[spambayes-dev] FW: Spam Clues: Do you remember me ?
TP Diffenbach
tp at diffenbach.org
Wed Jan 14 16:26:36 EST 2004
Here's an interesting approach, that flew right under my spambayes, despite
a 5 MB db.
(And just to be clear, few or none of the words in my database are in
German.)
--Tom
Combined Score: 0% (0.00149714)
Internal ham score (*H*): 0.997321
Internal spam score (*S*): 0.000315422
# ham trained on: 1491
# spam trained on: 2924
72 Significant Tokens
token spamprob #ham #spam
'f?r' 0.0196507 11 0
'lyrics' 0.0412844 5 0
'allen' 0.0460477 15 1
'alle' 0.0505618 4 0
'songs.' 0.0505618 4 0
'mp3' 0.064526 40 5
'tool,' 0.0652174 3 0
'dem' 0.0918367 2 0
'from:addr:webmaster' 0.0918367 2 0
'songs' 0.105593 6 1
'to:' 0.129275 410 119
'motion' 0.129486 15 4
'remain' 0.134622 34 10
'music' 0.141792 32 10
'tools.' 0.148171 4 1
'to:addr:tp' 0.153674 880 313
'auf' 0.155172 1 0
'das' 0.155172 1 0
'hier' 0.155172 1 0
'url:did' 0.155172 1 0
'tool' 0.159102 36 13
'small' 0.172208 94 38
'use' 0.177683 402 170
'links' 0.179874 38 16
'die' 0.18052 17 7
'own' 0.184353 179 79
'der' 0.192406 5 2
'fastest' 0.192406 5 2
'skip:f 10' 0.194903 165 78
'program' 0.195467 177 84
'picture' 0.209617 41 21
'software' 0.210179 152 79
'search' 0.215905 158 85
'was' 0.225071 450 256
'url:11' 0.25286 14 9
'skip:l 10' 0.254718 81 54
'what' 0.259593 476 327
'reply-to:no real name:2**0' 0.260885 220 152
'und' 0.278497 3 2
'simply' 0.286594 159 125
'can' 0.306117 636 550
'skip:s 10' 0.307916 304 265
'have' 0.321612 822 764
'that' 0.322486 823 768
'download' 0.328841 122 117
'easy' 0.344293 108 111
"cd's" 0.348966 4 4
'downloads.' 0.352378 3 3
'url:asp' 0.370775 104 120
'favorite' 0.374678 41 48
'artists.' 0.374974 1 1
'sie' 0.374974 1 1
'from:no real name:2**0' 0.387368 334 414
'header:Reply-To:1' 0.623495 225 731
'url:www' 0.626688 509 1676
'hello!' 0.630363 2 7
'films' 0.662975 3 12
'x-mailer:microsoft outlook express 6.00.2600.0000' 0.672848 16
65
'now!' 0.709423 36 173
'subject: ?' 0.728352 1 6
'here' 0.7485 250 1460
'haben' 0.765605 0 1
'ihr' 0.765605 0 1
'ihren' 0.765605 0 1
'k?nnen' 0.765605 0 1
'header:Received:3' 0.799115 72 563
'subject:you' 0.799557 30 236
'movies' 0.860257 10 123
'sex' 0.872857 16 218
'url:226' 0.951802 1 47
'subject: ' 0.98059 2 220
'url:80' 0.991495 0 51
Message Stream
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Message-ID: <17f001c3dab3$945ba120$185edf2f at msdfiewnwaibm>
Reply-To: <webmaster at indatatek.com>
From: <webmaster at indatatek.com>
To: "AOL Users" <tp at diffenbach.org>
Subject: Do you remember me ?
Date: Wed, 14 Jan 2004 06:32:11 -0900
MIME-Version: 1.0
Content-Type: multipart/alternative;
boundary="----=_NextPart_57D_EDF4_1F2939FB.857D4F4F"
X-Priority: 3
X-MSMail-Priority: Normal
X-Mailer: Microsoft Outlook Express 6.00.2600.0000
X-MimeOLE: Produced By Microsoft MimeOLE V6.00.2600.0000
Hello!
