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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 . -
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 -
Steganography and Vulnerabilities in Popular Archives Formats.| Nyxengine Nyx.Reversinglabs.Com
Hiding in the Familiar: Steganography and Vulnerabilities in Popular Archives Formats.| NyxEngine nyx.reversinglabs.com Contents Introduction to NyxEngine ............................................................................................................................ 3 Introduction to ZIP file format ...................................................................................................................... 4 Introduction to steganography in ZIP archives ............................................................................................. 5 Steganography and file malformation security impacts ............................................................................... 8 References and tools .................................................................................................................................... 9 2 Introduction to NyxEngine Steganography1 is the art and science of writing hidden messages in such a way that no one, apart from the sender and intended recipient, suspects the existence of the message, a form of security through obscurity. When it comes to digital steganography no stone should be left unturned in the search for viable hidden data. Although digital steganography is commonly used to hide data inside multimedia files, a similar approach can be used to hide data in archives as well. Steganography imposes the following data hiding rule: Data must be hidden in such a fashion that the user has no clue about the hidden message or file's existence. This can be achieved by -
Winzip 12 Reviewer's Guide
Introducing WinZip® 12 WinZip® is the most trusted way to work with compressed files. No other compression utility is as easy to use or offers the comprehensive and productivity-enhancing approach that has made WinZip the gold standard for file-compression tools. With the new WinZip 12, you can quickly and securely zip and unzip files to conserve storage space, speed up e-mail transmission, and reduce download times. State-of-the-art file compression, strong AES encryption, compatibility with more compression formats, and new intuitive photo compression, make WinZip 12 the complete compression and archiving solution. Building on the favorite features of a worldwide base of several million users, WinZip 12 adds new features for image compression and management, support for new compression methods, improved compression performance, support for additional archive formats, and more. Users can work smarter, faster, and safer with WinZip 12. Who will benefit from WinZip® 12? The simple answer is anyone who uses a PC. Any PC user can benefit from the compression and encryption features in WinZip to protect data, save space, and reduce the time to transfer files on the Internet. There are, however, some PC users to whom WinZip is an even more valuable and essential tool. Digital photo enthusiasts: As the average file size of their digital photos increases, people are looking for ways to preserve storage space on their PCs. They have lots of photos, so they are always seeking better ways to manage them. Sharing their photos is also important, so they strive to simplify the process and reduce the time of e-mailing large numbers of images. -
The Ark Handbook
The Ark Handbook Matt Johnston Henrique Pinto Ragnar Thomsen The Ark Handbook 2 Contents 1 Introduction 5 2 Using Ark 6 2.1 Opening Archives . .6 2.1.1 Archive Operations . .6 2.1.2 Archive Comments . .6 2.2 Working with Files . .7 2.2.1 Editing Files . .7 2.3 Extracting Files . .7 2.3.1 The Extract dialog . .8 2.4 Creating Archives and Adding Files . .8 2.4.1 Compression . .9 2.4.2 Password Protection . .9 2.4.3 Multi-volume Archive . 10 3 Using Ark in the Filemanager 11 4 Advanced Batch Mode 12 5 Credits and License 13 Abstract Ark is an archive manager by KDE. The Ark Handbook Chapter 1 Introduction Ark is a program for viewing, extracting, creating and modifying archives. Ark can handle vari- ous archive formats such as tar, gzip, bzip2, zip, rar, 7zip, xz, rpm, cab, deb, xar and AppImage (support for certain archive formats depends on the appropriate command-line programs being installed). In order to successfully use Ark, you need KDE Frameworks 5. The library libarchive version 3.1 or above is needed to handle most archive types, including tar, compressed tar, rpm, deb and cab archives. To handle other file formats, you need the appropriate command line programs, such as zipinfo, zip, unzip, rar, unrar, 7z, lsar, unar and lrzip. 5 The Ark Handbook Chapter 2 Using Ark 2.1 Opening Archives To open an archive in Ark, choose Open... (Ctrl+O) from the Archive menu. You can also open archive files by dragging and dropping from Dolphin. -
