
> +score URI_NO_WWW_INFO_CGI 0.695 0.000 3.138 1.043
> +score URI_UNSUBSCRIBE 0.760 0.507 1.538 2.737
> +score US_DOLLARS_3 1.026 0.688 1.046 0.630
> +score VIA_GAP_GRA 0.174 0.001 2.004 0.133
> +score WEIRD_PORT 0.000 0.000 1.089 0.001
> +score WEIRD_QUOTING 0.656 0.384 1.428 1.396
> +score WHOIS_1AND1PR 0 # n=0 n=2 n=3
> +score WHOIS_AITPRIV 0 1.025 0 3.510 # n=0 n=2
> +score WHOIS_CONTACTPRIV 0 0.463 0 2.696 # n=0 n=2
> +score WHOIS_DMNBYPROXY 0 0.000 0 0.478 # n=0 n=2
> +score WHOIS_DOMESCROW 0 0.000 0 1.000 # n=0 n=2
> +score WHOIS_DOMPRIVCORP 0 0.000 0 1.000 # n=0 n=2
> +score WHOIS_DREAMPRIV 0 0.000 0 1.000 # n=0 n=2
> +score WHOIS_DROA 0 # n=0 n=2 n=3
> +score WHOIS_DYNADOT 0 0.000 0 1.000 # n=0 n=2
> +score WHOIS_FINEXE 0 0.000 0 1.000 # n=0 n=2
> +score WHOIS_GKGPROXY 0 # n=0 n=2 n=3
> +score WHOIS_IDSHIELD 0 # n=0 n=2 n=3
> +score WHOIS_IDTHEFTPROT 0 # n=0 n=2 n=3
> +score WHOIS_KATZ 0 # n=0 n=2 n=3
> +score WHOIS_LISTINGAG 0 # n=0 n=2 n=3
> +score WHOIS_LNOA 0 # n=0 n=2 n=3
> +score WHOIS_MAPNAME 0 # n=0 n=2 n=3
> +score WHOIS_MONIKER_PRIV 0 0.639 0 2.596 # n=0 n=2
> +score WHOIS_MYPRIVREG 0 0.000 0 1.499 # n=0 n=2
> +score WHOIS_NAMEKING 0 0.077 0 1.409 # n=0 n=2
> +score WHOIS_NAMESECURE 0 # n=0 n=2 n=3
> +score WHOIS_NETID 0 0.000 0 1.000 # n=0 n=2
> +score WHOIS_NETSOLPR 0 0.000 0 0.001 # n=0 n=2
> +score WHOIS_NOLDC 0 # n=0 n=2 n=3
> +score WHOIS_NOMINET 0 0.000 0 1.000 # n=0 n=2
> +score WHOIS_PRIVACYPOST 0 0.000 0 0.001 # n=0 n=2
> +score WHOIS_PRIVDOMAIN 0 0.000 0 1.000 # n=0 n=2
> +score WHOIS_PRIVPROT 0 1.822 0 1.501 # n=0 n=2
> +score WHOIS_REGISTER4LESS 0 0.000 0 1.000 # n=0 n=2
> +score WHOIS_REGISTERFLY 0 1.792 0 1.645 # n=0 n=2
> +score WHOIS_REGTEK 0 0.000 0 1.000 # n=0 n=2
> +score WHOIS_SAFENAMES 0 0.000 0 1.000 # n=0 n=2
> +score WHOIS_SECINFOSERV 0 # n=0 n=2 n=3
> +score WHOIS_SECUREWHOIS 0 0.268 0 2.696 # n=0 n=2
> +score WHOIS_SPAMFREE 0 # n=0 n=2 n=3
> +score WHOIS_SRSPLUS 0 # n=0 n=2 n=3
> +score WHOIS_UNLISTED 0 0.553 0 2.839 # n=0 n=2
> +score WHOIS_WHOISGUARD 0 2.663 0 2.025 # n=0 n=2
> +score WHOIS_WHOISPROT 0 0.000 0 1.000 # n=0 n=2
> +score WITH_LC_SMTP 0.000 # n=0 n=2 n=3
> +score XMAILER_MIMEOLE_OL_015D5 0.331 0.152 1.030 1.007 # n=2
> +score XMAILER_MIMEOLE_OL_07794 0.267 0.107 3.299 2.221 # n=2
> +score XMAILER_MIMEOLE_OL_09BB4 0.093 0.027 2.394 1.322 # n=2
> +score XMAILER_MIMEOLE_OL_1ECD5 0.649 0.343 2.243 1.034 # n=2
> +score XMAILER_MIMEOLE_OL_20C99 0.087 0.020 2.147 0.571 # n=2
> +score XMAILER_MIMEOLE_OL_22B61 3.182 2.046 3.799 3.651 # n=2
> +score XMAILER_MIMEOLE_OL_25340 0.462 0.208 3.599 3.165 # n=2
> +score XMAILER_MIMEOLE_OL_32D97 1.519 0.832 2.899 2.884 # n=2
> +score XMAILER_MIMEOLE_OL_3857F 0.209 0.044 2.197 0.830 # n=2
> +score XMAILER_MIMEOLE_OL_3AC1D 1.673 1.091 0.498 0.688 # n=2
> +score XMAILER_MIMEOLE_OL_3D61D 0.057 0.023 2.799 0.392 # n=2
> +score XMAILER_MIMEOLE_OL_465CD 0.190 0.441 3.270 1.637 # n=2
> +score XMAILER_MIMEOLE_OL_4B815 0.065 0.024 2.149 1.934 # n=2
> +score XMAILER_MIMEOLE_OL_4BF4C 0.341 0.097 2.022 0.161 # n=2
> +score XMAILER_MIMEOLE_OL_4EEDB 0.355 0.131 2.713 2.065 # n=2
> +score XMAILER_MIMEOLE_OL_4F240 0.353 0.155 3.049 2.163 # n=2
> +score XMAILER_MIMEOLE_OL_58CB5 0.517 0.192 3.272 2.953 # n=2
