DATA 607 02 [15961] : Week 10 - Project 4 - Document Classification [04/01 - 04/14]
IS 607 - Project 4 - Document Classification
Debabrata Kabiraj
April 1, 2019
1 Goal
It can be useful to be able to classify new “test” documents using already classified “training” documents. A common example is using a corpus of labeled spam and ham (non-spam) e-mails to predict whether or not a new document is spam.
For this project, you can start with a spam/ham dataset, then predict the class of new documents (either withheld from the training dataset or from another source such as your own spam folder). One example corpus: https://spamassassin.apache.org/publiccorpus/
2 Pre-Requistes : Available Libraries
- R.utils
- stringr
- dplyr
- tidytext
- kableExtra
- DT
- ggplot2
- ggthemes
- wordcloud
- RTextTools
- tm
- meta
- e1071
- caret
3 Gather data
3.1 Download Untidy Data Source into R
DownLoad and UnCompress above Spam and Ham data into R from Spam Assassin
Read Uncompressed Spam and Ham files
Clean-up Spam and Ham files
3.1.1 Source Documents
3.1.2 Spam
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## 1 From ilug-admin@linux.ie Tue Aug 6 11:51:02 2002Return-Path: <ilug-admin@linux.ie>Delivered-To: yyyy@localhost.netnoteinc.comReceived: from localhost (localhost [127.0.0.1])\tby phobos.labs.netnoteinc.com (Postfix) with ESMTP id 9E1F5441DD\tfor <jm@localhost>; Tue, 6 Aug 2002 06:48:09 -0400 (EDT)Received: from phobos [127.0.0.1]\tby localhost with IMAP (fetchmail-5.9.0)\tfor jm@localhost (single-drop); Tue, 06 Aug 2002 11:48:09 +0100 (IST)Received: from lugh.tuatha.org (root@lugh.tuatha.org [194.125.145.45]) by dogma.slashnull.org (8.11.6/8.11.6) with ESMTP id g72LqWv13294 for <jm-ilug@jmason.org>; Fri, 2 Aug 2002 22:52:32 +0100Received: from lugh (root@localhost [127.0.0.1]) by lugh.tuatha.org (8.9.3/8.9.3) with ESMTP id WAA31224; Fri, 2 Aug 2002 22:50:17 +0100Received: from bettyjagessar.com (w142.z064000057.nyc-ny.dsl.cnc.net [64.0.57.142]) by lugh.tuatha.org (8.9.3/8.9.3) with ESMTP id WAA31201 for <ilug@linux.ie>; Fri, 2 Aug 2002 22:50:11 +0100X-Authentication-Warning: lugh.tuatha.org: Host w142.z064000057.nyc-ny.dsl.cnc.net [64.0.57.142] claimed to be bettyjagessar.comReceived: from 64.0.57.142 [202.63.165.34] by bettyjagessar.com (SMTPD32-7.06 EVAL) id A42A7FC01F2; Fri, 02 Aug 2002 02:18:18 -0400Message-Id: <1028311679.886@0.57.142>Date: Fri, 02 Aug 2002 23:37:59 0530To: ilug@linux.ieFrom: "Start Now" <startnow2002@hotmail.com>MIME-Version: 1.0Content-Type: text/plain; charset="US-ASCII"; format=flowedSubject: [ILUG] STOP THE MLM INSANITYSender: ilug-admin@linux.ieErrors-To: ilug-admin@linux.ieX-Mailman-Version: 1.1Precedence: bulkList-Id: Irish Linux Users' Group <ilug.linux.ie>X-Beenthere: ilug@linux.ieGreetings!You are receiving this letter because you have expressed an interest in receiving information about online business opportunities. If this is erroneous then please accept my most sincere apology. This is a one-time mailing, so no removal is necessary.If you've been burned, betrayed, and back-stabbed by multi-level marketing, MLM, then please read this letter. It could be the most important one that has ever landed in your Inbox.MULTI-LEVEL MARKETING IS A HUGE MISTAKE FOR MOST PEOPLEMLM has failed to deliver on its promises for the past 50 years. The pursuit of the "MLM Dream" has cost hundreds of thousands of people their friends, their fortunes and their sacred honor. The fact is that MLM is fatally flawed, meaning that it CANNOT work for most people.The companies and the few who earn the big money in MLM are NOT going to tell you the real story. FINALLY, there is someone who has the courage to cut through the hype and lies and tell the TRUTH about MLM.HERE'S GOOD NEWSThere IS an alternative to MLM that WORKS, and works BIG! If you haven't yet abandoned your dreams, then you need to see this. Earning the kind of income you've dreamed about is easier than you think!With your permission, I'd like to send you a brief letter that will tell you WHY MLM doesn't work for most people and will then introduce you to something so new and refreshing that you'll wonder why you haven't heard of this before.I promise that there will be NO unwanted follow up, NO sales pitch, no one will call you, and your email address will only be used to send you the information. Period.To receive this free, life-changing information, simply click Reply, type "Send Info" in the Subject box and hit Send. I'll get the information to you within 24 hours. Just look for the words MLM WALL OF SHAME in your Inbox.Cordially,SiddhiP.S. Someone recently sent the letter to me and it has been the most eye-opening, financially beneficial information I have ever received. I honestly believe that you will feel the same way once you've read it. And it's FREE!------------------------------------------------------------This email is NEVER sent unsolicited. THIS IS NOT "SPAM". You are receiving this email because you EXPLICITLY signed yourself up to our list with our online signup form or through use of our FFA Links Page and E-MailDOM systems, which have EXPLICIT terms of use which state that through its use you agree to receive our emailings. You may also be a member of a Altra Computer Systems list or one of many numerous FREE Marketing Services and as such you agreed when you signed up for such list that you would also be receiving this emailing.Due to the above, this email message cannot be considered unsolicitated, or spam.------------------------------------------------------------- Irish Linux Users' Group: ilug@linux.iehttp://www.linux.ie/mailman/listinfo/ilug for (un)subscription information.List maintainer: listmaster@linux.ie
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## 1 From lmrn@mailexcite.com Mon Jun 24 17:03:24 2002Return-Path: merchantsworld2001@juno.comDelivery-Date: Mon May 13 04:46:13 2002Received: from mandark.labs.netnoteinc.com ([213.105.180.140]) by dogma.slashnull.org (8.11.6/8.11.6) with ESMTP id g4D3kCe15097 for <jm@jmason.org>; Mon, 13 May 2002 04:46:12 +0100Received: from 203.129.205.5.205.129.203.in-addr.arpa ([203.129.205.5]) by mandark.labs.netnoteinc.com (8.11.2/8.11.2) with SMTP id g4D3k2D12605 for <jm@netnoteinc.com>; Mon, 13 May 2002 04:46:04 +0100Received: from html (unverified [207.95.174.49]) by 203.129.205.5.205.129.203.in-addr.arpa (EMWAC SMTPRS 0.83) with SMTP id <B0000178595@203.129.205.5.205.129.203.in-addr.arpa>; Mon, 13 May 2002 09:04:46 +0530Message-Id: <B0000178595@203.129.205.5.205.129.203.in-addr.arpa>From: lmrn@mailexcite.comTo: ranmoore@cybertime.netSubject: Real Protection, Stun Guns! Free Shipping! 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Please Read Below!</b></font> <br><br>* Credit Card Address, City, State and Zip Code, must match billing address to be processed. <br><br>CHECK____ MONEYORDER____ VISA____ MASTERCARD____ AmericanExpress___Debt Card___<br><br>Name_______________________________________________________<br>(As it appears on Check or Credit Card)<br><br>Address____________________________________________________<br>(As it appears on Check or Credit Card)<br><br>___________________________________________________<br>City,State,Zip(As it appears on Check or Credit Card)<br><br>___________________________________________________<br>Country<br><br>___________________________________________________<br>(Credit Card Number)<br><br>Expiration Month_____ Year_____<br><br>___________________________________________________<br>Authorized Signature<br><br><b>*****IMPORTANT NOTE*****</b><br><br>If Shipping Address Is Different From The Billing Address Above,Please Fill Out Information Below.<br><br>Shipping Name______________________________________________<br><br>Shipping Address___________________________________________<br><br>___________________________________________________________<br>Shipping City,State,Zip<br><br>___________________________________________________________<br>Country<br><br>___________________________________________________________<br>Email Address & Phone Number(Please Write Neat)</body></html>