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. -
Rapc) 97 6.1 Compression Scheme
UCC Library and UCC researchers have made this item openly available. Please let us know how this has helped you. Thanks! Title Content-aware compression for big textual data analysis Author(s) Dong, Dapeng Publication date 2016 Original citation Dong, D. 2016. Content-aware compression for big textual data analysis. PhD Thesis, University College Cork. Type of publication Doctoral thesis Rights © 2016, Dapeng Dong. http://creativecommons.org/licenses/by-nc-nd/3.0/ Embargo information No embargo required Item downloaded http://hdl.handle.net/10468/2697 from Downloaded on 2021-10-11T16:19:07Z Content-aware Compression for Big Textual Data Analysis Dapeng Dong MSC Thesis submitted for the degree of Doctor of Philosophy ¡ NATIONAL UNIVERSITY OF IRELAND, CORK FACULTY OF SCIENCE DEPARTMENT OF COMPUTER SCIENCE May 2016 Head of Department: Prof. Cormac J. Sreenan Supervisors: Dr. John Herbert Prof. Cormac J. Sreenan Contents Contents List of Figures . iv List of Tables . vii Notation . viii Acknowledgements . .x Abstract . xi 1 Introduction 1 1.1 The State of Big Data . .1 1.2 Big Data Development . .2 1.3 Our Approach . .4 1.4 Thesis Structure . .8 1.5 General Convention . .9 1.6 Publications . 10 2 Background Research 11 2.1 Big Data Organization in Hadoop . 11 2.2 Conventional Compression Schemes . 15 2.2.1 Transformation . 15 2.2.2 Modeling . 17 2.2.3 Encoding . 22 2.3 Random Access Compression Scheme . 23 2.3.1 Context-free Compression . 23 2.3.2 Self-synchronizing Codes . 25 2.3.3 Indexing . 26 2.4 Emerging Techniques for Big Data Compression . -
Active@ Livecd User Guide Copyright © 1999-2015, LSOFT TECHNOLOGIES INC
Active@ LiveCD User Guide Copyright © 1999-2015, LSOFT TECHNOLOGIES INC. All rights reserved. No part of this documentation may be reproduced in any form or by any means or used to make any derivative work (such as translation, transformation, or adaptation) without written permission from LSOFT TECHNOLOGIES INC. LSOFT TECHNOLOGIES INC. reserves the right to revise this documentation and to make changes in content from time to time without obligation on the part of LSOFT TECHNOLOGIES INC. to provide notification of such revision or change. LSOFT TECHNOLOGIES INC. provides this documentation without warranty of any kind, either, implied or expressed, including, but not limited to, the implied warranties of merchantability and fitness for a particular purpose. LSOFT may make improvements or changes in the product(s) and/or the program(s) described in this documentation at any time. All technical data and computer software is commercial in nature and developed solely at private expense. As the User, or Installer/Administrator of this software, you agree not to remove or deface any portion of any legend provided on any licensed program or documentation contained in, or delivered to you in conjunction with, this User Guide. LSOFT.NET logo is a trademark of LSOFT TECHNOLOGIES INC. Other brand and product names may be registered trademarks or trademarks of their respective holders. 2 Active@ LiveCD User Guide Contents 1 Product Overview................................................................................................................ 4 1.1 About Active@ LiveCD .................................................................................................. 4 1.2 Requirements for Using Active@ Boot Disk .................................................................... 6 1.3 Downloading and Creating Active@ LiveCD.................................................................... 6 1.4 Booting from a CD, DVD or USB Media ......................................................................... -
Amphibian Ark Number 43 Keeping Threatened Amphibian Species Afloat June 2018