> +score XMAILER_MIMEOLE_OL_5B79A 0.344 0.107 1.327 0.194 # n=2
> +score XMAILER_MIMEOLE_OL_5E7ED 0.000 0.000 0.001 0.001 # n=2
> +score XMAILER_MIMEOLE_OL_6554A 0.310 0.146 3.003 2.981 # n=2
> +score XMAILER_MIMEOLE_OL_72641 0.705 0.384 2.316 2.278 # n=2
> +score XMAILER_MIMEOLE_OL_7533E 0.000 0.000 2.446 0.513 # n=2
> +score XMAILER_MIMEOLE_OL_812FF 0.318 0.125 1.931 1.848 # n=2
> +score XMAILER_MIMEOLE_OL_83BF7 0.072 0.012 0.174 2.069 # n=2
> +score XMAILER_MIMEOLE_OL_8627E 1.835 1.117 3.756 3.462 # n=2
> +score XMAILER_MIMEOLE_OL_8E893 1.707 0.955 2.899 2.896 # n=2
> +score XMAILER_MIMEOLE_OL_91287 0.000 0.000 1.278 1.894 # n=2
> +score XMAILER_MIMEOLE_OL_9B90B 0.391 0.160 1.091 1.601 # n=2
> +score XMAILER_MIMEOLE_OL_A50F8 2.314 1.407 3.399 3.356 # n=2
> +score XMAILER_MIMEOLE_OL_A842E 0.000 0.000 2.267 1.915 # n=2
> +score XMAILER_MIMEOLE_OL_ADFF7 0.391 0.142 1.482 1.766 # n=2
> +score XMAILER_MIMEOLE_OL_B30D1 0.274 0.090 1.219 3.378 # n=2
> +score XMAILER_MIMEOLE_OL_B4B40 0.373 0.159 3.599 2.011 # n=2
> +score XMAILER_MIMEOLE_OL_B9B11 2.447 1.454 3.499 3.496 # n=2
> +score XMAILER_MIMEOLE_OL_BC7E6 1.592 1.403 3.699 3.695 # n=2
> +score XMAILER_MIMEOLE_OL_C65FA 0.365 0.168 0.151 3.537 # n=2
> +score XMAILER_MIMEOLE_OL_C7C33 0.000 0.000 1.556 1.847 # n=2
> +score XMAILER_MIMEOLE_OL_C9068 0.240 0.000 1.204 0.771 # n=2
> +score XMAILER_MIMEOLE_OL_CAC8F 0.066 0.016 2.154 0.417 # n=2
> +score XMAILER_MIMEOLE_OL_CF0C0 0.395 0.149 2.550 0.576 # n=2
> +score XMAILER_MIMEOLE_OL_D03AB 0.648 0.291 1.960 2.449 # n=2
> +score XMAILER_MIMEOLE_OL_EF20B 0.325 0.017 2.082 2.522 # n=2
> +score XMAILER_MIMEOLE_OL_EF222 0.000 # n=1 n=2 n=3
> +score XMAILER_MIMEOLE_OL_F3B05 0.349 0.171 2.082 2.312 # n=2
> +score XMAILER_MIMEOLE_OL_F475E 0.345 0.146 1.180 2.071 # n=2
> +score XMAILER_MIMEOLE_OL_F6D01 0.359 0.173 3.285 2.007 # n=2
> +score XMAILER_MIMEOLE_OL_FF5C8 0.433 0.155 3.015 1.570 # n=2
> +score X_IP 0.030 0.000 2.744 3.177
> +score X_LIBRARY 0.742 0.678 2.899 2.752 # n=2
> +score X_MESSAGE_INFO 0.397 0.191 3.330 1.597
> +score X_PRIORITY_CC 0.840 0.544 2.599 2.596
> +score YAHOO_DRS_REDIR 0.000 0.000 1.189 1.103
> +score YAHOO_RD_REDIR 0.000 0.000 3.000 0.000 # n=0
> +score YOUR_CRD_RATING 1.349 1.062 3.099 2.848 # n=2
>
> # End of generated scores. </gen:mutable>
>
> @@ -693,9 +696,9 @@
>
> ifplugin Mail::SpamAssassin::Plugin::BodyEval
> # <gen:mutable>
> -score BLANK_LINES_80_90 0 # n=0 n=1 n=2 n=3
> -score MPART_ALT_DIFF 2.498 1.143 1.456 0.739
> -score MPART_ALT_DIFF_COUNT 2.899 1.882 1.500 1.110
> +score BLANK_LINES_80_90 0.000 # n=0 n=2 n=3
> +score MPART_ALT_DIFF 1.723 1.364 1.456 0.739
> +score MPART_ALT_DIFF_COUNT 2.118 1.448 1.500 1.110
> # </gen:mutable>
> endif
>
> @@ -703,45 +706,45 @@
>
> ifplugin Mail::SpamAssassin::Plugin::HTMLEval
> # <gen:mutable>
> -score HTML_COMMENT_SAVED_URL 1.677 1.820 0.492 0.114
> -score HTML_COMMENT_SHORT 0.001 0.001 0.032 0.727
> -score HTML_EMBEDS 1.083 0.440 0.001 0.056
> -score HTML_EXTRA_CLOSE 1.041 1.089 2.502 2.809
> -score HTML_FONT_FACE_BAD 0.923 0.606 0.650 0.884
> -score HTML_FONT_LOW_CONTRAST 0.131 0.543 0.663 0.124
> -score HTML_FONT_SIZE_HUGE 0.804 0.389 0.001 0.057
> -score HTML_FONT_SIZE_LARGE 0.147 0.001 0.001 0.001