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## 1 From amknight@mailexcite.com Mon Jun 24 17:03:49 2002Return-Path: merchantsworld2001@juno.comDelivery-Date: Wed May 15 08:58:23 2002Received: from mandark.labs.netnoteinc.com ([213.105.180.140]) by dogma.slashnull.org (8.11.6/8.11.6) with ESMTP id g4F7wIe23864 for <jm@jmason.org>; Wed, 15 May 2002 08:58:18 +0100Received: from webcust2.hightowertech.com (webcust2.hightowertech.com [216.41.166.100]) by mandark.labs.netnoteinc.com (8.11.2/8.11.2) with ESMTP id g4F7wGD24120 for <jm@netnoteinc.com>; Wed, 15 May 2002 08:58:17 +0100Received: from html ([206.216.197.214]) by webcust2.hightowertech.com with Microsoft SMTPSVC(5.5.1877.197.19); Wed, 15 May 2002 00:55:53 -0700From: amknight@mailexcite.comTo: cbmark@cbmark.comSubject: New Improved Fat Burners, Now With TV Fat Absorbers! Time:6:25:49 PMDate: Wed, 30 Jul 1980 18:25:49MIME-Version: 1.0Message-Id: <0845b5355070f52WEBCUST2@webcust2.hightowertech.com>X-Keywords: Content-Type: text/html; charset="DEFAULT"<html><body><center><b><font color="blue">*****Bonus Fat Absorbers As Seen On TV, Included Free With Purchase Of 2 Or More Bottle, $24.95 Value*****</font><br><br>***TAKE $10.00 OFF 2 & 3 MONTH SUPPLY ORDERS, $5.00 OFF 1 MONTH SUPPLY!***AND STILL GET YOUR BONUS! PRICE WILL BE DEDUCTED DURING PROCESSING.<br><br>***FAT ABSORBERS ARE GREAT FOR THOSE WHO WANT TO LOSE WEIGHT, BUT CAN'T STAY ON A DIET***<br><br>***OFFER GOOD UNTIL MAY 27, 2002! FOREIGN ORDERS INCLUDED!<br><br><font color="blue">LOSE 30 POUNDS IN 30 DAYS... 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Complete program for one amazing low price!Program includes: <b>BONUS AMAZING FAT ABSORBER CAPSULES, 30 DAY -WEIGHTREDUCTION PLAN, PROGRESS REPORT!</b><br><br>SPECIAL BONUS..."FAT ABSORBERS", AS SEEN ON TVWith every order...AMAZING MELT AWAY FAT ABSORBER CAPSULES withdirections ( Absolutely Free ) ...With these capsulesyou can eat what you enjoy, without the worry of fat in your diet.2 to 3 capsules 15 minutes before eating or snack, and the fat will beabsorbed and passed through the body without the digestion of fat intothe body. <br><br>You will be losing by tomorrow! Don't Wait, visit our webpage below, and order now!<br><br>Email Address: <a href="mailto:ultratrimnow2001@aol.com">ultratrimnow2001@aol.com</a><br><br>Order by 24 Hour Fax!!! 775-257-6657.<br><br>*****************<br><ahref="http://www.geocities.com/ultra_weightloss_2002/">http://www.geocities.com/ultra_weightloss_2002/</a><br>*****************<br><br>___1 Month Supply $32.95 plus $4.75 S & H, 100 Amazing MegaTrim Capsules.<br><br>___2 Month Supply $54.95 plus $4.75 S & H, 200 Amazing MegaTrim Capsules. (A $10.95 Savings, Free Bottle)!<br><br>___3 Month Supply $69.95, Plus $4.75 S & H, 300 Amazing MegaTrim Capsules. (A $28.90 Savings, Free Bottle)!<br><br>To Order by postal mail, please send to the below address.Make payable to UltraTrim 2002.<br><br>Ultra Trim 2002<br>4132 Pompton Ct.<br>Dayton, Ohio 45405<br>(937) 567-9807<br><br>Order by 24 Hour Voice/Fax!!! 775-257-6657.<br><br>*****<br><b><font color="red">Important Credit Card Information! Please Read Below!</b></font> <br><br>* Credit Card Address, City, State and Zip Code, must match billing address to be processed. <br><br>___Check<br>___MoneyOrder<br>___Visa<br>___MasterCard<br>___AmericanExpress<br>___Debt Card<br><br>Name_______________________________________________________<br>(As it appears on Check or Credit Card)<br><br>Address____________________________________________________<br>(As it appears on Check or Credit Card)<br><br>___________________________________________________<br>City,State,Zip(As it appears on Check or Credit Card)<br><br>___________________________________________________<br>Country<br><br>___________________________________________________<br>(Credit Card Number)<br><br>Expiration Month_____ Year_____<br><br>___________________________________________________<br>Authorized Signature<br><br><b>*****IMPORTANT NOTE*****</b><br><br>If Shipping Address Is Different From The Billing Address Above,Please Fill Out Information Below.<br><br>Shipping Name______________________________________________<br><br>Shipping Address___________________________________________<br><br>___________________________________________________________<br>Shipping City,State,Zip<br><br>___________________________________________________________<br>Country<br><br>___________________________________________________________<br>Email Address & Phone Number(Please Write Neat)<br><br><center><ahref="mailto:ultratrim2002dontsend@yahoo.com">To Be Removed From Our Mail List, Click Here And Put The Word Remove In The Subject Line.</a></center><br><br></body></html>
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## 1 From jordan23@mailexcite.com Mon Jun 24 17:04:20 2002Return-Path: merchantsworld2001@juno.comDelivery-Date: Thu May 16 11:03:55 2002Received: from mandark.labs.netnoteinc.com ([213.105.180.140]) by dogma.slashnull.org (8.11.6/8.11.6) with ESMTP id g4GA3qe29480 for <jm@jmason.org>; Thu, 16 May 2002 11:03:52 +0100Received: from webnote.net (mail.webnote.net [193.120.211.219]) by mandark.labs.netnoteinc.com (8.11.2/8.11.2) with ESMTP id g4GA3oD28650 for <jm@netnoteinc.com>; Thu, 16 May 2002 11:03:51 +0100Received: from webcust2.hightowertech.com (webcust2.hightowertech.com [216.41.166.100]) by webnote.net (8.9.3/8.9.3) with ESMTP id BAA11067 for <jm@netnoteinc.com>; Thu, 16 May 2002 01:58:00 +0100Received: from html ([199.35.236.73]) by webcust2.hightowertech.com with Microsoft SMTPSVC(5.5.1877.197.19); Wed, 15 May 2002 13:50:57 -0700From: jordan23@mailexcite.comTo: ranmoore@swbell.netSubject: New Improved Fat Burners, Now With TV Fat Absorbers! Time:7:20:54 AMDate: Thu, 31 Jul 1980 07:20:54MIME-Version: 1.0Message-Id: <0925c5750200f52WEBCUST2@webcust2.hightowertech.com>X-Keywords: Content-Type: text/html; charset="DEFAULT"<html><body><center><b><font color="blue">*****Bonus Fat Absorbers As Seen On TV, Included Free With Purchase Of 2 Or More Bottle, $24.95 Value*****</font><br><br>***TAKE $10.00 OFF 2 & 3 MONTH SUPPLY ORDERS, $5.00 OFF 1 MONTH SUPPLY!***AND STILL GET YOUR BONUS! PRICE WILL BE DEDUCTED DURING PROCESSING.<br><br>***FAT ABSORBERS ARE GREAT FOR THOSE WHO WANT TO LOSE WEIGHT, BUT CAN'T STAY ON A DIET***<br><br>***OFFER GOOD UNTIL MAY 27, 2002! FOREIGN ORDERS INCLUDED!<br><br><font color="blue">LOSE 30 POUNDS IN 30 DAYS... GUARANTEED!!!<br><br>All Natural Weight-Loss Program, Speeds Up The Metabolism SafelyRated #1 In Both Categories of SAFETY & EFFECTIVENESS In<br>(THE United States Today)<br><br>WE'LL HELP YOU GET THINNER!WE'RE GOING TO HELP YOU LOOK GOOD, FEEL GOOD AND TAKE CONTROL IN2002<br><br></b></font color="blue"></center>Why Use Our Amazing Weight Loss Capsules?<br><br>* They act like a natural magnet to attract fat.<br>* Stimulates the body's natural metabolism. <br>* Controls appetite naturally and makes it easier to eat the right foods consistently.<br>* Reduces craving for sweets.<br>* Aids in the absorption of fat and in overall digestion.<br>* Inhibits bad cholesterol and boosts good cholesterol.<br>* Aids in the process of weight loss and long-term weight management.<br>* Completely safe, UltraTrim New Century contains no banned substances and has no known side effects.<br><br>What Makes UltraTrim New Century Unique?<br><br>A scientifically designed combination of natural ingredients thatprovide long-term weight management in a safe and effective manner.<br><br>*****<br>Receive A Bonus Supply Of Ultra Trim New Century & A Bottle Of Fat Absorbers Listed Above, With Every Order Of 2 Or More Bottles. Offer Good Until May. 27, 2002! <br>*****<br><br>WE GLADLY SHIP TO ALL FOREIGN COUNTRIES! <br><br>You will be losing by tomorrow! Don't Wait, visit our webpage below, and order now!<br><br>Email Address: <ahref="mailto:ultratrimnow2001@aol.com">ultratrimnow2001@aol.com</a><br><br>Order by 24 Hour Fax!!! 775-257-6657.<br><br>*****************<br><ahref="http://www.geocities.com/ultra_weightloss_2002/">http://www.geocities.com/ultra_weightloss_2002/</a><br>*****************<br><br>This is the easiest, fastest, and most effective way to lose bothpounds and inches permanently!!! This weight loss program isdesigned specifically to "boost" weight-loss efforts by assistingbody metabolism, and helping the body's ability to manage weight.A powerful, safe, 30 Day Program. This is one program you won'tfeel starved on. Complete program for one amazing low price!Program includes: <b>BONUS AMAZING FAT ABSORBER CAPSULES, 30 DAY -WEIGHTREDUCTION PLAN, PROGRESS REPORT!</b><br><br>SPECIAL BONUS..."FAT ABSORBERS", AS SEEN ON TVWith every order...AMAZING MELT AWAY FAT ABSORBER CAPSULES withdirections ( Absolutely Free ) ...With these capsulesyou can eat what you enjoy, without the worry of fat in your diet.2 to 3 capsules 15 minutes before eating or snack, and the fat will beabsorbed and passed through the body without the digestion of fat intothe body. <br><br>You will be losing by tomorrow! Don't Wait, visit our webpage below, and order now!<br><br>Email Address: <a href="mailto:ultratrimnow2001@aol.com">ultratrimnow2001@aol.com</a><br><br>Order by 24 Hour Fax!!! 775-257-6657.<br><br>*****************<br><ahref="http://www.geocities.com/ultra_weightloss_2002/">http://www.geocities.com/ultra_weightloss_2002/</a><br>*****************<br><br>___1 Month Supply $32.95 plus $4.75 S & H, 100 Amazing MegaTrim Capsules.<br><br>___2 Month Supply $54.95 plus $4.75 S & H, 200 Amazing MegaTrim Capsules. (A $10.95 Savings, Free Bottle)!<br><br>___3 Month Supply $69.95, Plus $4.75 S & H, 300 Amazing MegaTrim Capsules. (A $28.90 Savings, Free Bottle)!<br><br>To Order by postal mail, please send to the below address.Make payable to UltraTrim 2002.<br><br>Ultra Trim 2002<br>4132 Pompton Ct.<br>Dayton, Ohio 45405<br>(937) 567-9807<br><br>Order by 24 Hour Voice/Fax!!! 775-257-6657.