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Data Preparation & Descriptive Statistics
Data Preparation & Descriptive Statistics (ver. 2.4) Oscar Torres-Reyna Data Consultant [email protected] PU/DSS/OTR http://dss.princeton.edu/training/ Basic definitions… For statistical analysis we think of data as a collection of different pieces of information or facts. These pieces of information are called variables. A variable is an identifiable piece of data containing one or more values. Those values can take the form of a number or text (which could be converted into number) In the table below variables var1 thru var5 are a collection of seven values, ‘id’ is the identifier for each observation. This dataset has information for seven cases (in this case people, but could also be states, countries, etc) grouped into five variables. id var1 var2 var3 var4 var5 1 7.3 32.27 0.1 Yes Male 2 8.28 40.68 0.56 No Female 3 3.35 5.62 0.55 Yes Female 4 4.08 62.8 0.83 Yes Male 5 9.09 22.76 0.26 No Female 6 8.15 90.85 0.23 Yes Female 7 7.59 54.94 0.42 Yes Male PU/DSS/OTR Data structure… For data analysis your data should have variables as columns and observations as rows. The first row should have the column headings. Make sure your dataset has at least one identifier (for example, individual id, family id, etc.) id var1 var2 var3 var4 var5 First row should have the variable names 1 7.3 32.27 0.1 Yes Male 2 8.28 40.68 0.56 No Female Cross-sectional data 3 3.35 5.62 0.55 Yes Female 4 4.08 62.8 0.83 Yes Male 5 9.09 22.76 0.26 No Female 6 8.15 90.85 0.23 Yes Female 7 7.59 54.94 0.42 Yes Male id year var1 var2 var3 1 2000 7 74.03 0.55 Group 1 1 2001 2 4.6 0.44 At least one identifier 1 2002 2 25.56 0.77 2 2000 7 59.52 0.05 Cross-sectional time series data Group 2 2 2001 2 16.95 0.94 or panel data 2 2002 9 1.2 0.08 3 2000 9 85.85 0.5 Group 3 3 2001 3 98.85 0.32 3 2002 3 69.2 0.76 PU/DSS/OTR NOTE: See: http://www.statistics.com/resources/glossary/c/crossdat.php Data format (ASCII)… ASCII (American Standard Code for Information Interchange). -
Full Document
R&D Centre for Mobile Applications (RDC) FEE, Dept of Telecommunications Engineering Czech Technical University in Prague RDC Technical Report TR-13-4 Internship report Evaluation of Compressibility of the Output of the Information-Concealing Algorithm Julien Mamelli, [email protected] 2nd year student at the Ecole´ des Mines d'Al`es (N^ımes,France) Internship supervisor: Luk´aˇsKencl, [email protected] August 2013 Abstract Compression is a key element to exchange files over the Internet. By generating re- dundancies, the concealing algorithm proposed by Kencl and Loebl [?], appears at first glance to be particularly designed to be combined with a compression scheme [?]. Is the output of the concealing algorithm actually compressible? We have tried 16 compression techniques on 1 120 files, and the result is that we have not found a solution which could advantageously use repetitions of the concealing method. Acknowledgments I would like to express my gratitude to my supervisor, Dr Luk´aˇsKencl, for his guidance and expertise throughout the course of this work. I would like to thank Prof. Robert Beˇst´akand Mr Pierre Runtz, for giving me the opportunity to carry out my internship at the Czech Technical University in Prague. I would also like to thank all the members of the Research and Development Center for Mobile Applications as well as my colleagues for the assistance they have given me during this period. 1 Contents 1 Introduction 3 2 Related Work 4 2.1 Information concealing method . 4 2.2 Archive formats . 5 2.3 Compression algorithms . 5 2.3.1 Lempel-Ziv algorithm . -
End-To-End Enterprise Encryption: a Look at Securezip® Technology
End-to-End Enterprise Encryption: A Look at SecureZIP® Technology TECHNICAL WHITE PAPER WP 700.xxxx End-to-End Enterprise Encryption: A Look at SecureZIP Technology Table of Contents SecureZIP Executive Summary 3 SecureZIP: The Next Generation of ZIP 4 PKZIP: The Foundation for SecureZIP 4 Implementation of ZIP Encryption 5 Hybrid Cryptosystem 6 Crytopgraphic Calculation Sources 7 Digital Signing 7 In Step with the Data Protection Market’s Needs 7 Conclusion 8 WP-SZ-032609 | 2 End-to-End Enterprise Encryption: A Look at SecureZIP Technology End-to-End Enterprise Encryption: A Look at SecureZIP Technology Every day sensitive data is exchanged within your organization, both internally and with external partners. Personal health & insurance data of your employees is shared between your HR department and outside insurance carriers. Customer PII (Personally Identifiable Information) is transferred from your corporate headquarters to various offices around the world. Payment transaction data flows between your store locations and your payments processor. All of these instances involve sensitive data and regulated information that must be exchanged between systems, locations, and partners; a breach of any of them could lead to irreparable damage to your reputation and revenue. Organizations today must adopt a means for mitigating the internal and external risks of data breach and compromise. The required solution must support the exchange of data across operating systems to account for both the diversity of your own infrastructure and the unknown infrastructures of your customers, partners, and vendors. Moreover, that solution must integrate naturally into your existing workflows to keep operational cost and impact to minimum while still protecting data end-to-end. -