> -score HTML_FORMACTION_MAILTO 0 # n=0 n=1 n=2 n=3
> -score HTML_IMAGE_ONLY_04 2.502 1.462 1.875 2.041
> -score HTML_IMAGE_ONLY_08 2.554 2.432 2.045 1.787
> -score HTML_IMAGE_ONLY_12 2.552 2.245 2.779 2.460
> -score HTML_IMAGE_ONLY_16 2.646 2.498 2.078 1.526
> -score HTML_IMAGE_ONLY_20 2.401 1.808 1.500 1.546
> -score HTML_IMAGE_ONLY_24 2.400 2.207 1.501 1.552
> -score HTML_IMAGE_ONLY_28 2.500 1.519 2.115 1.561
> -score HTML_IMAGE_ONLY_32 2.353 1.318 2.004 1.778
> -score HTML_IMAGE_RATIO_02 1.518 0.550 0.573 0.383
> -score HTML_IMAGE_RATIO_04 1.561 0.170 0.863 0.172
> -score HTML_IMAGE_RATIO_06 0.401 0.001 0.501 0.001
> -score HTML_IMAGE_RATIO_08 0.203 0.001 0.179 0.001
> -score HTML_OBFUSCATE_05_10 0.638 0.572 0.000 0.001
> -score HTML_OBFUSCATE_10_20 2.600 3.196 2.487 2.601
> -score HTML_OBFUSCATE_20_30 3.199 2.747 3.199 3.196
> -score HTML_OBFUSCATE_30_40 2.599 2.599 2.214 1.362
> -score HTML_OBFUSCATE_50_60 0 # n=0 n=1 n=2 n=3
> -score HTML_OBFUSCATE_70_80 0 # n=0 n=1 n=2 n=3
> -score HTML_OBFUSCATE_90_100 0 # n=0 n=1 n=2 n=3
> -score HTML_BADTAG_40_50 0 # n=0 n=1 n=2 n=3
> -score HTML_BADTAG_50_60 0 # n=0 n=1 n=2 n=3
> -score HTML_BADTAG_60_70 0 # n=0 n=1 n=2 n=3
> -score HTML_BADTAG_90_100 0 # n=0 n=1 n=2 n=3
> -score HTML_NONELEMENT_30_40 1.024 1.775 0.074 0.001
> -score HTML_NONELEMENT_40_50 0.322 0.001 1.707 0.944
> -score HTML_NONELEMENT_60_70 0 # n=0 n=1 n=2 n=3
> -score HTML_NONELEMENT_80_90 0 # n=0 n=1 n=2 n=3
> -score HTML_TAG_BALANCE_BODY 1.253 0.807 1.082 1.263
> -score HTML_TAG_BALANCE_HEAD 2.498 1.370 0.533 1.334
> -score HTML_TAG_EXIST_BGSOUND 0 # n=0 n=1 n=2 n=3
> +score HTML_COMMENT_SAVED_URL 0.189 0.310 0.492 0.114
> +score HTML_COMMENT_SHORT 0.000 0.000 0.032 0.727
> +score HTML_EMBEDS 0.000 0.000 0.001 0.056
> +score HTML_EXTRA_CLOSE 0.862 0.234 2.502 2.809
> +score HTML_FONT_FACE_BAD 0.000 0.000 0.650 0.884
> +score HTML_FONT_LOW_CONTRAST 0.166 0.018 0.663 0.124
> +score HTML_FONT_SIZE_HUGE 0.000 0.000 0.001 0.057
> +score HTML_FONT_SIZE_LARGE 0.000 0.000 0.001 0.001
> +score HTML_FORMACTION_MAILTO 0.000 # n=0 n=2 n=3
> +score HTML_IMAGE_ONLY_04 1.121 0.993 1.875 2.041
> +score HTML_IMAGE_ONLY_08 2.441 1.735 2.045 1.787
> +score HTML_IMAGE_ONLY_12 2.638 2.016 2.779 2.460
> +score HTML_IMAGE_ONLY_16 2.228 1.747 2.078 1.526
> +score HTML_IMAGE_ONLY_20 1.578 1.212 1.500 1.546
> +score HTML_IMAGE_ONLY_24 2.174 1.490 1.501 1.552
> +score HTML_IMAGE_ONLY_28 1.760 1.279 2.115 1.561
> +score HTML_IMAGE_ONLY_32 1.760 1.160 2.004 1.778
> +score HTML_IMAGE_RATIO_02 0.000 0.015 0.573 0.383
> +score HTML_IMAGE_RATIO_04 0.000 0.000 0.863 0.172
> +score HTML_IMAGE_RATIO_06 0.000 0.000 0.501 0.001
> +score HTML_IMAGE_RATIO_08 0.000 0.000 0.179 0.001
> +score HTML_OBFUSCATE_05_10 0.238 0.000 0.000 0.001
> +score HTML_OBFUSCATE_10_20 0.915 0.298 2.487 2.601
> +score HTML_OBFUSCATE_20_30 1.437 0.511 3.199 3.196
> +score HTML_OBFUSCATE_30_40 0.544 0.271 2.214 1.362
> +score HTML_OBFUSCATE_50_60 0.000 # n=0 n=2 n=3
> +score HTML_OBFUSCATE_70_80 0.000 # n=0 n=2 n=3
> +score HTML_OBFUSCATE_90_100 0.000 # n=0 n=2 n=3
> +score HTML_BADTAG_40_50 0.000 # n=0 n=2 n=3
> +score HTML_BADTAG_50_60 0.000 # n=0 n=2 n=3
> +score HTML_BADTAG_60_70 0.000 # n=0 n=2 n=3