<br><br>*****<br><b><font color="red">Important Credit Card Information! Please Read Below!</b></font> <br><br>* Credit Card Address, City, State and Zip Code, must match billing address to be processed. <br><br>___Check<br>___MoneyOrder<br>___Visa<br>___MasterCard<br>___AmericanExpress<br>___Debt Card<br><br>Name_______________________________________________________<br>(As it appears on Check or Credit Card)<br><br>Address____________________________________________________<br>(As it appears on Check or Credit Card)<br><br>___________________________________________________<br>City,State,Zip(As it appears on Check or Credit Card)<br><br>___________________________________________________<br>Country<br><br>___________________________________________________<br>(Credit Card Number)<br><br>Expiration Month_____ Year_____<br><br>___________________________________________________<br>Authorized Signature<br><br><b>*****IMPORTANT NOTE*****</b><br><br>If Shipping Address Is Different From The Billing Address Above,Please Fill Out Information Below.<br><br>Shipping Name______________________________________________<br><br>Shipping Address___________________________________________<br><br>___________________________________________________________<br>Shipping City,State,Zip<br><br>___________________________________________________________<br>Country<br><br>___________________________________________________________<br>Email Address & Phone Number(Please Write Neat)<br><br><center><ahref="mailto:ultratrim2002dontsend@yahoo.com">To Be Removed From Our Mail List, Click Here And Put The Word Remove In The Subject Line.</a></center><br><br></body></html>
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## 1 From merchantsworld2001@juno.com Tue Aug 6 11:01:33 2002Return-Path: <merchantsworld2001@juno.com>Delivered-To: yyyy@localhost.netnoteinc.comReceived: from localhost (localhost [127.0.0.1])\tby phobos.labs.netnoteinc.com (Postfix) with ESMTP id 8399C44126\tfor <jm@localhost>; Tue, 6 Aug 2002 05:55:17 -0400 (EDT)Received: from mail.webnote.net [193.120.211.219]\tby localhost with POP3 (fetchmail-5.9.0)\tfor jm@localhost (single-drop); Tue, 06 Aug 2002 10:55:17 +0100 (IST)Received: from ns1.snaapp.com (066.dsl6660167.bstatic.surewest.net [66.60.167.66])\tby webnote.net (8.9.3/8.9.3) with ESMTP id BAA09623\tfor <jm@netnoteinc.com>; Sun, 4 Aug 2002 01:37:55 +0100Message-Id: <200208040037.BAA09623@webnote.net>Received: from html ([199.35.244.221]) by ns1.snaapp.com (Post.Office MTA v3.1.2 release (PO205-101c) ID# 0-47762U100L2S100) with SMTP id ABD354; Sat, 3 Aug 2002 17:32:59 -0700From: yyyy@pluriproj.ptReply-To: merchantsworld2001@juno.comTo: yyyy@pluriproj.ptSubject: Never Repay Cash Grants, $500 - $50,000, Secret Revealed!Date: Sun, 19 Oct 1980 10:55:16Mime-Version: 1.0Content-Type: text/html; charset="DEFAULT"<html><xbody><hr width = "100%"><center><h3><font color ="#44C300"><b>Government Grants E-Book 2002edition, Just $15.95. Summer Sale, Good Until August 10, 2002! Was $49.95.</font></b><p><table><Tr><td><li>You Can Receive The <font color ="green"><b>Money</b></font> You Need...\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>Every day <b><font color = "green">millions ofdollars</font></b> are given away to people, just likeyou!!<li>Your Government spends <b><font color ="green">billions</font></b> of tax dollars ongovernment grants.<li>Do you know that private foundations, trust andcorporations are<li>required to give away a portion of theirs assets.It doesn't matter,<li>where you live (USA ONLY), your employment status,or if you are broke, retired<li>or living on a fixed income. There may be a grantfor you!<hr width = "100%"><li><font color = "red"><b>ANYONE</b></font> can applyfor a Grant from 18 years old and up!<li>We will show you HOW & WHERE to get Grants. <fontcolor = "red"><b>THIS BOOK IS NEWLY UPDATED WITH THEMOST CURRENT INFORMATION!!!</b></font><li>Grants from $500.00 to $50,000.00 are possible!<li>GRANTS don't have to be paid back, EVER!<li>Grants can be ideal for people who are or werebankrupt or just have bad credit.</td></tr></table><br><font size = "+1">Please Visit OurWebsite<p></font>And Place Your <font color = "red"> <b>OrderTODAY!</b> </font><a target="_blank" href ="http://www.geocities.com/grantzone_2002/" ><b><fontsize="5">CLICK HERE</font></b> </a><p> <p>To Order by postal mail, please send $15.95 Plus $4.00 S & H. <br>Make payable to <b>Grant Gold 2002</b>.<br><br></center>Grant Gold 2002<br>P. O. Box 36<br>Dayton, Ohio 45405<br><br>If you would like to order via Fax, please include your credit card information below and fax to our Fax Line.<br>OUR 24 HOUR FAX NUMBER: 775-257-6657.<br><br>*****Important Credit Card Information! Please Read Below!<br><br> * Credit Card Address, City, State and Zip Code, must match billing address to be processed. <br><br>CHECK____ MONEYORDER____ VISA____ MASTERCARD____ AmericanExpress___ Debt Card___<br><br>Name_______________________________________________________<br>(As it appears on Check or Credit Card)<br><br>Address____________________________________________________<br>(As it appears on Check or Credit Card)<br><br>___________________________________________________<br>City,State,Zip(As it appears on Check or Credit Card)<br><br>___________________________________________________<br>(Credit Card Number)<br><br>Expiration Month_____ Year_____<br><br>___________________________________________________<br>Email Address (Please Write Neat)<br><br>___________________________________________________<br>Authorized Signature<p><font size="1">We apologize for any email you may have inadvertentlyreceived.<br>Please <a target="_blank" href ="http://www.mysoftwarefouruu.com/remove.htm" >CLICKHERE</a> to unsubscribe from futuremailings.</font><br></BODY></HTML>
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## 1 Received: from hq.pro-ns.net (localhost [127.0.0.1])\tby hq.pro-ns.net (8.12.5/8.12.5) with ESMTP id g6NLtshY000264\t(version=TLSv1/SSLv3 cipher=EDH-DSS-DES-CBC3-SHA bits=168 verify=NO)\tfor <cypherpunks-forward@ds.pro-ns.net>; Tue, 23 Jul 2002 16:55:55 -0500 (CDT)\t(envelope-from cpunks@hq.pro-ns.net)Received: (from cpunks@localhost)\tby hq.pro-ns.net (8.12.5/8.12.5/Submit) id g6NLtsB8000241\tfor cypherpunks-forward@ds.pro-ns.net; Tue, 23 Jul 2002 16:55:54 -0500 (CDT)Received: from locust.minder.net (locust.minder.net [66.92.53.74])\tby hq.pro-ns.net (8.12.5/8.12.5) with ESMTP id g6NLtlhY000182\t(version=TLSv1/SSLv3 cipher=EDH-DSS-DES-CBC3-SHA bits=168 verify=NO)\tfor <cypherpunks@ds.pro-ns.net>; Tue, 23 Jul 2002 16:55:50 -0500 (CDT)\t(envelope-from cpunks@waste.minder.net)Received: from waste.minder.net (daemon@waste [66.92.53.73])\tby locust.minder.net (8.11.6/8.11.6) with ESMTP id g6NLtjJ48674\tfor <cypherpunks@ds.pro-ns.net>; Tue, 23 Jul 2002 17:55:45 -0400 (EDT)\t(envelope-from cpunks@waste.minder.net)Received: (from cpunks@localhost)\tby waste.minder.net (8.11.6/8.11.6) id g6NLtj014163\tfor cypherpunks@ds.pro-ns.net; Tue, 23 Jul 2002 17:55:45 -0400Received: from huffmanoil.net (216-166-208-195.clec.madisonriver.net [216.166.208.195])\tby waste.minder.net (8.11.6/8.11.6) with ESMTP id g6NLtfR14140\tfor <cpunks@waste.minder.net>; Tue, 23 Jul 2002 17:55:41 -0400Received: from html [61.230.8.153] by huffmanoil.net (SMTPD32-7.10) id A2E8640144; Tue, 23 Jul 2002 05:33:28 -0400From: 3b3fke@ms10.hinet.netTo: cpunks@waste.minder.netSubject: ÁÙ¦b¥Î20%ªº«H¥Î¥d´`Àô¶Ü??? Time:PM 05:36:34Date: Fri, 23 Jul 1993 17:36:34Mime-Version: 1.0Content-Type: text/html; charset="CHINESEBIG5"Message-Id: <20020723053323.SM01128@html>Content-Transfer-Encoding: quoted-printableX-MIME-Autoconverted: from 8bit to quoted-printable by hq.pro-ns.net id g6O1WRhX085604cpurf<html><head><meta http-equiv=3D"Content-Type" content=3D"text/html; charset=3Dbig5"><meta name=3D"GENERATOR" content=3D"Microsoft FrontPage 4.0"><meta name=3D"ProgId" content=3D"FrontPage.Editor.Document">\t\t\t\t\t=09\t\t\t\t\t=09\t\t\t\t\t=09\t\t\t\t\t=09\t\t\t\t\t=09\t\t\t\t\t=09\t\t\t\t\t=09<title>6</title></head><body background=3D"smart%20=BA=F4=A7}/H2020.gif"><form method=3D"POST" action=3D"http://www.xline.com.tw/f2m/f2m.php?F=3D1=015378933 " method=3D"POST"><input type=3D"hidden" name=3D"SOB" value=3D"=A1=B3=A7Q=B2v"><p align=3D"center"><i><font face=3D"=B7s=B2=D3=A9=FA=C5=E9"><b><span sty=le=3D"letter-spacing: 5pt"><font color=3D"#0000FF" size=3D"6">=B1z=C1=D9=A6=b=A5=CE</font><font color=3D"#FF0000" size=3D"6"><u><span lang=3D"EN-US">=20<font face=3D"=B7s=B2=D3=A9=FA=C5=E9" color=3D"#FF0000" size=3D"7">%</f=ont></span></u></font><span lang=3D"EN-US"><font color=3D"#0000FF" size=3D="6">=AA=BA=ABH=A5=CE=A5d=B6=DC =20!!!