The Basic Principles of Data Compression
The Basic Principles of Data Compression Author: Conrad Chung, 2BrightSparks Introduction Internet users who download or upload files from/to the web, or use email to send or receive attachments will most likely have encountered files in compressed format. In this topic we will cover how compression works, the advantages and disadvantages of compression, as well as types of compression. What is Compression? Compression is the process of encoding data more efficiently to achieve a reduction in file size. One type of compression available is referred to as lossless compression. This means the compressed file will be restored exactly to its original state with no loss of data during the decompression process. This is essential to data compression as the file would be corrupted and unusable should data be lost. Another compression category which will not be covered in this article is “lossy” compression often used in multimedia files for music and images and where data is discarded. Lossless compression algorithms use statistic modeling techniques to reduce repetitive information in a file. Some of the methods may include removal of spacing characters, representing a string of repeated characters with a single character or replacing recurring characters with smaller bit sequences. Advantages/Disadvantages of Compression Compression of files offer many advantages. When compressed, the quantity of bits used to store the information is reduced. Files that are smaller in size will result in shorter transmission times when they are transferred on the Internet. Compressed files also take up less storage space. File compression can zip up several small files into a single file for more convenient email transmission. -
Encryption Introduction to Using 7-Zip
IT Services Training Guide Encryption Introduction to using 7-Zip It Services Training Team The University of Manchester email: [email protected] www.itservices.manchester.ac.uk/trainingcourses/coursesforstaff Version: 5.3 Training Guide Introduction to Using 7-Zip Page 2 IT Services Training Introduction to Using 7-Zip Table of Contents Contents Introduction ......................................................................................................................... 4 Compress/encrypt individual files ....................................................................................... 5 Email compressed/encrypted files ....................................................................................... 8 Decrypt an encrypted file ..................................................................................................... 9 Create a self-extracting encrypted file .............................................................................. 10 Decrypt/un-zip a file .......................................................................................................... 14 APPENDIX A Downloading and installing 7-Zip ................................................................. 15 Help and Further Reference ............................................................................................... 18 Page 3 Training Guide Introduction to Using 7-Zip Introduction 7-Zip is an application that allows you to: Compress a file – for example a file that is 5MB can be compressed to 3MB Secure the -
ARC File Revision 3.0 Proposal
ARC file Revision 3.0 Proposal Steen Christensen, Det Kongelige Bibliotek <ssc at kb dot dk> Michael Stack, Internet Archive <stack at archive dot org> Edited by Michael Stack Revision History Revision 1 09/09/2004 Initial conversion of wiki working doc. [http://crawler.archive.org/cgi-bin/wiki.pl?ArcRevisionProposal] to docbook. Added suggested edits suggested by Gordon Mohr (Others made are still up for consideration). This revision is what is being submitted to the IIPC Framework Group for review at their London, 09/20/2004 meeting. Table of Contents 1. Introduction ............................................................................................................................2 1.1. IIPC Archival Data Format Requirements .......................................................................... 2 1.2. Input ...........................................................................................................................2 1.3. Scope ..........................................................................................................................3 1.4. Acronyms, Abbreviations and Definitions .......................................................................... 3 2. ARC Record Addressing ........................................................................................................... 4 2.1. Reference ....................................................................................................................4 2.2. The ari Scheme ............................................................................................................ -