> +score HTML_BADTAG_90_100 0.000 # n=0 n=2 n=3
> +score HTML_NONELEMENT_30_40 0.000 0.000 0.074 0.001
> +score HTML_NONELEMENT_40_50 0.043 0.000 1.707 0.944
> +score HTML_NONELEMENT_60_70 0.000 # n=0 n=2 n=3
> +score HTML_NONELEMENT_80_90 0.000 # n=0 n=2 n=3
> +score HTML_TAG_BALANCE_BODY 0.434 0.522 1.082 1.263
> +score HTML_TAG_BALANCE_HEAD 1.207 0.640 0.533 1.334
> +score HTML_TAG_EXIST_BGSOUND 0.000 # n=0 n=2 n=3
> # </gen:mutable>
>
> # HTML control test
> @@ -753,58 +756,58 @@
>
> ifplugin Mail::SpamAssassin::Plugin::DNSEval
> # <gen:mutable>
> -score RCVD_IN_BL_SPAMCOP_NET 0 2.188 0 1.960 # n=0 n=2
> -score RCVD_IN_DOB 0 0.835 0 1.103 # n=0 n=2
> -score RCVD_IN_DSBL 0 0.753 0 0.961 # n=0 n=2
> -score RCVD_IN_IADB_DK 0 # n=1 n=2 n=3
> -score RCVD_IN_IADB_DOPTIN_GT50 0 # n=1 n=2 n=3
> -score RCVD_IN_IADB_DOPTIN_LT50 0 # n=1 n=2 n=3
> -score RCVD_IN_IADB_EDDB 0 -0.001 0 -0.293
> -score RCVD_IN_IADB_EPIA 0 -0.135 0 -0.001
> -score RCVD_IN_IADB_GOODMAIL 0 -0.001 0 -0.001
> -score RCVD_IN_IADB_LISTED 0 -0.001 0 -0.001
> -score RCVD_IN_IADB_LOOSE 0 -0.001 0 -0.001
> -score RCVD_IN_IADB_MI_CPEAR 0 -0.001 0 -0.001
> -score RCVD_IN_IADB_MI_CPR_30 0 -0.001 0 -0.001
> -score RCVD_IN_IADB_MI_CPR_MAT 0 # n=1 n=2 n=3
> -score RCVD_IN_IADB_NOCONTROL 0 -0.001 0 -0.001
> -score RCVD_IN_IADB_OOO 0 # n=1 n=2 n=3
> -score RCVD_IN_IADB_OPTIN 0 # n=1 n=2 n=3
> -score RCVD_IN_IADB_OPTIN_GT50 0 -0.499 0 -0.245
> -score RCVD_IN_IADB_OPTIN_LT50 0 # n=1 n=2 n=3
> -score RCVD_IN_IADB_OPTOUTONLY 0 -0.001 0 -0.001
> -score RCVD_IN_IADB_RDNS 0 # n=1 n=2 n=3
> -score RCVD_IN_IADB_SENDERID 0 -0.001 0 -0.001
> -score RCVD_IN_IADB_SPF 0 -0.001 0 -0.078
> -score RCVD_IN_IADB_UNVERIFIED_1 0 -0.001 0 -0.001
> -score RCVD_IN_IADB_UNVERIFIED_2 0 -0.001 0 -0.001
> -score RCVD_IN_IADB_UT_CPEAR 0 -0.001 0 -0.001
> -score RCVD_IN_IADB_UT_CPR_30 0 -0.001 0 -0.001
> -score RCVD_IN_IADB_UT_CPR_MAT 0 # n=1 n=2 n=3
> -score RCVD_IN_NJABL_CGI 0 # n=0 n=1 n=2 n=3
> -score RCVD_IN_NJABL_MULTI 0 # n=1 n=2 n=3
> -score RCVD_IN_NJABL_PROXY 0 1.693 0 1.643 # n=0 n=2
> -score RCVD_IN_NJABL_RELAY 0 1.841 0 2.696 # n=0 n=2
> -score RCVD_IN_NJABL_SPAM 0 3.096 0 2.072 # n=0 n=2
> -score RCVD_IN_SBL 0 2.810 0 1.551 # n=0 n=2
> -score RCVD_IN_SORBS_BLOCK 0 # n=1 n=2 n=3
> -score RCVD_IN_SORBS_DUL 0 1.615 0 0.877 # n=0 n=2
> -score RCVD_IN_SORBS_HTTP 0 0.001 0 0.001 # n=0 n=2
> -score RCVD_IN_SORBS_MISC 0 0.001 0 0.353 # n=0 n=2
> -score RCVD_IN_SORBS_SMTP 0 # n=0 n=1 n=2 n=3
> -score RCVD_IN_SORBS_SOCKS 0 0.182 0 0.801 # n=0 n=2
> -score RCVD_IN_SORBS_WEB 0 1.117 0 0.619 # n=0 n=2
> -score RCVD_IN_SORBS_ZOMBIE 0 # n=0 n=1 n=2 n=3
> -score RCVD_IN_WHOIS_BOGONS 0 # n=0 n=1 n=2 n=3
> -score RCVD_IN_WHOIS_INVALID 0 1.199 0 0.400 # n=0 n=2
> -score RCVD_IN_XBL 0 2.896 0 3.033 # n=0 n=2
> -score RCVD_IN_PBL 0 0.509 0 0.905 # n=0 n=2
> -score DNS_FROM_AHBL_RHSBL 0 2.025 0 0.692 # n=0 n=2
> -score DNS_FROM_RFC_BOGUSMX 0 2.125 0 1.482 # n=0 n=2
> -score DNS_FROM_RFC_DSN 0 2.527 0 1.495 # n=0 n=2
> -score DNS_FROM_SECURITYSAGE 0 0.127 0 0.001 # n=0 n=2
> -score NO_DNS_FOR_FROM 0 1.407 0 1.496 # n=0 n=2
> -score RCVD_IN_WHOIS_HIJACKED 0 1.000 0 1.000 # n=2
> +score RCVD_IN_BL_SPAMCOP_NET 0 1.725 0 1.960 # n=0 n=2