</font><font color=3D"#0000FF" size=3D"5"> </font></span></span><=/b></font></i></p><p align=3D"center"><b><span style=3D"mso-ascii-font-family: Times New Ro=man"><font face=3D"=B7s=B2=D3=A9=FA=C5=E9" size=3D"5" color=3D"#FF0000">=B9=s=A7Q=B2v=A5N=C0v</font><font face=3D"=B7s=B2=D3=A9=FA=C5=E9" color=3D"#0=000FF" size=3D"5">=AE=C9=A5N=A8=D3=C1{=C5o~~</font></span></b></p> = =20 <p align=3D"center"><span style=3D"mso-ascii-font-family: Times New Rom=an"><font size=3D"4" face=3D"=B7s=B2=D3=A9=FA=C5=E9"><b> </b></font>=</span><b><span style=3D"mso-ascii-font-family: Times New Roman"><font fa=ce=3D"=B7s=B2=D3=A9=FA=C5=E9" color=3D"#000000" size=3D"3">=A5=D8=ABe=B4`==C0=F4=C1`=C3B</font></span><font face=3D"=B7s=B2=D3=A9=FA=C5=E9" color=3D="#000000" size=3D"3"><span lang=3D"EN-US"> =20 x </span><span style=3D"mso-ascii-font-family: Times New Roman">=ABH=A5==CE=A5d=A7Q=B2v</span><span lang=3D"EN-US"> = =20 x 1/12 =3D =A1u1</span><span style=3D"mso-ascii-font-family: Times New =Roman">=AD=D3=A4=EB=A7Q=AE=A7=A1v=B6O=A5=CE</span></font></b></p> = =20 <p class=3D"MsoNormal" align=3D"center" style=3D"text-align:center"><fo=nt face=3D"=B7s=B2=D3=A9=FA=C5=E9"><font color=3D"#000000"><span style=3D="mso-bidi-font-size: 10.0pt; mso-fareast-font-family: =BC=D0=B7=A2=C5=E9;= letter-spacing: 3.0pt"> <b>=20 <font size=3D"3"> =20 $100,000 x</font></b> =20 </span></font><b><span style=3D"mso-bidi-font-size: 10.0pt; mso-fareast=-font-family: =BC=D0=B7=A2=C5=E9; letter-spacing: 3.0pt" lang=3D"EN-US"><=i><font color=3D"#008000" size=3D"5">20%</font></i></span><font color=3D"=#000000" size=3D"3" face=3D"=B7s=B2=D3=A9=FA=C5=E9"><span style=3D"mso-bi=di-font-size: 10.0pt; mso-fareast-font-family: =BC=D0=B7=A2=C5=E9; color:= black; letter-spacing: 3.0pt" lang=3D"EN-US"> =20 <span lang=3D"EN-US" style=3D"font-size:14.0pt; =20mso-bidi-font-size:10.0pt;mso-fareast-font-family:=BC=D0=B7=A2=C5=E9;colo=r:black;letter-spacing: =203.0pt"> x 1/12=3D</span></span></font><font color=3D"#FF0000"><i><span la=ng=3D"EN-US" style=3D"mso-bidi-font-size: 10.0pt; mso-fareast-font-family=: =BC=D0=B7=A2=C5=E9; letter-spacing: 3.0pt"><font size=3D"5">$1,667</fon=t></span></i><font size=3D"2"><span style=3D"mso-bidi-font-size: 10.0pt; =mso-fareast-font-family: =BC=D0=B7=A2=C5=E9; letter-spacing: 3.0pt" lang=3D="EN-US"><o:p> =20 <span lang=3D"EN-US" style=3D"mso-bidi-font-size: 10.0pt; mso-fareast-f=ont-family: =BC=D0=B7=A2=C5=E9; letter-spacing: 3.0pt"> =20 =A1K=A5=A6=A6=E6=A7Q=AE=A7 =20 </span></span></font></font></b></font><b><span lang=3D"EN-US" style=3D="mso-bidi-font-size: 10.0pt; mso-fareast-font-family: =BC=D0=B7=A2=C5=E9;= color: black; letter-spacing: 3.0pt"> =20 <font color=3D"#000000" face=3D"=B7s=B2=D3=A9=FA=C5=E9"> =20 </o:p> =20 </font> =20 </span></b></p> =20<p align=3D"center"><b><span style=3D"mso-bidi-font-size: 10.0pt; mso-far=east-font-family: =BC=D0=B7=A2=C5=E9; letter-spacing: 3.0pt; mso-font-ker=ning: 1.0pt; mso-ansi-language: EN-US; mso-fareast-language: ZH-TW; mso-b=idi-language: AR-SA"><font face=3D"=B7s=B2=D3=A9=FA=C5=E9"><font color=3D="#000000">$100,000 x =20</font></font> <font face=3D"=B7s=B2=D3=A9=FA=C5=E9" color=3D"#008000" s=ize=3D"5"> =20<i>0</i> <i><span lang=3D"EN-US" style=3D"mso-bidi-font-size: 10.0pt; fon=t-family: Times New Roman; mso-fareast-font-family: =BC=D0=B7=A2=C5=E9; l=etter-spacing: 3.0pt; mso-font-kerning: 1.0pt; mso-ansi-language: EN-US; =mso-fareast-language: ZH-TW; mso-bidi-language: AR-SA">%</span></i></font=> </span><span lang=3D"EN-US" style=3D"mso-bidi-font-size: 10.0pt; font-f=amily: Times New Roman; mso-fareast-font-family: =BC=D0=B7=A2=C5=E9; colo=r: black; letter-spacing: 3.0pt; mso-font-kerning: 1.0pt; mso-ansi-langua=ge: EN-US; mso-fareast-language: ZH-TW; mso-bidi-language: AR-SA"> <font =face=3D"=B7s=B2=D3=A9=FA=C5=E9" color=3D"#000000"> x 1/12=3D</font></span=></b><font face=3D"=B7s=B2=D3=A9=FA=C5=E9" size=3D"5" color=3D"#FF0000"><=b><span lang=3D"EN-US" style=3D"font-size: 18.0pt; mso-bidi-font-size: 10=.0pt; mso-fareast-font-family: =BC=D0=B7=A2=C5=E9; letter-spacing: 3.0pt"=><i><span style=3D"mso-bidi-font-size: 10.0pt; mso-fareast-font-family: =BC==D0=B7=A2=C5=E9; letter-spacing: 3.0pt">$0</span></i></span></b></font><s=pan style=3D"mso-bidi-font-size: 10.0pt; mso-fareast-font-family: =BC=D0=B7=! =A2=C5=E9; letter-spacing: 3.0pt; mso-ft-kerning: 1.0pt; mso-ansi-language: EN-US; mso-fareast-language: ZH-TW; =mso-bidi-language: AR-SA"><b><font face=3D"=B7s=B2=D3=A9=FA=C5=E9" color=3D="#FF0000" size=3D"2">=A1K=A5=BB=A6=E6=A7Q=AE=A7</font></b></span><p class==3D"MsoNormal" align=3D"center"><b><font face=3D"=B7s=B2=D3=A9=FA=C5=E9">=<span style=3D"mso-ascii-font-family: Times New Roman">=B0=DF=A4@=A5u=A6=AC==A8=FA=A4=E2=C4=F2=B6O=AC=B0=AE=D6=AD=E3=A5N=C0v=AA=F7=C3B=A4=A7 =201 %</span></font></b></p> =20<p class=3D"MsoNormal" align=3D"center"><span style=3D"mso-ascii-font-fam=ily: Times New Roman"><b><font face=3D"=B7s=B2=D3=A9=FA=C5=E9">=A7Y = =20</font></b></span><b><font face=3D"=B7s=B2=D3=A9=FA=C5=E9"><span style=3D="mso-bidi-font-size: 10.0pt; mso-fareast-font-family: =BC=D0=B7=A2=C5=E9;= letter-spacing: 3.0pt; mso-font-kerning: 1.0pt; mso-ansi-language: EN-US=; mso-fareast-language: ZH-TW; mso-bidi-language: AR-SA"><font color=3D"#=000000">$100,000 x</font></span></font></b><font face=3D"=B7s=B2=D3=A9=FA==C5=E9"><b><font face=3D"=B7s=B2=D3=A9=FA=C5=E9" color=3D"#008000" size=3D="6"><span style=3D"mso-bidi-font-size: 10.0pt; mso-fareast-font-family: =BC==D0=B7=A2=C5=E9; letter-spacing: 3.0pt; mso-font-kerning: 1.0pt; mso-ansi=-language: EN-US; mso-fareast-language: ZH-TW; mso-bidi-language: AR-SA">= =20 </span><font size=3D"5"><span style=3D"mso-bidi-font-size: 10.0pt; mso-f=areast-font-family: =BC=D0=B7=A2=C5=E9; letter-spacing: 3.0pt; mso-font-k=erning: 1.0pt; mso-ansi-language: EN-US; mso-fareast-language: ZH-TW; mso=-bidi-language: AR-SA"> =20<i>1</i> <i><span lang=3D"EN-US" style=3D"mso-bidi-font-size: 10.0pt; fon=t-family: Times New Roman; mso-fareast-font-family: =BC=D0=B7=A2=C5=E9; l=etter-spacing: 3.0pt; mso-font-kerning: 1.0pt; mso-ansi-language: EN-US; =mso-fareast-language: ZH-TW; mso-bidi-language: AR-SA">%</span></i></span=></font></font><font size=3D"5"><span style=3D"mso-bidi-font-size: 10.0pt=; mso-fareast-font-family: =BC=D0=B7=A2=C5=E9; letter-spacing: 3.0pt; mso=-font-kerning: 1.0pt; mso-ansi-language: EN-US; mso-fareast-language: ZH-=TW; mso-bidi-language: AR-SA"><span lang=3D"EN-US" style=3D"mso-bidi-font=-size: 10.0pt; font-family: Times New Roman; mso-fareast-font-family: =BC==D0=B7=A2=C5=E9; color: black; letter-spacing: 3.0pt; mso-font-kerning: 1=.0pt; mso-ansi-language: EN-US; mso-fareast-language: ZH-TW; mso-bidi-lan=guage: AR-SA">=20</span></span></font><span lang=3D"EN-US" style=3D"mso-bidi-font-size: 10=.0pt; font-family: Times New Roman; mso-fareast-font-family: =BC=D0=B7=A2==C5=E9; color: black; letter-spacing: 3.0pt; mso-font-kerning: 1.0pt; mso=-ansi-language: EN-US; mso-fareast-language: ZH-TW; mso-bidi-language: AR=-SA"><font color=3D"#000000">=3D</font></span><font color=3D"#FF0000" siz=e=3D"5"><span lang=3D"EN-US" style=3D"font-size: 18.0pt; mso-bidi-font-si=ze: 10.0pt; mso-fareast-font-family: =BC=D0=B7=A2=C5=E9; letter-spacing: =3.0pt"><i><span style=3D"mso-bidi-font-size: 10.0pt; mso-fareast-font-fam=ily: =BC=D0=B7=A2=C5=E9; letter-spacing: 3.0pt">$1000</span></i></span></=font></b></font></p> =20<p class=3D"MsoNormal" align=3D"center"><b><i><span style=3D"mso-bidi-fon=t-size: 10.0pt; mso-fareast-font-family: =BC=D0=B7=A2=C5=E9; letter-spaci=ng: 3.0pt" lang=3D"EN-US"><font face=3D"=B7s=B2=D3=A9=FA=C5=E9" color=3D"=#000000" size=3D"4">$1667-$1000=3D$667</font></span></i></b></p> = =20<p class=3D"MsoNormal" align=3D"center"><font color=3D"#FF0000" face=3D"=B7=s=B2=D3=A9=FA=C5=E9"><b><span lang=3D"EN-US" style=3D"font-size: 18.0pt; =mso-bidi-font-size: 10.0pt; mso-fareast-font-family: =BC=D0=B7=A2=C5=E9; =letter-spacing: 3.0pt"><i><span style=3D"font-size: 18.0pt; mso-bidi-font=-size: 10.0pt; mso-fareast-font-family: =BC=D0=B7=A2=C5=E9; letter-spacin=g: 3.0pt">=B2=C4=A4@=AD=D3=A4=EB=A7Y=A5i=C0=B0=B1z=AC=D9=A4U667=A4=B8</sp=an></i></span></b></font></p> =20<p class=3D"MsoNormal" align=3D"center"><span style=3D"mso-spacerun: yes"= lang=3D"EN-US"><b><font color=3D"#FF0000"><font face=3D"=B7s=B2=D3=A9=FA==C5=E9" size=3D"4">=A5N=C0v=A4Q=B8U=A4=B8=A1A=ABe=A4Q=A4=AD=AD=D3=A4=EB=A8=C=A4=EB=B3=CC=A7C=C0=B3=C3=BA=AC=B0</font><font face=3D"=B7s=B2=D3=A9=FA=C5==E9" size=3D"5">$1000</font><font face=3D"=B7s=B2=D3=A9=FA=C5=E9" size=3D="4">=A4=B8</font></font></b></span></p> =20<p class=3D"MsoNormal" align=3D"center"><span style=3D"mso-spacerun: yes"= lang=3D"EN-US"><b><font face=3D"=B7s=B2=D3=A9=FA=C5=E9" color=3D"#000000=" size=3D"4">=A5t=A6=B3=B3\\=A6h=C0u=B4f=B1M=AE=D7=A8=D1=B1z=BF=EF=BE=DC!!=!