AArk Newsletter NewsletterNumber 43, June 2018 amphibian ark Number 43 Keeping threatened amphibian species afloat June 2018 In this issue... Reintroduction of the Northern Pool Frog to the UK - Progress Report, April 2018 ............... 2 ® Establishment of a captive breeding program for the Kroombit Tinkerfrog .............................. 4 In situ conservation of the Lemur Leaf Frog through habitat improvement and forest management practices in the Guayacán Rainforest Reserve in Costa Rica .................... 6 Neotropical amphibian biology, management and conservation course .................................. 8 Donation provides for equipment upgrades within the Biogeos Foundation facilities, at the Rescue of Endangered Venezuelan Amphibians program in Venezuela ................... 9 New AArk Conservation Grants program, and call for applications .................................. 10 Amphibian Advocates - José Alfredo Hernández Díaz, Africam Safari, Mexico ........ 11 Amphibian Advocates - Dr. Phil Bishop, Co-Chair IUCN SSC ASG............................... 12 AArk Newsletter - Instructions for authors ...... 13 A private donation helps the Valcheta Frog program in Argentina ...................................... 14 A rich food formula to raise tadpoles in captivity........................................................... 16 Vibicaria Conservation Program: creation of an ex situ model for a rediscovered species in Costa Rica ...................................................... 18 Reproduction of Dendropsophus padreluna at -
Deduplicating Compressed Contents in Cloud Storage Environment
Deduplicating Compressed Contents in Cloud Storage Environment Zhichao Yan, Hong Jiang Yujuan Tan* Hao Luo University of Texas Arlington Chongqing University University of Nebraska Lincoln [email protected] [email protected] [email protected] [email protected] Corresponding Author Abstract Data compression and deduplication are two common approaches to increasing storage efficiency in the cloud environment. Both users and cloud service providers have economic incentives to compress their data before storing it in the cloud. However, our analysis indicates that compressed packages of different data and differ- ently compressed packages of the same data are usual- ly fundamentally different from one another even when they share a large amount of redundant data. Existing data deduplication systems cannot detect redundant data among them. We propose the X-Ray Dedup approach to extract from these packages the unique metadata, such as the “checksum” and “file length” information, and use it as the compressed file’s content signature to help detect and remove file level data redundancy. X-Ray Dedup is shown by our evaluations to be capable of breaking in the boundaries of compressed packages and significantly Figure 1: A user scenario on cloud storage environment reducing compressed packages’ size requirements, thus further optimizing storage space in the cloud. will generate different compressed data of the same con- tents that render fingerprint-based redundancy identifi- cation difficult. Third, very similar but different digital 1 Introduction contents (e.g., files or data streams), which would other- wise present excellent deduplication opportunities, will Due to the information explosion [1, 3], data reduc- become fundamentally distinct compressed packages af- tion technologies such as compression and deduplica- ter applying even the same compression algorithm. -
Download the Index
41_067232945x_index.qxd 10/5/07 1:09 PM Page 667 Index NUMBERS 3D video, 100-101 10BaseT Ethernet NIC (Network Interface Cards), 512 64-bit processors, 14 100BaseT Ethernet NIC (Network Interface Cards), 512 A A (Address) resource record, 555 AbiWord, 171-172 ac command, 414 ac patches, 498 access control, Apache web server file systems, 536 access times, disabling, 648 Accessibility module (GNOME), 116 ACPI (Advanced Configuration and Power Interface), 61-62 active content modules, dynamic website creation, 544 Add a New Local User screen, 44 add command (CVS), 583 address books, KAddressBook, 278 Administrator Mode button (KDE Control Center), 113 Adobe Reader, 133 AFPL Ghostscript, 123 41_067232945x_index.qxd 10/5/07 1:09 PM Page 668 668 aggregators aggregators, 309 antispam tools, 325 aKregator (Kontact), 336-337 KMail, 330-331 Blam!, 337 Procmail, 326, 329-330 Bloglines, 338 action line special characters, 328 Firefox web browser, 335 recipe flags, 326 Liferea, 337 special conditions, 327 Opera web browser, 335 antivirus tools, 331-332 RSSOwl, 338 AP (Access Points), wireless networks, 260, 514 aKregator webfeeder (Kontact), 278, 336-337 Apache web server, 529 album art, downloading to multimedia dynamic websites, creating players, 192 active content modules, 544 aliases, 79 CGI programming, 542-543 bash shell, 80 SSI, 543 CNAME (Canonical Name) resource file systems record, 555 access control, 536 local aliases, email server configuration, 325 authentication, 536-538 allow directive (Apache2/httpd.conf), 536 installing Almquist shells