> +score RCVD_IN_DOB 0 0.137 0 1.103 # n=0 n=2
> +score RCVD_IN_DSBL 0 0.411 0 0.961 # n=0 n=2
> +score RCVD_IN_IADB_DK 0 # n=0 n=2 n=3
> +score RCVD_IN_IADB_DOPTIN_GT50 0 # n=0 n=2 n=3
> +score RCVD_IN_IADB_DOPTIN_LT50 0 # n=0 n=2 n=3
> +score RCVD_IN_IADB_EDDB 0 -0.271 0 -0.293 # n=0
> +score RCVD_IN_IADB_EPIA 0 -0.399 0 -0.001 # n=0
> +score RCVD_IN_IADB_GOODMAIL 0 0.000 0 -0.001 # n=0
> +score RCVD_IN_IADB_LISTED 0 -0.500 0 -0.001 # n=0
> +score RCVD_IN_IADB_LOOSE 0 0.000 0 -0.001 # n=0
> +score RCVD_IN_IADB_MI_CPEAR 0 0.000 0 -0.001 # n=0
> +score RCVD_IN_IADB_MI_CPR_30 0 0.000 0 -0.001 # n=0
> +score RCVD_IN_IADB_MI_CPR_MAT 0 # n=0 n=2 n=3
> +score RCVD_IN_IADB_NOCONTROL 0 0.000 0 -0.001 # n=0
> +score RCVD_IN_IADB_OOO 0 # n=0 n=2 n=3
> +score RCVD_IN_IADB_OPTIN 0 # n=0 n=2 n=3
> +score RCVD_IN_IADB_OPTIN_GT50 0 -0.500 0 -0.245 # n=0
> +score RCVD_IN_IADB_OPTIN_LT50 0 # n=0 n=2 n=3
> +score RCVD_IN_IADB_OPTOUTONLY 0 0.000 0 -0.001 # n=0
> +score RCVD_IN_IADB_RDNS 0 # n=0 n=2 n=3
> +score RCVD_IN_IADB_SENDERID 0 -0.147 0 -0.001 # n=0
> +score RCVD_IN_IADB_SPF 0 -0.500 0 -0.078 # n=0
> +score RCVD_IN_IADB_UNVERIFIED_1 0 0.000 0 -0.001 # n=0
> +score RCVD_IN_IADB_UNVERIFIED_2 0 0.000 0 -0.001 # n=0
> +score RCVD_IN_IADB_UT_CPEAR 0 0.000 0 -0.001 # n=0
> +score RCVD_IN_IADB_UT_CPR_30 0 0.000 0 -0.001 # n=0
> +score RCVD_IN_IADB_UT_CPR_MAT 0 # n=0 n=2 n=3
> +score RCVD_IN_NJABL_CGI 0 # n=0 n=2 n=3
> +score RCVD_IN_NJABL_MULTI 0 # n=0 n=2 n=3
> +score RCVD_IN_NJABL_PROXY 0 0.801 0 1.643 # n=0 n=2
> +score RCVD_IN_NJABL_RELAY 0 0.517 0 2.696 # n=0 n=2
> +score RCVD_IN_NJABL_SPAM 0 1.137 0 2.072 # n=0 n=2
> +score RCVD_IN_SBL 0 2.694 0 1.551 # n=0 n=2
> +score RCVD_IN_SORBS_BLOCK 0 # n=0 n=2 n=3
> +score RCVD_IN_SORBS_DUL 0 1.452 0 0.877 # n=0 n=2
> +score RCVD_IN_SORBS_HTTP 0 0.000 0 0.001 # n=0 n=2
> +score RCVD_IN_SORBS_MISC 0 0.000 0 0.353 # n=0 n=2
> +score RCVD_IN_SORBS_SMTP 0 # n=0 n=2 n=3
> +score RCVD_IN_SORBS_SOCKS 0 0.008 0 0.801 # n=0 n=2
> +score RCVD_IN_SORBS_WEB 0 0.391 0 0.619 # n=0 n=2
> +score RCVD_IN_SORBS_ZOMBIE 0 # n=0 n=2 n=3
> +score RCVD_IN_WHOIS_BOGONS 0 # n=0 n=2 n=3
> +score RCVD_IN_WHOIS_INVALID 0 0.000 0 0.400 # n=0 n=2
> +score RCVD_IN_XBL 0 2.862 0 3.033 # n=0 n=2
> +score RCVD_IN_PBL 0 1.437 0 0.905 # n=0 n=2
> +score DNS_FROM_AHBL_RHSBL 0 1.175 0 0.692 # n=0 n=2
> +score DNS_FROM_RFC_BOGUSMX 0 1.240 0 1.482 # n=0 n=2
> +score DNS_FROM_RFC_DSN 0 1.540 0 1.495 # n=0 n=2
> +score DNS_FROM_SECURITYSAGE 0 0.078 0 0.001 # n=0 n=2
> +score NO_DNS_FOR_FROM 0 0.785 0 1.496 # n=0 n=2
> +score RCVD_IN_WHOIS_HIJACKED 0 0.000 0 1.000 # n=0 n=2
> # </gen:mutable>
>
> # Bonded Sender: http://www.bondedsender.com/
> @@ -840,34 +843,34 @@
>
> ifplugin Mail::SpamAssassin::Plugin::HeaderEval
> # <gen:mutable>
> -score DATE_IN_FUTURE_03_06 2.303 0.416 1.461 0.274
> -score DATE_IN_FUTURE_06_12 3.099 3.099 2.136 1.897
> -score DATE_IN_FUTURE_12_24 3.300 3.299 3.000 2.189
> -score DATE_IN_FUTURE_24_48 3.599 2.800 3.599 3.196
> -score DATE_IN_FUTURE_48_96 3.199 3.182 3.199 3.199
> -score DATE_IN_FUTURE_96_XX 3.899 3.899 2.598 1.439
> -score DATE_IN_PAST_03_06 2.299 1.394 1.306 0.044
> -score DATE_IN_PAST_06_12 2.504 1.854 1.499 1.069
> -score DATE_IN_PAST_12_24 2.499 1.770 1.503 0.992