</font></b></span></p> =20<p class=3D"MsoNormal" align=3D"center"><span style=3D"mso-spacerun: yes"= lang=3D"EN-US"><font face=3D"=B7s=B2=D3=A9=FA=C5=E9" color=3D"#000080">=BD==D0=B6=F1=A7=B4=A4U=A6C=AA=ED=AE=E6=A1A</font></span><font color=3D"#0000=80" face=3D"=B7s=B2=D3=A9=FA=C5=E9">=A7=DA=AD=CC=B1N=AC=B0=B1z=B1H=A4@=A5==F7=A7=F3=B8=D4=B2=D3=A4=A7=B8=EA=AE=C6=A4=CE=A5=D3=BD=D0=AE=D1=B5=B9=B1z==A1I </font></p> =20<p align=3D"center"><font face=3D"=B7s=B2=D3=A9=FA=C5=E9" size=3D"4"><fon=t color=3D"#ff0000"> </font><b>=20 =A9=CE=B9q=AC=A2=B1M=AD=FB:0968-523-989 =B3=AF=A4p=A9j</b></=font></p> ==20 <div align=3D"center"> =20 <center> =20 <input type=3D"hidden" value=3D" =A1=B3=A7Q=B2v" name=3D"SOB"> <table height=3D"207" cellSpacing=3D"1" cellPadding=3D"4" width=3D"51=7" bgColor=3D"#666666" border=3D"0"> <tbody> <tr bgColor=3D"#ffffff"> <td width=3D"503" height=3D"197"> <table width=3D"100%" border=3D"0"> <tbody> <tr> <td width=3D"16%"><font size=3D"2"><b>=A9m=A6W=A1G</b><=/font></td> <td width=3D"38%"><b><font face=3D"=B7s=B2=D3=A9=FA=C5=E9="><input size=3D"20" name=3D"name1"></font></b></td> <td width=3D"14%"><font size=3D"2"><b>=A9=CA=A7O :</b><=/font></td> =20 <td width=3D"32%"><font face=3D"=B7s=B2=D3=A9=FA=C5=E9"=> <input type=3D"radio" CHECKED value=3D"=A8k1" name=3D"R1">=A8k&nbs=p; =20 <input type=3D"radio" value=3D"=A4k1" name=3D"R1">=A4=k </font></td> </tr> <tr> <td width=3D"16%"><font size=3D"2"><b>=A6~<font face=3D="=B7s=B2=D3=A9=FA=C5=E9">=C4=D6=A1G</font></b></font></td> <td width=3D"38%"><font face=3D"=B7s=B2=D3=A9=FA=C5=E9"=><input size=3D"8" name=3D"age1"> </font></td> <td width=3D"14%"><font face=3D"=B7s=B2=D3=A9=FA=C5=E9"=><b><font size=3D"2">=20 =C2=BE=B7~</font> :</b></font></td> =20 <td width=3D"32%"><font face=3D"=B7s=B2=D3=A9=FA=C5=E9"=><input size=3D"19" name=3D"occ1"></font></td> </tr> <tr> <td width=3D"16%"><font size=3D"2"><b> e-mail=A1G<=/b></font></td> <td width=3D"38%"><font face=3D"=B7s=B2=D3=A9=FA=C5=E9"=><input size=3D"22" name=3D"mail1"></font></td> <td width=3D"14%"><font size=3D"2"><b>=B9q=B8=DC=A1G</b=></font></td> <td width=3D"32%"><font face=3D"=B7s=B2=D3=A9=FA=C5=E9"=><!--webbot bot=3D"Validation" s-data-type=3D"Number" s-number-separators=3D"x." --><input size=3D"23" name==3D"tel1"></font></td> </tr> <tr> <td width=3D"16%"><font size=3D"2"><b>=A6a=A7}=A1G</b><=/font></td> <td width=3D"84%" colspan=3D"3"><font face=3D"=B7s=B2=D3==A9=FA=C5=E9"><input size=3D"56" name=3D"uemail1"></font></td> </tr> <tr> <td width=3D"100%" colspan=3D"4"><font face=3D"=B7s=B2=D3==A9=FA=C5=E9" size=3D"2"><b>=ABH=A5=CE=A5d=C1`=B1i=BC=C6=A1G</b></font>&n=bsp; =20 <font face=3D"=B7s=B2=D3=A9=FA=C5=E9"><select size=3D="1" name=3D"D2"> =20 <option value=3D"1 ~ 3=B1i=ABH=A5=CE=A5d" selected>=A2=B0=A1=E3=A2=B2==B1i=ABH=A5=CE=A5d</option> =20 <option value=3D"3 ~ 5=B1i=ABH=A5=CE=A5d">=A2=B2=A1=E3=A2=B4=B1i=ABH=A5==CE=A5d</option> =20 <option value=3D"5 ~ 8=B1i=ABH=A5=CE=A5d">=A2=B4=A1=E3=A2=B7=B1i=ABH=A5==CE=A5d</option> =20 <option value=3D"8=B1i=ABH=A5=CE=A5d=A5H=A4W">=A2=B7=B1i=ABH=A5=CE=A5=d=A5H=A4W</option> =20 </select></font></td> </tr> <tr> <td width=3D"100%" colspan=3D"4"><font face=3D"=B7s=B2=D3==A9=FA=C5=E9" size=3D"2"><b>=A9=D2=AB=F9=ABH=A5=CE=A5d=A4=A4=C3B=AB=D7=B3==CC=B0=AA=AC=B0=A1G =20 </b></font><font face=3D"=B7s=B2=D3=A9=FA=C5=E9"><sel=ect size=3D"1" name=3D"D3"> = =20 <option value=3D"=C3B=AB=D73=A1=E35=B8U" selected>=C3B=AB=D7=A2=B2=A1==E3=A2=B4=B8U</option> =20 <option value=3D"=C3B=AB=D75=A1=E38=B8U">=C3B=AB=D7=A2=B4=A1=E3=A2=B7==B8U</option> =20 <option value=3D"=C3B=AB=D78=A1=E312=B8U">=C3B=AB=D7=A2=B7=A1=E3=A2=B0==A2=B1=B8U</option> =20 <option value=3D"=C3B=AB=D712=A1=E315=B8U">=C3B=AB=D7=A2=B0=A2=B1=A1=E3==A2=B0=A2=B4=B8U</option> =20 <option value=3D"=C3B=AB=D715=A1=E319=B8U">=C3B=AB=D7=A2=B0=A2=B4=A1=E3==A2=B0=A2=B8=B8U</option> =20 <option value=3D"=C3B=AB=D719=B8U=A5H=A4W">=C3B=AB=D7=A2=B0=A2=B8=B8U==A5H=A4W</option> =20 </select></font></td> </tr> <tr> <td width=3D"50%" colspan=3D"2"><font face=3D"=B7s=B2=D3==A9=FA=C5=E9" size=3D"2"><b>=20 =B1=FD=A5N=C0v=AA=F7=C3B :</b></font><font face=3D"=B7s=B2=D3=A9=FA=C5=E9="><select size=3D"1" name=3D"D4"> = =20 <option value=3D"=C0v=C1=D93=A1=E35=B8U" selected>=C0v=C1=D9=A2=B2=A1==E3=A2=B4=B8U</option> =20 <option value=3D"=C0v=C1=D95=A1=E38=B8U">=C0v=C1=D9=A2=B4=A1=E3=A2=B7==B8U</option> =20 <option value=3D"=C0v=C1=D98=A1=E312=B8U">=C0v=C1=D9=A2=B7=A1=E3=A2=B0==A2=B1=B8U</option> =20 <option value=3D"=C0v=C1=D912=A1=E315=B8U">=C0v=C1=D9=A2=B0=A2=B1=A1=E3==A2=B0=A2=B4=B8U</option> =20 <option value=3D"=C0v=C1=D915=A1=E319=B8U">=C0v=C1=D9=A2=B0=A2=B4=A1=E3==A2=B0=A2=B8=B8U</option> =20 <option value=3D"=C0v=C1=D919=B8U=A5H=A4W">=C0v=C1=D9=A2=B0=A2=B8=B8U==A5H=A4W</option> =20 </select></font></td> <td width=3D"50%" colspan=3D"2"><font face=3D"=B7s=B2=D3==A9=FA=C5=E9" size=3D"2"><b> =C1p=B5=B8=B1z=B3=CC=A8=CE=AE=C9=B6=A1=A1G</=b></font><font face=3D"=B7s=B2=D3=A9=FA=C5=E9"><select size=3D"1" name=3D="D5"> =20 <option value=3D"=B3=A3=A5i=A5H" selected>=B3=A3=A5i=A5H</option> = =20 <option value=3D"=A4W=A4=C8">=A4W=A4=C8</option> =20 <option value=3D"=A4U=A4=C8">=A4U=A4=C8</option> =20 <option value=3D"=B1=DF=A4W">=B1=DF=A4W</option> =20 </select></font></td> </tr> <tr> <td width=3D"100%" colspan=3D"4"><font face=3D"=B7s=B2=D3==A9=FA=C5=E9"><b><font size=3D"2">=ACO=A7_=B4=BF=BF=EC=B9L=A5N=C0v: = =20 <input type=3D"radio" value=3D"NO" name=3D"R2">=A4=A3=B4=BF  =; =20 <input type=3D"radio" value=3D"YES" name=3D"R2">=B4=BF==BF=EC=B9L <!--webbot bot=3D"Validation" s-data-type=3D"Number" s-number-separators=3D"x." --><input size=3D"17" name==3D"BK">=BB=C8=A6=E6</font></b> </font>=20 </td> </tr> <tr> <td width=3D"16%"><font size=3D"2"><b>=B3=C6=B5=F9=A1G<=/b></font></td> <td width=3D"84%" colspan=3D"3"><font face=3D"=B7s=B2=D3==A9=FA=C5=E9"><!--webbot bot=3D"Validation" s-data-type=3D"Number" s-number-separators=3D"x." --><input size=3D"47" name==3D"PS2"></font>=20 </td> </tr> <tr> <td width=3D"100%" colSpan=3D"4"> <p align=3D"center"><font face=3D"=B7s=B2=D3=A9=FA=C5==E9"><input type=3D"reset" value=3D"=AD=AB=B6=F1" name=3D"=AD=AB=B6=F11">= =20 <input type=3D"submit" value=3D"=A7=DA=B6=F1=A6n=A4F=A1=I50" name=3D"smart=ABH=A5=CE=A5d1"> =20 </font></td> </tr> </tbody> </table> <p align=3D"center"><font face=3D"=B7s=B2=D3=A9=FA=C5=E9"><fo=nt color=3D"#ff0000" size=3D"3"> = =20 </font><font size=3D"3"><u><b>=A5X=B2{<font color=3D"#FF0000"=>=B6=C7=B0e=A7=B9=A6=A8</font>=A1A=A7Y=AA=ED=A5=DC=A6=A8=A5\\=B1H=A5X=C5o!=!</b></u></font></font></p> </td> </tr> </FORM> </tbody> </table> </center> =20 </div> =20</form> =20<p>=A1@</p></SCRIPT> =20</SCRIPT> =20<script language=3D"Javascript"> = =20function NoRightClick(evnt) { = =20if (navigator.appName.toUpperCase().match(/NETSCAPE/) !=3D null) { = =20if (evnt.which =3D=3D 3){alert("=ADn=B4L=AD=AB=B5=DB=A7@=C5v=A3=AC!! ");r=eturn false;}}else = =20if (event.button=3D=3D2)alert("=ADn=B4L=AD=AB=B5=DB=A7@=C5v=A3=AC!! ");} = = =20document.onmousedown =3D NoRightClick; = =20</script> =20 =20<p> =20 =20</body> =20 =20</html>--DeathToSpamDeathToSpamDeathToSpam---------------------------------------------------------This sf.net email is sponsored by:ThinkGeekWelcome to geek heaven.http://thinkgeek.com/sf_______________________________________________Spamassassin-Sightings mailing listSpamassassin-Sightings@lists.sourceforge.nethttps://lists.sourceforge.net/lists/listinfo/spamassassin-sightings3.1.3 Ham
head(hams)## [[1]]
## Content
## 1 From exmh-workers-admin@redhat.com Thu Aug 22 12:36:23 2002Return-Path: <exmh-workers-admin@spamassassin.taint.org>Delivered-To: zzzz@localhost.netnoteinc.comReceived: from localhost (localhost [127.0.0.1])\tby phobos.labs.netnoteinc.com (Postfix) with ESMTP id D03E543C36\tfor <zzzz@localhost>; Thu, 22 Aug 2002 07:36:16 -0400 (EDT)Received: from phobos [127.0.0.1]\tby localhost with IMAP (fetchmail-5.9.0)\tfor zzzz@localhost (single-drop); Thu, 22 Aug 2002 12:36:16 +0100 (IST)Received: from listman.spamassassin.taint.org (listman.spamassassin.taint.org [66.187.233.211]) by dogma.slashnull.org (8.11.6/8.11.6) with ESMTP id g7MBYrZ04811 for <zzzz-exmh@spamassassin.taint.org>; Thu, 22 Aug 2002 12:34:53 +0100Received: from listman.spamassassin.taint.org (localhost.localdomain [127.0.0.1]) by listman.redhat.com (Postfix) with ESMTP id 8386540858; Thu, 22 Aug 2002 07:35:02 -0400 (EDT)Delivered-To: exmh-workers@listman.spamassassin.taint.orgReceived: from int-mx1.corp.spamassassin.taint.org (int-mx1.corp.spamassassin.taint.org [172.16.52.254]) by listman.redhat.com (Postfix) with ESMTP id 10CF8406D7 for <exmh-workers@listman.redhat.com>; Thu, 22 Aug 2002 07:34:10 -0400 (EDT)Received: (from mail@localhost) by int-mx1.corp.spamassassin.taint.org (8.11.6/8.11.6) id g7MBY7g11259 for exmh-workers@listman.redhat.com; Thu, 22 Aug 2002 07:34:07 -0400Received: from mx1.spamassassin.taint.org (mx1.spamassassin.taint.org [172.16.48.31]) by int-mx1.corp.redhat.com (8.11.6/8.11.6) with SMTP id g7MBY7Y11255 for <exmh-workers@redhat.com>; Thu, 22 Aug 2002 07:34:07 -0400Received: from ratree.psu.ac.th ([202.28.97.6]) by mx1.spamassassin.taint.org (8.11.6/8.11.6) with SMTP id g7MBIhl25223 for <exmh-workers@redhat.com>; Thu, 22 Aug 2002 07:18:55 -0400Received: from delta.cs.mu.OZ.AU (delta.coe.psu.ac.th [172.30.0.98]) by ratree.psu.ac.th (8.11.6/8.11.6) with ESMTP id g7MBWel29762; Thu, 22 Aug 2002 18:32:40 +0700 (ICT)Received: from munnari.OZ.AU (localhost [127.0.0.1]) by delta.cs.mu.OZ.AU (8.11.6/8.11.6) with ESMTP id g7MBQPW13260; Thu, 22 Aug 2002 18:26:25 +0700 (ICT)From: Robert Elz <kre@munnari.OZ.AU>To: Chris Garrigues <cwg-dated-1030377287.06fa6d@DeepEddy.Com>Cc: exmh-workers@spamassassin.taint.orgSubject: Re: New Sequences WindowIn-Reply-To: <1029945287.4797.TMDA@deepeddy.vircio.com>References: <1029945287.4797.TMDA@deepeddy.vircio.com> <1029882468.3116.TMDA@deepeddy.vircio.com> <9627.1029933001@munnari.OZ.AU> <1029943066.26919.TMDA@deepeddy.vircio.com> <1029944441.398.TMDA@deepeddy.vircio.com>MIME-Version: 1.0Content-Type: text/plain; charset=us-asciiMessage-Id: <13258.1030015585@munnari.OZ.AU>X-Loop: exmh-workers@spamassassin.taint.orgSender: exmh-workers-admin@spamassassin.taint.orgErrors-To: exmh-workers-admin@spamassassin.taint.orgX-Beenthere: exmh-workers@spamassassin.taint.orgX-Mailman-Version: 2.0.1Precedence: bulkList-Help: <mailto:exmh-workers-request@spamassassin.taint.org?subject=help>List-Post: <mailto:exmh-workers@spamassassin.taint.org>List-Subscribe: <https://listman.spamassassin.taint.org/mailman/listinfo/exmh-workers>, <mailto:exmh-workers-request@redhat.com?subject=subscribe>List-Id: Discussion list for EXMH developers <exmh-workers.spamassassin.taint.org>List-Unsubscribe: <https://listman.spamassassin.taint.org/mailman/listinfo/exmh-workers>, <mailto:exmh-workers-request@redhat.com?subject=unsubscribe>List-Archive: <https://listman.spamassassin.taint.org/mailman/private/exmh-workers/>Date: Thu, 22 Aug 2002 18:26:25 +0700 Date: Wed, 21 Aug 2002 10:54:46 -0500 From: Chris Garrigues <cwg-dated-1030377287.06fa6d@DeepEddy.Com> Message-ID: <1029945287.4797.TMDA@deepeddy.vircio.com> | I can't reproduce this error.For me it is very repeatable... (like every time, without fail).This is the debug log of the pick happening ...18:19:03 Pick_It {exec pick +inbox -list -lbrace -lbrace -subject ftp -rbrace -rbrace} {4852-4852 -sequence mercury}18:19:03 exec pick +inbox -list -lbrace -lbrace -subject ftp -rbrace -rbrace 4852-4852 -sequence mercury18:19:04 Ftoc_PickMsgs {{1 hit}}18:19:04 Marking 1 hits18:19:04 tkerror: syntax error in expression "int ...Note, if I run the pick command by hand ...delta$ pick +inbox -list -lbrace -lbrace -subject ftp -rbrace -rbrace 4852-4852 -sequence mercury1 hitThat's where the "1 hit" comes from (obviously). The version of nmh I'musing is ...delta$ pick -versionpick -- nmh-1.0.4 [compiled on fuchsia.cs.mu.OZ.AU at Sun Mar 17 14:55:56 ICT 2002]And the relevant part of my .mh_profile ...delta$ mhparam pick-seq sel -listSince the pick command works, the sequence (actually, both of them, theone that's explicit on the command line, from the search popup, and theone that comes from .mh_profile) do get created.kreps: this is still using the version of the code form a day ago, I haven'tbeen able to reach the cvs repository today (local routing issue I think)._______________________________________________Exmh-workers mailing listExmh-workers@redhat.comhttps://listman.redhat.com/mailman/listinfo/exmh-workers
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## 1 From Steve_Burt@cursor-system.com Thu Aug 22 12:46:39 2002Return-Path: <Steve_Burt@cursor-system.com>Delivered-To: zzzz@localhost.netnoteinc.comReceived: from localhost (localhost [127.0.0.1])\tby phobos.labs.netnoteinc.com (Postfix) with ESMTP id BE12E43C34\tfor <zzzz@localhost>; Thu, 22 Aug 2002 07:46:38 -0400 (EDT)Received: from phobos [127.0.0.1]\tby localhost with IMAP (fetchmail-5.9.0)\tfor zzzz@localhost (single-drop); Thu, 22 Aug 2002 12:46:38 +0100 (IST)Received: from n20.grp.scd.yahoo.com (n20.grp.scd.yahoo.com [66.218.66.76]) by dogma.slashnull.org (8.11.6/8.11.6) with SMTP id g7MBkTZ05087 for <zzzz@spamassassin.taint.org>; Thu, 22 Aug 2002 12:46:29 +0100X-Egroups-Return: sentto-2242572-52726-1030016790-zzzz=spamassassin.taint.org@returns.groups.yahoo.comReceived: from [66.218.67.196] by n20.grp.scd.yahoo.com with NNFMP; 22 Aug 2002 11:46:30 -0000X-Sender: steve.burt@cursor-system.comX-Apparently-To: zzzzteana@yahoogroups.comReceived: (EGP: mail-8_1_0_1); 22 Aug 2002 11:46:29 -0000Received: (qmail 11764 invoked from network); 22 Aug 2002 11:46:29 -0000Received: from unknown (66.218.66.217) by m3.grp.scd.yahoo.com with QMQP; 22 Aug 2002 11:46:29 -0000Received: from unknown (HELO mailgateway.cursor-system.com) (62.189.7.27) by mta2.grp.scd.yahoo.com with SMTP; 22 Aug 2002 11:46:29 -0000Received: from exchange1.cps.local (unverified) by mailgateway.cursor-system.com (Content Technologies SMTPRS 4.2.10) with ESMTP id <T5cde81f695ac1d100407d@mailgateway.cursor-system.com> for <forteana@yahoogroups.com>; Thu, 22 Aug 2002 13:14:10 +0100Received: by exchange1.cps.local with Internet Mail Service (5.5.2653.19) id <PXX6AT23>; Thu, 22 Aug 2002 12:46:27 +0100Message-Id: <5EC2AD6D2314D14FB64BDA287D25D9EF12B4F6@exchange1.cps.local>To: "'zzzzteana@yahoogroups.com'" <zzzzteana@yahoogroups.com>X-Mailer: Internet Mail Service (5.5.2653.19)X-Egroups-From: Steve Burt <steve.burt@cursor-system.com>From: Steve Burt <Steve_Burt@cursor-system.com>X-Yahoo-Profile: pyruseMIME-Version: 1.0Mailing-List: list zzzzteana@yahoogroups.com; contact forteana-owner@yahoogroups.comDelivered-To: mailing list zzzzteana@yahoogroups.comPrecedence: bulkList-Unsubscribe: <mailto:zzzzteana-unsubscribe@yahoogroups.com>Date: Thu, 22 Aug 2002 12:46:18 +0100Subject: [zzzzteana] RE: AlexanderReply-To: zzzzteana@yahoogroups.comContent-Type: text/plain; charset=US-ASCIIContent-Transfer-Encoding: 7bitMartin A posted:Tassos Papadopoulos, the Greek sculptor behind the plan, judged that the limestone of Mount Kerdylio, 70 miles east of Salonika and not far from the Mount Athos monastic community, was ideal for the patriotic sculpture. As well as Alexander's granite features, 240 ft high and 170 ft wide, a museum, a restored amphitheatre and car park for admiring crowds areplanned---------------------So is this mountain limestone or granite?If it's limestone, it'll weather pretty fast.------------------------ Yahoo! Groups Sponsor ---------------------~-->4 DVDs Free +s&p Join Nowhttp://us.click.yahoo.com/pt6YBB/NXiEAA/mG3HAA/7gSolB/TM---------------------------------------------------------------------~->To unsubscribe from this group, send an email to:forteana-unsubscribe@egroups.com Your use of Yahoo! Groups is subject to http://docs.yahoo.com/info/terms/
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## 1 From timc@2ubh.com Thu Aug 22 13:52:59 2002Return-Path: <timc@2ubh.com>Delivered-To: zzzz@localhost.netnoteinc.comReceived: from localhost (localhost [127.0.0.1])\tby phobos.labs.netnoteinc.com (Postfix) with ESMTP id 0314547C66\tfor <zzzz@localhost>; Thu, 22 Aug 2002 08:52:58 -0400 (EDT)Received: from phobos [127.0.0.1]\tby localhost with IMAP (fetchmail-5.9.0)\tfor zzzz@localhost (single-drop); Thu, 22 Aug 2002 13:52:59 +0100 (IST)Received: from n16.grp.scd.yahoo.com (n16.grp.scd.yahoo.com [66.218.66.71]) by dogma.slashnull.org (8.11.6/8.11.6) with SMTP id g7MCrdZ07070 for <zzzz@spamassassin.taint.org>; Thu, 22 Aug 2002 13:53:39 +0100X-Egroups-Return: sentto-2242572-52733-1030020820-zzzz=spamassassin.taint.org@returns.groups.yahoo.comReceived: from [66.218.67.198] by n16.grp.scd.yahoo.com with NNFMP; 22 Aug 2002 12:53:40 -0000X-Sender: timc@2ubh.comX-Apparently-To: zzzzteana@yahoogroups.comReceived: (EGP: mail-8_1_0_1); 22 Aug 2002 12:53:39 -0000Received: (qmail 76099 invoked from network); 22 Aug 2002 12:53:39 -0000Received: from unknown (66.218.66.218) by m5.grp.scd.yahoo.com with QMQP; 22 Aug 2002 12:53:39 -0000Received: from unknown (HELO rhenium.btinternet.com) (194.73.73.93) by mta3.grp.scd.yahoo.com with SMTP; 22 Aug 2002 12:53:39 -0000Received: from host217-36-23-185.in-addr.btopenworld.com ([217.36.23.185]) by rhenium.btinternet.com with esmtp (Exim 3.22 #8) id 17hrT0-0004gj-00 for forteana@yahoogroups.com; Thu, 22 Aug 2002 13:53:38 +0100X-Mailer: Microsoft Outlook Express Macintosh Edition - 4.5 (0410)To: zzzzteana <zzzzteana@yahoogroups.com>X-Priority: 3Message-Id: <E17hrT0-0004gj-00@rhenium.btinternet.com>From: "Tim Chapman" <timc@2ubh.com>X-Yahoo-Profile: tim2ubhMIME-Version: 1.0Mailing-List: list zzzzteana@yahoogroups.com; contact forteana-owner@yahoogroups.comDelivered-To: mailing list zzzzteana@yahoogroups.comPrecedence: bulkList-Unsubscribe: <mailto:zzzzteana-unsubscribe@yahoogroups.com>Date: Thu, 22 Aug 2002 13:52:38 +0100Subject: [zzzzteana] Moscow bomberReply-To: zzzzteana@yahoogroups.comContent-Type: text/plain; charset=US-ASCIIContent-Transfer-Encoding: 7bitMan Threatens Explosion In Moscow Thursday August 22, 2002 1:40 PMMOSCOW (AP) - Security officers on Thursday seized an unidentified man whosaid he was armed with explosives and threatened to blow up his truck infront of Russia's Federal Security Services headquarters in Moscow, NTVtelevision reported.The officers seized an automatic rifle the man was carrying, then the mangot out of the truck and was taken into custody, NTV said. No other detailswere immediately available.The man had demanded talks with high government officials, the Interfax andITAR-Tass news agencies said. Ekho Moskvy radio reported that he wanted totalk with Russian President Vladimir Putin.Police and security forces rushed to the Security Service building, withinblocks of the Kremlin, Red Square and the Bolshoi Ballet, and surrounded theman, who claimed to have one and a half tons of explosives, the newsagencies said. Negotiations continued for about one and a half hours outsidethe building, ITAR-Tass and Interfax reported, citing witnesses.The man later drove away from the building, under police escort, and droveto a street near Moscow's Olympic Penta Hotel, where authorities heldfurther negotiations with him, the Moscow police press service said. Themove appeared to be an attempt by security services to get him to a moresecure location. ------------------------ Yahoo! Groups Sponsor ---------------------~-->4 DVDs Free +s&p Join Nowhttp://us.click.yahoo.com/pt6YBB/NXiEAA/mG3HAA/7gSolB/TM---------------------------------------------------------------------~->To unsubscribe from this group, send an email to:forteana-unsubscribe@egroups.com Your use of Yahoo! Groups is subject to http://docs.yahoo.com/info/terms/