Pack, Encrypt, Authenticate Document Revision: 2021 05 02
PEA Pack, Encrypt, Authenticate Document revision: 2021 05 02 Author: Giorgio Tani Translation: Giorgio Tani This document refers to: PEA file format specification version 1 revision 3 (1.3); PEA file format specification version 2.0; PEA 1.01 executable implementation; Present documentation is released under GNU GFDL License. PEA executable implementation is released under GNU LGPL License; please note that all units provided by the Author are released under LGPL, while Wolfgang Ehrhardt’s crypto library units used in PEA are released under zlib/libpng License. PEA file format and PCOMPRESS specifications are hereby released under PUBLIC DOMAIN: the Author neither has, nor is aware of, any patents or pending patents relevant to this technology and do not intend to apply for any patents covering it. As far as the Author knows, PEA file format in all of it’s parts is free and unencumbered for all uses. Pea is on PeaZip project official site: https://peazip.github.io , https://peazip.org , and https://peazip.sourceforge.io For more information about the licenses: GNU GFDL License, see http://www.gnu.org/licenses/fdl.txt GNU LGPL License, see http://www.gnu.org/licenses/lgpl.txt 1 Content: Section 1: PEA file format ..3 Description ..3 PEA 1.3 file format details ..5 Differences between 1.3 and older revisions ..5 PEA 2.0 file format details ..7 PEA file format’s and implementation’s limitations ..8 PCOMPRESS compression scheme ..9 Algorithms used in PEA format ..9 PEA security model .10 Cryptanalysis of PEA format .12 Data recovery from -
Chapter 11. Media Formats for Data Submission and Archive 11-1
Chapter 11. Media Formats for Data Submission and Archive 11-1 Chapter 11. Media Formats for Data Submission and Archive This standard identifies the physical media formats to be used for data submission or delivery to the PDS or its science nodes. The PDS expects flight projects to deliver all archive products on magnetic or optical media. Electronic delivery of modest volumes of special science data products may be negotiated with the science nodes. Archive Planning - During archive planning, the data producer and PDS will determine the medium (or media) to use for data submission and archiving. This standard lists the media that are most commonly used for submitting data to and subsequently archiving data with the PDS. Delivery of data on media other than those listed here may be negotiated with the PDS on a case- by-case basis. Physical Media for Archive - For archival products only media that conform to the appropriate International Standards Organization (ISO) standard for physical and logical recording formats may be used. 1. The preferred data delivery medium is the Compact Disk (CD-ROM or CD-Recordable) produced in ISO 9660 format, using Interchange Level 1, subject to the restrictions listed in Section 10.1.1. 2. Compact Disks may be produced in ISO 9660 format using Interchange Level 2, subject to the restrictions listed in Section 10.1.2. 3. Digital Versatile Disk (DVD-ROM or DVD-R) should be produced in UDF-Bridge format (Universal Disc Format) with ISO 9660 Level 1 or Level 2 compatibility. Because of hardware compatibility and long-term stability issues, the use of 12-inch Write Once Read Many (WORM) disk, 8-mm Exabyte tape, 4-mm DAT tape, Bernoulli Disks, Zip disks, Syquest disks and Jaz disks is not recommended for archival use. -
User Commands GZIP ( 1 ) Gzip, Gunzip, Gzcat – Compress Or Expand Files Gzip [ –Acdfhllnnrtvv19 ] [–S Suffix] [ Name ... ]
User Commands GZIP ( 1 ) NAME gzip, gunzip, gzcat – compress or expand files SYNOPSIS gzip [–acdfhlLnNrtvV19 ] [– S suffix] [ name ... ] gunzip [–acfhlLnNrtvV ] [– S suffix] [ name ... ] gzcat [–fhLV ] [ name ... ] DESCRIPTION Gzip reduces the size of the named files using Lempel-Ziv coding (LZ77). Whenever possible, each file is replaced by one with the extension .gz, while keeping the same ownership modes, access and modification times. (The default extension is – gz for VMS, z for MSDOS, OS/2 FAT, Windows NT FAT and Atari.) If no files are specified, or if a file name is "-", the standard input is compressed to the standard output. Gzip will only attempt to compress regular files. In particular, it will ignore symbolic links. If the compressed file name is too long for its file system, gzip truncates it. Gzip attempts to truncate only the parts of the file name longer than 3 characters. (A part is delimited by dots.) If the name con- sists of small parts only, the longest parts are truncated. For example, if file names are limited to 14 characters, gzip.msdos.exe is compressed to gzi.msd.exe.gz. Names are not truncated on systems which do not have a limit on file name length. By default, gzip keeps the original file name and timestamp in the compressed file. These are used when decompressing the file with the – N option. This is useful when the compressed file name was truncated or when the time stamp was not preserved after a file transfer. Compressed files can be restored to their original form using gzip -d or gunzip or gzcat. -