> -score DATE_IN_PAST_24_48 2.300 1.627 1.498 1.219
> -score DATE_IN_PAST_96_XX 2.952 2.320 1.800 1.690
> -score FORGED_HOTMAIL_RCVD2 1.947 1.117 1.498 1.502
> -score FORGED_YAHOO_RCVD 2.299 1.408 1.889 2.297
> -score FROM_ILLEGAL_CHARS 2.922 3.999 3.999 3.995
> -score HEADER_COUNT_CTYPE 2.699 0.671 2.390 3.026
> -score HEAD_ILLEGAL_CHARS 3.799 3.729 3.799 3.622
> -score LOCALPART_IN_SUBJECT 2.499 2.497 1.641 2.020
> -score MISSING_HEADERS 1.899 1.581 1.500 1.292
> -score MSGID_OUTLOOK_INVALID 2.899 2.896 2.899 2.899
> -score RATWARE_EFROM 3.799 3.795 3.799 1.529
> -score RATWARE_NAME_ID 0 # n=0 n=1 n=2 n=3
> -score ROUND_THE_WORLD 0 # n=0 n=1 n=2 n=3
> -score ROUND_THE_WORLD_LOCAL 2.699 2.696 2.700 2.696
> -score SORTED_RECIPS 2.925 1.800 1.972 1.125
> -score SUBJ_ALL_CAPS 2.299 1.806 1.926 2.077
> -score SUBJ_ILLEGAL_CHARS 1.173 1.527 1.954 1.586
> -score SUSPICIOUS_RECIPS 3.199 3.196 2.299 2.912
> -score UNRESOLVED_TEMPLATE 2.801 3.325 3.499 3.132
> +score DATE_IN_FUTURE_03_06 1.828 0.819 1.461 0.274
> +score DATE_IN_FUTURE_06_12 2.723 2.039 2.136 1.897
> +score DATE_IN_FUTURE_12_24 3.034 1.848 3.000 2.189
> +score DATE_IN_FUTURE_24_48 1.977 0.708 3.599 3.196
> +score DATE_IN_FUTURE_48_96 1.572 0.783 3.199 3.199
> +score DATE_IN_FUTURE_96_XX 2.390 1.558 2.598 1.439
> +score DATE_IN_PAST_03_06 0.158 0.061 1.306 0.044
> +score DATE_IN_PAST_06_12 0.613 0.243 1.499 1.069
> +score DATE_IN_PAST_12_24 0.523 0.000 1.503 0.992
> +score DATE_IN_PAST_24_48 0.505 0.000 1.498 1.219
> +score DATE_IN_PAST_96_XX 2.241 0.902 1.800 1.690
> +score FORGED_HOTMAIL_RCVD2 0.419 0.000 1.498 1.502
> +score FORGED_YAHOO_RCVD 1.405 0.600 1.889 2.297
> +score FROM_ILLEGAL_CHARS 0.735 0.544 3.999 3.995
> +score HEADER_COUNT_CTYPE 0.638 0.377 2.390 3.026
> +score HEAD_ILLEGAL_CHARS 0.352 0.191 3.799 3.622
> +score LOCALPART_IN_SUBJECT 0.102 0.255 1.641 2.020
> +score MISSING_HEADERS 0.278 0.419 1.500 1.292
> +score MSGID_OUTLOOK_INVALID 1.290 0.896 2.899 2.899
> +score RATWARE_EFROM 3.584 1.961 3.799 1.529
> +score RATWARE_NAME_ID 0.000 # n=0 n=2 n=3
> +score ROUND_THE_WORLD 0 # n=0 n=2 n=3
> +score ROUND_THE_WORLD_LOCAL 1.236 0.427 2.700 2.696
> +score SORTED_RECIPS 1.704 0.933 1.972 1.125
> +score SUBJ_ALL_CAPS 1.678 1.368 1.926 2.077
> +score SUBJ_ILLEGAL_CHARS 1.530 1.163 1.954 1.586
> +score SUSPICIOUS_RECIPS 2.397 1.584 2.299 2.912
> +score UNRESOLVED_TEMPLATE 1.680 0.870 3.499 3.132
> # </gen:mutable>
>
> # ok_locales
> @@ -879,13 +882,13 @@
>
> ifplugin Mail::SpamAssassin::Plugin::MIMEEval
> # <gen:mutable>
> -score MIME_BAD_ISO_CHARSET 3.363 2.831 2.768 0.346
> -score MIME_BASE64_BLANKS 0.221 0.001 0.016 0.041
> -score MIME_BASE64_TEXT 2.701 2.796 1.709 1.753
> -score MIME_HTML_MOSTLY 0.001
> -score MIME_HTML_ONLY 2.299 1.672 1.925 1.457
> -score MIME_QP_LONG_LINE 2.499 1.819 1.500 1.396
> -score MISSING_MIME_HB_SEP 2.599 2.699 2.205 2.119
> +score MIME_BAD_ISO_CHARSET 0.908 0.069 2.768 0.346
> +score MIME_BASE64_BLANKS 0.000 0.000 0.016 0.041
> +score MIME_BASE64_TEXT 2.685 1.861 1.709 1.753
> +score MIME_HTML_MOSTLY 0.000 0.000 0.001 0.001
> +score MIME_HTML_ONLY 2.054 1.711 1.925 1.457
> +score MIME_QP_LONG_LINE 1.592 1.147 1.500 1.396