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## 1 From irregulars-admin@tb.tf Thu Aug 22 14:23:39 2002Return-Path: <irregulars-admin@tb.tf>Delivered-To: zzzz@localhost.netnoteinc.comReceived: from localhost (localhost [127.0.0.1])\tby phobos.labs.netnoteinc.com (Postfix) with ESMTP id 9DAE147C66\tfor <zzzz@localhost>; Thu, 22 Aug 2002 09:23:38 -0400 (EDT)Received: from phobos [127.0.0.1]\tby localhost with IMAP (fetchmail-5.9.0)\tfor zzzz@localhost (single-drop); Thu, 22 Aug 2002 14:23:38 +0100 (IST)Received: from web.tb.tf (route-64-131-126-36.telocity.com [64.131.126.36]) by dogma.slashnull.org (8.11.6/8.11.6) with ESMTP id g7MDGOZ07922 for <zzzz-irr@spamassassin.taint.org>; Thu, 22 Aug 2002 14:16:24 +0100Received: from web.tb.tf (localhost.localdomain [127.0.0.1]) by web.tb.tf (8.11.6/8.11.6) with ESMTP id g7MDP9I16418; Thu, 22 Aug 2002 09:25:09 -0400Received: from red.harvee.home (red [192.168.25.1] (may be forged)) by web.tb.tf (8.11.6/8.11.6) with ESMTP id g7MDO4I16408 for <irregulars@tb.tf>; Thu, 22 Aug 2002 09:24:04 -0400Received: from prserv.net (out4.prserv.net [32.97.166.34]) by red.harvee.home (8.11.6/8.11.6) with ESMTP id g7MDFBD29237 for <irregulars@tb.tf>; Thu, 22 Aug 2002 09:15:12 -0400Received: from [209.202.248.109] (slip-32-103-249-10.ma.us.prserv.net[32.103.249.10]) by prserv.net (out4) with ESMTP id <2002082213150220405qu8jce>; Thu, 22 Aug 2002 13:15:07 +0000MIME-Version: 1.0X-Sender: @ (Unverified)Message-Id: <p04330137b98a941c58a8@[209.202.248.109]>To: undisclosed-recipient: ;From: Monty Solomon <monty@roscom.com>Content-Type: text/plain; charset="us-ascii"Subject: [IRR] Klez: The Virus That Won't DieSender: irregulars-admin@tb.tfErrors-To: irregulars-admin@tb.tfX-Beenthere: irregulars@tb.tfX-Mailman-Version: 2.0.6Precedence: bulkList-Help: <mailto:irregulars-request@tb.tf?subject=help>List-Post: <mailto:irregulars@tb.tf>List-Subscribe: <http://tb.tf/mailman/listinfo/irregulars>, <mailto:irregulars-request@tb.tf?subject=subscribe>List-Id: New home of the TBTF Irregulars mailing list <irregulars.tb.tf>List-Unsubscribe: <http://tb.tf/mailman/listinfo/irregulars>, <mailto:irregulars-request@tb.tf?subject=unsubscribe>List-Archive: <http://tb.tf/mailman/private/irregulars/>Date: Thu, 22 Aug 2002 09:15:25 -0400Klez: The Virus That Won't Die Already the most prolific virus ever, Klez continues to wreak havoc.Andrew Brandt>>From the September 2002 issue of PC World magazinePosted Thursday, August 01, 2002The Klez worm is approaching its seventh month of wriggling across the Web, making it one of the most persistent viruses ever. And experts warn that it may be a harbinger of new viruses that use a combination of pernicious approaches to go from PC to PC.Antivirus software makers Symantec and McAfee both report more than 2000 new infections daily, with no sign of letup at press time. The British security firm MessageLabs estimates that 1 in every 300 e-mail messages holds a variation of the Klez virus, and says that Klez has already surpassed last summer's SirCam as the most prolific virus ever.And some newer Klez variants aren't merely nuisances--they can carry other viruses in them that corrupt your data....http://www.pcworld.com/news/article/0,aid,103259,00.asp_______________________________________________Irregulars mailing listIrregulars@tb.tfhttp://tb.tf/mailman/listinfo/irregulars
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## 1 From Stewart.Smith@ee.ed.ac.uk Thu Aug 22 14:44:26 2002Return-Path: <Stewart.Smith@ee.ed.ac.uk>Delivered-To: zzzz@localhost.netnoteinc.comReceived: from localhost (localhost [127.0.0.1])\tby phobos.labs.netnoteinc.com (Postfix) with ESMTP id EC69D47C66\tfor <zzzz@localhost>; Thu, 22 Aug 2002 09:44:25 -0400 (EDT)Received: from phobos [127.0.0.1]\tby localhost with IMAP (fetchmail-5.9.0)\tfor zzzz@localhost (single-drop); Thu, 22 Aug 2002 14:44:25 +0100 (IST)Received: from n6.grp.scd.yahoo.com (n6.grp.scd.yahoo.com [66.218.66.90]) by dogma.slashnull.org (8.11.6/8.11.6) with SMTP id g7MDcOZ08504 for <zzzz@spamassassin.taint.org>; Thu, 22 Aug 2002 14:38:25 +0100X-Egroups-Return: sentto-2242572-52736-1030023506-zzzz=spamassassin.taint.org@returns.groups.yahoo.comReceived: from [66.218.67.192] by n6.grp.scd.yahoo.com with NNFMP; 22 Aug 2002 13:38:26 -0000X-Sender: Stewart.Smith@ee.ed.ac.ukX-Apparently-To: zzzzteana@yahoogroups.comReceived: (EGP: mail-8_1_0_1); 22 Aug 2002 13:38:25 -0000Received: (qmail 48882 invoked from network); 22 Aug 2002 13:38:25 -0000Received: from unknown (66.218.66.218) by m10.grp.scd.yahoo.com with QMQP; 22 Aug 2002 13:38:25 -0000Received: from unknown (HELO postbox.ee.ed.ac.uk) (129.215.80.253) by mta3.grp.scd.yahoo.com with SMTP; 22 Aug 2002 13:38:24 -0000Received: from ee.ed.ac.uk (sxs@dunblane [129.215.34.86]) by postbox.ee.ed.ac.uk (8.11.0/8.11.0) with ESMTP id g7MDcNi28645 for <forteana@yahoogroups.com>; Thu, 22 Aug 2002 14:38:23 +0100 (BST)Message-Id: <3D64E94E.8060301@ee.ed.ac.uk>Organization: Scottish Microelectronics CentreUser-Agent: Mozilla/5.0 (X11; U; SunOS sun4u; en-US; rv:1.1b) Gecko/20020628X-Accept-Language: en, en-usTo: zzzzteana@yahoogroups.comReferences: <3D64F325.11319.61EA648@localhost>From: Stewart Smith <Stewart.Smith@ee.ed.ac.uk>X-Yahoo-Profile: stochasticusMIME-Version: 1.0Mailing-List: list zzzzteana@yahoogroups.com; contact forteana-owner@yahoogroups.comDelivered-To: mailing list zzzzteana@yahoogroups.comPrecedence: bulkList-Unsubscribe: <mailto:zzzzteana-unsubscribe@yahoogroups.com>Date: Thu, 22 Aug 2002 14:38:22 +0100Subject: Re: [zzzzteana] Nothing like mama used to makeReply-To: zzzzteana@yahoogroups.comContent-Type: text/plain; charset=US-ASCIIContent-Transfer-Encoding: 7bit> in adding cream to spaghetti carbonara, which has the same effect on pasta as> making a pizza a deep-pie; I just had to jump in here as Carbonara is one of my favourites to make and ask what the hell are you supposed to use instead of cream? I've never seen a recipe that hasn't used this. Personally I use low fat creme fraiche because it works quite nicely but the only time I've seen an supposedly authentic recipe for carbonara it was identical to mine (cream, eggs and lots of fresh parmesan) except for the creme fraiche.Stew-- Stewart SmithScottish Microelectronics Centre, University of Edinburgh.http://www.ee.ed.ac.uk/~sxs/------------------------ Yahoo! Groups Sponsor ---------------------~-->4 DVDs Free +s&p Join Nowhttp://us.click.yahoo.com/pt6YBB/NXiEAA/mG3HAA/7gSolB/TM---------------------------------------------------------------------~->To unsubscribe from this group, send an email to:forteana-unsubscribe@egroups.com Your use of Yahoo! Groups is subject to http://docs.yahoo.com/info/terms/