<html>
<head>
<title>Untitled Document</title>
<meta http-equiv="Content-Type" content="text/html; charset=iso-8859-1">
</head>
<body bgcolor="#FFFFFF">
<p> Zu hier ist, was Sie haben können Zugang: <br>
<br>
Unbegrenzte Downloads Der Musik-MP3. <br>
Unbegrenzte DVD Film-Downloads. <br>
Unbegrenzte Software-Programm-Downloads. <br>
Alle Ihre Lieblingsliede und Künstler. <br>
Schnellste Downloads der Musik MP3 auf dem Internet. <br>
Brennen Sie Ihr eigenes CD's und DVD's. <br>
Einfach, Suchwerkzeuge zu benutzen. <br>
Links zu allen Ihren Lieblingslieden. <br>
Gehen Sie hier für <a
href="http://www.websamba.com/warezonlinefree">Zugang</a>
jetzt! <br>
<br>
Einfach das kleine <a
href="http://80.80.11.226/dialergateway/enterasp?did=100746LXXT00C01S">Tool<
/a>
runterladen , damit ihr völlig unendeckt bleibt und die Neusten Kinofilme
runterladen
könnt<br>
<br>
<br>
<br>
Here is what you can have access to: </p>
<p>Unlimited MP3 Music Downloads. <br>
Unlimited DVD Movies Downloads. <br>
Unlimited Software Program Downloads.<br>
All your favorite Songs and Artists.<br>
Fastest MP3 Music downloads on the Internet. <br>
Burn your own CD's and DVD's.<br>
Easy to use Search Tools. <br>
Lyrics to all your favorite Songs. <br>
Sex Password's</p>
<p>Go Here for <a href="http://www.websamba.com/warezonlinefree">Access
</a>Now!
</p>
<p>Download simply the small <a
href="http://80.80.11.226/dialergateway/enter.asp?did=100746LXXT00C01S">tool
</a>,
so that you unendeckt completely remain and can download the newest motion
picture
films</p>
</body>
</html>
All Message Tokens
143 unique tokens
'access'
'all'
'alle'
'allen'
'and'
'artists.'
'auf'
'benutzen.'
'bleibt'
'brennen'
'burn'
'can'
'cc:none'
"cd's"
'completely'
'content-type:text/plain'
'damit'
'das'
'dem'
'der'
'die'
'document'
'download'
'downloads'
'downloads.'
'dvd'
"dvd's."
'easy'
'eigenes'
'einfach'
'einfach,'
'f?r'
'fastest'
'favorite'
'films'
'for'
'from:addr:indatatek.com'
'from:addr:webmaster'
'from:no real name:2**0'
'gehen'
'haben'
'have'
'header:Date:1'
'header:From:1'
'header:MIME-Version:1'
'header:Message-ID:1'
'header:Received:3'
'header:Reply-To:1'
'header:Return-Path:1'
'header:Subject:1'
'header:To:1'
'hello!'
'here'
'hier'
'ihr'
'ihre'
'ihren'
'internet.'
'ist,'
'jetzt!'
'k?nnen'
'k?nnt'
'k?nstler.'
'kinofilme'
'kleine'
'links'
'lyrics'
'message-id:@msdfiewnwaibm'
'motion'
'movies'
'mp3'
'music'
'musik'
'musik-mp3.'
'neusten'
'newest'
'now!'
'own'
"password's"
'picture'
'program'
'proto:http'
'remain'
'reply-to:addr:indatatek.com'
'reply-to:addr:webmaster'
'reply-to:no real name:2**0'
'runterladen'
'schnellste'
'search'
'sender:none'
'sex'
'sie'
'simply'
'skip:f 10'
'skip:l 10'
'skip:s 10'
'skip:s 20'
'small'
'software'
'songs'
'songs.'
'subject: '
'subject: '
'subject: ?'
'subject:remember'
'subject:you'
'that'
'the'
'to:'
'to:2**0'
'to:addr:diffenbach.org'
'to:addr:tp'
'to:name:aol users'
'tool'
'tool,'
'tools.'
'unbegrenzte'
'und'
'unendeckt'
'unlimited'
'untitled'
'url:100746lxxt00c01s'
'url:11'
'url:226'
'url:80'
'url:asp'
'url:com'
'url:dialergateway'
'url:did'
'url:enter'
'url:enterasp'
'url:warezonlinefree'
'url:websamba'
'url:www'
'use'
'v?llig'
'was'
'what'
'x-mailer:microsoft outlook express 6.00.2600.0000'
'you'
'your'
'zugang'
'zugang:'
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