> +score MISSING_MIME_HB_SEP 0.509 0.373 2.205 2.119
> # </gen:mutable>
>
> # ok_locales
> @@ -902,16 +905,16 @@
> ifplugin Mail::SpamAssassin::Plugin::RelayEval
> # <gen:mutable>
> score ALL_TRUSTED -1.360 -1.440 -1.665 -1.800
> -score FAKE_HELO_EMAIL_COM 0 # n=0 n=1 n=2 n=3
> -score FAKE_HELO_EXCITE 2.599 2.552 2.599 2.598
> -score FAKE_HELO_LYCOS 2.459 2.432 2.497 2.599
> -score FAKE_HELO_MAIL_COM 1.755 0.220 2.600 1.317
> -score FAKE_HELO_MSN 0 # n=0 n=1 n=2 n=3
> -score FAKE_HELO_YAHOO_CA 0 # n=0 n=1 n=2 n=3
> -score NO_RDNS_DOTCOM_HELO 2.411 0.799 0.000 0.001
> -score RCVD_HELO_IP_MISMATCH 2.401 2.320 2.627 2.837
> -score RCVD_ILLEGAL_IP 3.199 3.196 2.902 1.908
> -score RCVD_NUMERIC_HELO 2.599 2.599 2.272 2.067
> +score FAKE_HELO_EMAIL_COM 0.000 # n=0 n=2 n=3
> +score FAKE_HELO_EXCITE 0.143 0.053 2.599 2.598
> +score FAKE_HELO_LYCOS 0.311 0.119 2.497 2.599
> +score FAKE_HELO_MAIL_COM 0.484 0.237 2.600 1.317
> +score FAKE_HELO_MSN 0.000 # n=0 n=2 n=3
> +score FAKE_HELO_YAHOO_CA 0.000 # n=0 n=2 n=3
> +score NO_RDNS_DOTCOM_HELO 0.357 0.000 0.000 0.001
> +score RCVD_HELO_IP_MISMATCH 2.474 1.643 2.627 2.837
> +score RCVD_ILLEGAL_IP 3.003 1.926 2.902 1.908
> +score RCVD_NUMERIC_HELO 2.375 1.749 2.272 2.067
> # </gen:mutable>
>
> # Informational rules about Received header parsing
> @@ -924,7 +927,7 @@
>
> ifplugin Mail::SpamAssassin::Plugin::URIEval
> # <gen:mutable>
> -score HTTPS_IP_MISMATCH 2.697 2.896 2.899 2.897
> +score HTTPS_IP_MISMATCH 0.924 0.545 2.899 2.897
> # </gen:mutable>
> endif
>
> @@ -1041,26 +1044,26 @@
> score SPF_PASS -0.001
> score SPF_HELO_PASS -0.001
> # <gen:mutable>
> -score SPF_FAIL 2.600 0.992 1.669 0.693
> -score SPF_HELO_FAIL 2.298 0.365 0.540 0.001
> -score SPF_HELO_NEUTRAL 2.231 2.000 0.744 0.576
> -score SPF_HELO_SOFTFAIL 2.599 1.533 1.427 0.841
> -score SPF_NEUTRAL 2.199 1.210 0.756 0.686
> -score SPF_SOFTFAIL 2.301 0.654 0.698 0.596
> +score SPF_FAIL 2.185 0.895 1.669 0.693
> +score SPF_HELO_FAIL 0.882 0.000 0.540 0.001
> +score SPF_HELO_NEUTRAL 1.385 0.970 0.744 0.576
> +score SPF_HELO_SOFTFAIL 1.591 0.655 1.427 0.841
> +score SPF_NEUTRAL 0.477 0.159 0.756 0.686
> +score SPF_SOFTFAIL 1.071 0.196 0.698 0.596
> # </gen:mutable>
> endif # Mail::SpamAssassin::Plugin::SPF
>
> # URIDNSBL
> ifplugin Mail::SpamAssassin::Plugin::URIDNSBL
> # <gen:mutable>
> -score URIBL_AB_SURBL 0 1.613 0 1.860 # n=0 n=2
> -score URIBL_JP_SURBL 0 2.857 0 1.501 # n=0 n=2
> -score URIBL_OB_SURBL 0 2.132 0 1.500 # n=0 n=2
> -score URIBL_PH_SURBL 0 2.035 0 1.787 # n=0 n=2
> -score URIBL_SBL 0 2.468 0 1.499 # n=0 n=2
> -score URIBL_SC_SURBL 0 2.523 0 0.474 # n=0 n=2
> -score URIBL_WS_SURBL 0 2.100 0 1.500 # n=0 n=2
> -score URIBL_BLACK 0 1.961 0 1.955 # n=0 n=2
> +score URIBL_AB_SURBL 0 0.000 0 1.860 # n=0 n=2
> +score URIBL_JP_SURBL 0 2.810 0 1.501 # n=0 n=2
> +score URIBL_OB_SURBL 0 1.427 0 1.500 # n=0 n=2
> +score URIBL_PH_SURBL 0 0.642 0 1.787 # n=0 n=2
> +score URIBL_SBL 0 2.141 0 1.499 # n=0 n=2
> +score URIBL_SC_SURBL 0 0.954 0 0.474 # n=0 n=2
> +score URIBL_WS_SURBL 0 1.499 0 1.500 # n=0 n=2
> +score URIBL_BLACK 0 1.457 0 1.955 # n=0 n=2
> # </gen:mutable>
> score URIBL_GREY 0.25
> score URIBL_RED 0.001
> @@ -1069,37 +1072,37 @@
> # ReplaceTags
> ifplugin Mail::SpamAssassin::Plugin::ReplaceTags