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## 1 From martin@srv0.ems.ed.ac.uk Thu Aug 22 14:54:39 2002Return-Path: <martin@srv0.ems.ed.ac.uk>Delivered-To: zzzz@localhost.netnoteinc.comReceived: from localhost (localhost [127.0.0.1])\tby phobos.labs.netnoteinc.com (Postfix) with ESMTP id 16FC743F99\tfor <zzzz@localhost>; Thu, 22 Aug 2002 09:54:38 -0400 (EDT)Received: from phobos [127.0.0.1]\tby localhost with IMAP (fetchmail-5.9.0)\tfor zzzz@localhost (single-drop); Thu, 22 Aug 2002 14:54:39 +0100 (IST)Received: from n14.grp.scd.yahoo.com (n14.grp.scd.yahoo.com [66.218.66.69]) by dogma.slashnull.org (8.11.6/8.11.6) with SMTP id g7MDoxZ08960 for <zzzz@spamassassin.taint.org>; Thu, 22 Aug 2002 14:50:59 +0100X-Egroups-Return: sentto-2242572-52737-1030024261-zzzz=spamassassin.taint.org@returns.groups.yahoo.comReceived: from [66.218.66.95] by n14.grp.scd.yahoo.com with NNFMP; 22 Aug 2002 13:51:01 -0000X-Sender: martin@srv0.ems.ed.ac.ukX-Apparently-To: zzzzteana@yahoogroups.comReceived: (EGP: mail-8_1_0_1); 22 Aug 2002 13:51:00 -0000Received: (qmail 71894 invoked from network); 22 Aug 2002 13:51:00 -0000Received: from unknown (66.218.66.218) by m7.grp.scd.yahoo.com with QMQP; 22 Aug 2002 13:51:00 -0000Received: from unknown (HELO haymarket.ed.ac.uk) (129.215.128.53) by mta3.grp.scd.yahoo.com with SMTP; 22 Aug 2002 13:51:00 -0000Received: from srv0.ems.ed.ac.uk (srv0.ems.ed.ac.uk [129.215.117.0]) by haymarket.ed.ac.uk (8.11.6/8.11.6) with ESMTP id g7MDow310334 for <forteana@yahoogroups.com>; Thu, 22 Aug 2002 14:50:59 +0100 (BST)Received: from EMS-SRV0/SpoolDir by srv0.ems.ed.ac.uk (Mercury 1.44); 22 Aug 02 14:50:58 +0000Received: from SpoolDir by EMS-SRV0 (Mercury 1.44); 22 Aug 02 14:50:31 +0000Organization: Management SchoolTo: zzzzteana@yahoogroups.comMessage-Id: <3D64FA3C.13325.63A5960@localhost>Priority: normalIn-Reply-To: <3D64E94E.8060301@ee.ed.ac.uk>X-Mailer: Pegasus Mail for Windows (v4.01)Content-Description: Mail message bodyFrom: "Martin Adamson" <martin@srv0.ems.ed.ac.uk>MIME-Version: 1.0Mailing-List: list zzzzteana@yahoogroups.com; contact forteana-owner@yahoogroups.comDelivered-To: mailing list zzzzteana@yahoogroups.comPrecedence: bulkList-Unsubscribe: <mailto:zzzzteana-unsubscribe@yahoogroups.com>Date: Thu, 22 Aug 2002 14:50:31 +0100Subject: Re: [zzzzteana] Nothing like mama used to makeReply-To: zzzzteana@yahoogroups.comContent-Type: text/plain; charset=US-ASCIIContent-Transfer-Encoding: 7bit> I just had to jump in here as Carbonara is one of my favourites to make and > ask > what the hell are you supposed to use instead of cream? Isn't it just basically a mixture of beaten egg and bacon (or pancetta, really)? You mix in the raw egg to the cooked pasta and the heat of the pasta cooks the egg. That's my understanding.Martin------------------------ Yahoo! Groups Sponsor ---------------------~-->4 DVDs Free +s&p Join Nowhttp://us.click.yahoo.com/pt6YBB/NXiEAA/mG3HAA/7gSolB/TM---------------------------------------------------------------------~->To unsubscribe from this group, send an email to:forteana-unsubscribe@egroups.com Your use of Yahoo! Groups is subject to http://docs.yahoo.com/info/terms/3.2 Show Raw Data in Data Frame as Table
- Convert Spam and Ham Text data to DataFrame
3.2.1 Spam
3.2.1.1 Kable
#kable(head(spams_df,2)) %>%
# kable_styling(bootstrap_options = c("striped","hover","condensed","responsive"),full_width = F,position = "left",font_size = 12) %>%
# row_spec(0, background ="gray")3.2.1.2 Data Table
#DT::datatable(spams_df, options = list(pagelength=5))
#datatable(spams_df)3.2.2 Ham
3.2.2.1 Kable
#kable(head(hams_df,2)) %>%
# kable_styling(bootstrap_options = c("striped","hover","condensed","responsive"), full_width=F, position="left", font_size=12) %>%
# row_spec(0, background ="gray")3.2.2.2 Data Table
#DT::datatable(hams_df, options = list(pagelength=5))
#datatable(hams_df)4 Sample Results
The total number of known spams are: 1396.
The total number of known hams are: 2500.
Grand total of Emails: 3896.
5 Data Analysis
5.1 Distribution
par(mfrow=c(1,2))
hist(nchar(spams_df$Content), main="Spams Length Frequency", xlab="Length of Emails", breaks = 100)
hist(nchar(hams_df$Content), main="Hams Length Frequency", xlab="Length of Emails", breaks = 100)
5.2 Spam Vs Ham Email Content
email.content <- bind_rows(mutate(df_spam_cleaned, type = "spam"),
mutate(df_ham_cleaned, type = "ham")) %>% ungroup()
total.email.content <- email.content %>%
group_by(type) %>%
summarize(total = sum(n))
email.content <- left_join(email.content, total.email.content)
ggplot(email.content, aes(n/total, fill = type)) +
geom_histogram(show.legend = FALSE) +
xlim(NA, 0.001) +
facet_wrap(~type, ncol = 2, scales = "free_y")
freq_by_rank.content <- email.content %>%
group_by(type) %>%
mutate(rank = row_number(),
`term frequency` = n/total)
freq_by_rank.content %>%
ggplot(aes(rank, `term frequency`, color = type)) +
geom_abline(intercept = -1.0237, slope = -0.9085, color = "gray50", linetype = 2) +
geom_line(size = 1.2, alpha = 0.8) +
scale_x_log10() +
scale_y_log10()
plot_email.content <- email.content %>%
bind_tf_idf(word, type, n) %>%
select(-total) %>%
arrange(desc(tf_idf)) %>%
mutate(type = factor(type, levels = rev(unique(type))))
plot_email.content %>%
group_by(type) %>%
top_n(50) %>%
ungroup %>%
ggplot(aes(word, tf_idf, fill = type)) +
geom_col(show.legend = FALSE) +
labs(x = NULL, y = "tf-idf") +
facet_wrap(~type, ncol = 2, scales = "free") +
coord_flip() +
theme(axis.text.x = element_text(angle=60, hjust=1))
5.3 Spam Vs Ham Words
df_spam_cleaned %>%
filter(n > 100) %>%
mutate(word = reorder(word, n)) %>%
ggplot(aes(word, n)) +
geom_col() +
xlab("Spam") +
coord_flip()
df_ham_cleaned %>%
filter(n > 100) %>%
mutate(word = reorder(word, n)) %>%
ggplot(aes(word, n)) +
geom_col() +
xlab("Ham") +
coord_flip()
# Red indicates `Spam`
plot_email.content %>%
filter(type == "spam") %>%
top_n(75) %>%
with(wordcloud(word, n, max.words = 75, colors =c('red')))
# Green indicates `Ham`
plot_email.content %>%
filter(type == "ham") %>%
top_n(75) %>%
with(wordcloud(word, n, max.words = 75, colors = c('green')))
6 Sentiment Analysis Spam vs Ham
# spam sentiments
spam_word_counts <- df_spam_cleaned %>%
#filter(type == 'spam') %>%
filter(n > 10) %>%
inner_join(get_sentiments("bing")) %>%
count(word, sentiment, sort = TRUE) %>%
ungroup()
# ham sentiments
ham_word_counts <- df_ham_cleaned %>%
#filter(type == 'ham') %>%
filter(n > 10) %>%
inner_join(get_sentiments("bing")) %>%
count(word, sentiment, sort = TRUE) %>%
ungroup()
spam_word_counts %>%
group_by(sentiment) %>%
top_n(10) %>%
ungroup() %>%
mutate(word = reorder(word, n)) %>%
ggplot(aes(word, n, fill = sentiment)) +
geom_col(show.legend = FALSE) +
facet_wrap(~sentiment, scales = "free_y") +
labs(y = "Contribution to sentiment",
x = NULL) +
coord_flip() +
theme_tufte()
ham_word_counts %>%
group_by(sentiment) %>%
top_n(10) %>%
ungroup() %>%
mutate(word = reorder(word, n)) %>%
ggplot(aes(word, n, fill = sentiment)) +
geom_col(show.legend = FALSE) +
facet_wrap(~sentiment, scales = "free_y") +
labs(y = "Contribution to sentiment",
x = NULL) +
coord_flip() +
theme_tufte()
7 Create Corpus and Term Document Matrix
## <<DocumentTermMatrix (documents: 3896, terms: 159826)>>
## Non-/sparse entries: 691918/621990178
## Sparsity : 100%
## Maximal term length: 81161
## Weighting : term frequency (tf)
## Sample :
## Terms
## Docs 127001 2002 aug esmtp jmlocalhost localhost mon oct postfix sep
## 1079 1 10 0 4 0 1 0 0 0 0
## 1090 2 4 0 1 2 3 0 0 1 0
## 1660 3 8 0 5 0 4 0 8 3 0
## 1965 4 7 0 5 2 5 0 0 3 8
## 2065 3 8 0 5 2 4 0 0 3 8
## 2072 3 18 0 4 2 3 0 0 3 9
## 2160 3 8 0 5 2 3 0 0 3 8
## 2337 3 10 0 4 2 3 0 9 3 0
## 28 0 0 0 2 0 0 4 0 2 0
## 51 0 0 0 2 0 0 0 0 2 0## <<DocumentTermMatrix (documents: 3896, terms: 9370)>>
## Non-/sparse entries: 468289/36037231
## Sparsity : 99%
## Maximal term length: 278
## Weighting : term frequency (tf)
## Sample :
## Terms
## Docs 127001 2002 aug esmtp jmlocalhost localhost mon oct postfix sep
## 1079 1 10 0 4 0 1 0 0 0 0
## 1660 3 8 0 5 0 4 0 8 3 0
## 1965 4 7 0 5 2 5 0 0 3 8
## 2065 3 8 0 5 2 4 0 0 3 8
## 2072 3 18 0 4 2 3 0 0 3 9
## 2160 3 8 0 5 2 3 0 0 3 8
## 2337 3 10 0 4 2 3 0 9 3 0
## 28 0 0 0 2 0 0 4 0 2 0
## 44 0 0 0 2 0 0 0 0 2 0
## 51 0 0 0 2 0 0 0 0 2 08 Split data into Training and Test
To predict the text, the sample data need to be used to model the data for test training
## train_labels
## Hams Spams
## 0.522245 0.477755## test_labels
## Hams
## 19 Predict using Naive Bayes model
Naive Bayes is a simple technique for constructing classifiers and performs extremely well. Naive Bayes is recommended when all input features are categorical. Thus we will use the Naive Bayes technique to classify such test data and check how well it performs.
The Naive Bayes model works on the assumption that the features of the dataset are independent of each other.
This works well for text documents since:
words in a text document are independent of each other. the location of one word doesn’t depend on another word. Thus satisfying the independence assumption of the Naive Bayes model. Hence, it is most commonly used for text classification, sentiment analysis, spam filtering & recommendation systems.
threshold <- 0.1
min_freq = round(emails_dtm$nrow*(threshold/100),0)
# Create vector of most frequent words
freq_words <- findFreqTerms(x = emails_dtm, lowfreq = min_freq)
#Filter the DTM
train_dtm_freq <- train_dtm[ , freq_words]
test_dtm_freq <- test_dtm[ , freq_words]Since Naive Bayes trains on categorical data, the numerical data is converted to categorical data. The numeric features are converted by a function that converts any non-zero positive value to “Yes” and all zero values to “No” to state whether a specific term is present in the document.
convert_values <- function(x) {
x <- ifelse(x > 0, "Yes", "No")
}
text_train <- apply(train_dtm_freq, MARGIN=2, convert_values)
text_test <- apply(test_dtm_freq, MARGIN=2, convert_values)Applying Naive Bayes model on the data
#Create model from the training dataset
text_classifier <- naiveBayes(text_train, factor(train_labels))
#head(text_classifier)
#Make predictions on test set
text_test_pred <- predict(text_classifier, text_test, type = "class")
#head(text_test_pred)The build is running out of memory hence the prediction is not running