How to 'Zip and Unzip' Files
How to 'zip and unzip' files The Windows 10 operating system provides a very easy way to zip-up any file (or folder) you want by using a utility program called 7-zip (Seven Zip). The program is integrated in the context menu which you get when you right-click on anything selected. Here are the basic steps you need to take in order to: Zip a file and create an archive 1. Open a folder in your machine and select any file (by clicking on it once). I selected a single file called 'how-to send an email.docx' 2. Now right click the mouse to have the context menu appear 3. In the context menu you should be able to see some commands like the capture below 4. Since we want to zip up the file you need to select one of the bottom two options a. 'Add to archive' will actually open up a dialog of the 7-zip application and will give you the opportunity to customise the archive. b. 'Add to how-to send an email.zip' is actually the quickest way possible to create an archive. The software uses the name of the file and selects a default compression scheme (.zip) so that you can, with two clicks, create a zip archive containing the original file. 5. Now you can use the 'how-to send an email.zip' file and send it as a 'smaller' email attachment. Now consider that you have just received (via email) the 'how-to send an email.zip' file and you need to get (the correct phrase is extract) the file it contains. -
How to Compress LARGE Files (Greater Than 4GB) on IBM I for IBM I and Non-IBM I Systems
How to Compress LARGE Files (Greater Than 4GB) on IBM i for IBM i and Non-IBM i Systems By Leo Whitaker Technical Support Supervisor The H.T. Hackney Co. – Grand Rapids SEMIUG May 24, 2016 You will need these commands… ADDENVVAR ENVVAR(JAVA_HOME) REPLACE(*YES) VALUE('/QOpenSys/QIBM/ProdData/JavaVM/jdk80/64bit') LEVEL(*JOB) cd '/home/user1' QSH CMD('jar cfM CUSTITEMPR.ZIP CUSTITEMPR.TXT') Scenario: - Customer/item pricing data file - Produced daily after Midnight in Knoxville - Ready to cross the WAN to GR by 3am wrklnk '/home/user1/CUSTITEMPR.TXT' Size of object data in bytes . : 29,582,702,600 - Estimated transmission time: 4.5 hours. - Order receiving system distributes the data to handheld order taking devices that work off-line through the day. - Devices are synced starting at 6am. - The data won’t be there until 7:30am :( Object Compression for i CRTSAVF FILE(QGPL/SAVEFILE) Object Type Attribute Size CSITTESTPR *FILE PF 12,303,405,056 SAVOBJ OBJ(CSITTESTPR) LIB(QGPL) DEV(*SAVF) OBJTYPE(*FILE) SAVF(QGPL/SAVEFILE) DTACPR(???) DTACPR(???) Run Time CPU Savefile Size Comp *NONE 2 Min .011 12,306,644,992 0% *LOW 2 Min .011 9,481,269,248 23% *MEDIUM 6 Min .010 2,601,541,632 79% *HIGH 29 Min .013 2,292,277,248 81% On the target IBM i… Create the *SAVF before attempting the transfer CRTSAVF FILE(QGPL/SAVEFILE) Transfer the file to the target system… FTP 192.168.1.1 user pass bin get SAVEFILE (replace quit Restore the object from the *SAVF RSTOBJ OBJ(CSITTESTPR) LIB(QGPL) DEV(*SAVF) OBJTYPE(*FILE) SAVF(QGPL/SAVEFILE) Not i .. -
Users Manual
Users Manual PKZIP® Server SecureZIP® Server SecureZIP Partner Copyright © 1997-2007 PKWARE, Inc. All Rights Reserved. No part of this publication may be reproduced, transmitted, transcribed, stored in a retrieval system, or translated into any other language in whole or in part, in any form or by any means, whether it be electronic, mechanical, magnetic, optical, manual or otherwise, without prior written consent of PKWARE, Inc. PKWARE, INC., DISCLAIMS ALL WARRANTIES AS TO THIS SOFTWARE, WHETHER EXPRESS OR IMPLIED, INCLUDING WITHOUT LIMITATION ANY IMPLIED WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, FUNCTIONALITY, DATA INTEGRITY, OR PROTECTION. PKWARE IS NOT LIABLE FOR INCIDENTAL OR CONSEQUENTIAL DAMAGES. Portions of this software include RSA BSAFE ® cryptographic or security protocol software from RSA Security Inc. This software includes portions that are copyright © The OpenLDAP Foundation, 1998- 2003 and are used under the OpenLDAP Public License. The text of this license is indented below: The OpenLDAP Public License Version 2.7, 7 September 2001 Redistribution and use of this software and associated documentation ("Software"), with or without modification, are permitted provided that the following conditions are met: 1. Redistributions of source code must retain copyright statements and notices, 2. Redistributions in binary form must reproduce applicable copyright statements and notices, this list of conditions, and the following disclaimer in the documentation and/or other materials provided with the distribution, and 3. Redistributions must contain a verbatim copy of this document. The OpenLDAP Foundation may revise this license from time to time. Each revision is distinguished by a version number. You may use this Software under terms of this license revision or under the terms of any subsequent revision of the license.