> # <gen:mutable>
> -score FUZZY_AFFORDABLE 0 # n=0 n=1 n=2 n=3
> -score FUZZY_AMBIEN 1.520 0.962 0.195 1.026
> -score FUZZY_BILLION 0 # n=0 n=1 n=2 n=3
> -score FUZZY_CPILL 0.001
> -score FUZZY_CREDIT 1.696 0.522 0.740 1.238
> -score FUZZY_ERECT 2.529 0.708 1.736 0.804
> -score FUZZY_GUARANTEE 2.496 0.962 2.899 1.252
> -score FUZZY_MEDICATION 0.307 0.001 2.637 2.717
> -score FUZZY_MILLION 2.173 2.325 1.797 2.529
> -score FUZZY_MONEY 2.799 2.796 2.799 2.799
> -score FUZZY_MORTGAGE 3.299 3.296 3.036 1.880
> -score FUZZY_OBLIGATION 2.799 2.796 2.799 2.469
> -score FUZZY_OFFERS 3.299 1.032 2.199 1.246
> -score FUZZY_PHARMACY 2.999 2.999 2.090 1.704
> -score FUZZY_PHENT 0 # n=0 n=1 n=2 n=3
> -score FUZZY_PRESCRIPT 2.699 2.644 1.704 1.604
> -score FUZZY_PRICES 2.801 2.458 1.665 1.304
> -score FUZZY_REFINANCE 2.102 0.001 0.505 0.001
> -score FUZZY_REMOVE 0 # n=0 n=1 n=2 n=3
> -score FUZZY_ROLEX 0 # n=0 n=1 n=2 n=3
> -score FUZZY_SOFTWARE 2.797 2.860 3.169 3.471
> -score FUZZY_THOUSANDS 0 # n=0 n=1 n=2 n=3
> -score FUZZY_VLIUM 0.001
> -score FUZZY_VIOXX 0 # n=0 n=1 n=2 n=3
> -score FUZZY_VPILL 1.004 0.001 0.480 0.687
> -score FUZZY_XPILL 3.399 3.314 1.549 1.746
> -score SUBJECT_FUZZY_CHEAP 0 # n=0 n=1 n=2 n=3
> -score SUBJECT_FUZZY_MEDS 3.800 2.812 3.799 3.799
> -score SUBJECT_FUZZY_PENIS 3.099 1.308 3.100 3.096
> -score SUBJECT_FUZZY_TION 1.100 0.410 0.749 0.156
> -score SUBJECT_FUZZY_VPILL 3.300 3.299 2.933 3.297
> +score FUZZY_AFFORDABLE 0.000 # n=0 n=2 n=3
> +score FUZZY_AMBIEN 0.000 0.000 0.195 1.026
> +score FUZZY_BILLION 0.000 # n=0 n=2 n=3
> +score FUZZY_CPILL 0.000 0.000 0.001 0.001
> +score FUZZY_CREDIT 0.000 0.000 0.740 1.238
> +score FUZZY_ERECT 0.872 0.011 1.736 0.804
> +score FUZZY_GUARANTEE 0.405 0.154 2.899 1.252
> +score FUZZY_MEDICATION 0.703 0.007 2.637 2.717
> +score FUZZY_MILLION 0.239 0.045 1.797 2.529
> +score FUZZY_MONEY 1.171 0.787 2.799 2.799
> +score FUZZY_MORTGAGE 1.105 0.259 3.036 1.880
> +score FUZZY_OBLIGATION 1.182 0.508 2.799 2.469
> +score FUZZY_OFFERS 0.262 0.000 2.199 1.246
> +score FUZZY_PHARMACY 1.552 0.699 2.090 1.704
> +score FUZZY_PHENT 0.000 # n=0 n=2 n=3
> +score FUZZY_PRESCRIPT 0.238 0.110 1.704 1.604
> +score FUZZY_PRICES 0.890 0.337 1.665 1.304
> +score FUZZY_REFINANCE 0.000 0.000 0.505 0.001
> +score FUZZY_REMOVE 0.000 # n=0 n=2 n=3
> +score FUZZY_ROLEX 0.000 # n=0 n=2 n=3
> +score FUZZY_SOFTWARE 0.768 0.389 3.169 3.471
> +score FUZZY_THOUSANDS 0.000 # n=0 n=2 n=3
> +score FUZZY_VLIUM 0.000 0.000 0.001 0.001
> +score FUZZY_VIOXX 0.000 # n=0 n=2 n=3
> +score FUZZY_VPILL 0.001 0.001 0.480 0.687
> +score FUZZY_XPILL 1.279 0.788 1.549 1.746
> +score SUBJECT_FUZZY_CHEAP 0.000 # n=0 n=2 n=3
> +score SUBJECT_FUZZY_MEDS 1.731 0.666 3.799 3.799
> +score SUBJECT_FUZZY_PENIS 0.624 0.265 3.100 3.096
> +score SUBJECT_FUZZY_TION 0.000 0.000 0.749 0.156
> +score SUBJECT_FUZZY_VPILL 0.774 0.335 2.933 3.297
> # </gen:mutable>
> endif # Mail::SpamAssassin::Plugin::ReplaceTags
>
> @@ -1111,7 +1114,7 @@
> # Pyzor
> ifplugin Mail::SpamAssassin::Plugin::Pyzor
> # <gen:mutable>
> -score PYZOR_CHECK 0 2.834 0 3.700 # n=2
> +score PYZOR_CHECK 0 0.000 0 3.700 # n=0 n=2
> # </gen:mutable>
> endif # Mail::SpamAssassin::Plugin::Pyzor