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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). -
LZ Based Compression Benchmark on PE Files Introduction LZ Based
LZ based compression benchmark on PE files Zsombor Paróczi Abstract: The key element in runtime compression is the compression algorithm, that is used during processing. It has to be small in enough in decompression bytecode size to fit in the final executable, yet have to provide the best compression ratio. In our work we benchmark the top LZ based compression methods on Windows PE files (both exe and dll files), and present the results including the decompres- sion overhead and the compression rates. Keywords: lz based compression, compression benchmark, PE benchmark Introduction During runtime executable compression an already compiled executable is modified in ways, that it still retains the ability to execute, yet the transformation produces smaller file size. The transformations usually exists from multiple steps, changing the structure of the executable by removing unused bytes, adding a compression layer or modifying the code in itself. During the code modifications the actual bytecode can change, or remain the same depending on the modification itself. In the world of x86 (or even x86-64) PE compression there are only a few benchmarks, since the ever growing storage capacity makes this field less important. Yet in new fields, like IOT and wearable electronics every application uses some kind of compression, Android apk-s are always compressed by a simple gzip compression. There are two mayor benchmarks for PE compression available today, the Maximum Compression benchmark collection [1] includes two PE files, one DLL and one EXE, and the Pe Compression Test [2] has four exe files. We will use the exe files during our benchmark, referred as small corpus. -
Compress/Decompress Encrypt/Decrypt
Windows Compress/Decompress WinZip Standard WinZip Pro Compressed Folders Zip and unzip files instantly with 64-bit, best-in-class software ENHANCED! Compress MP3 files by 15 - 20 % on average Open and extract Zipx, RAR, 7Z, LHA, BZ2, IMG, ISO and all other major compression file formats Open more files types as a Zip, including DOCX, XLSX, PPTX, XPS, ODT, ODS, ODP, ODG,WMZ, WSZ, YFS, XPI, XAP, CRX, EPUB, and C4Z Use the super picker to unzip locally or to the cloud Open CAB, Zip and Zip 2.0 Methods Convert other major compressed file formats to Zip format Apply 'Best Compression' method to maximize efficiency automatically based on file type Reduce JPEG image files by 20 - 25% with no loss of photo quality or data integrity Compress using BZip2, LZMA, PPMD and Enhanced Deflate methods Compress using Zip 2.0 compatible methods 'Auto Open' a zipped Microsoft Office file by simply double-clicking the Zip file icon Employ advanced 'Unzip and Try' functionality to review interrelated components contained within a Zip file (such as an HTML page and its associated graphics). Windows Encrypt/Decrypt WinZip Standard WinZip Pro Compressed Folders Apply encryption and conversion options, including PDF conversion, watermarking and photo resizing, before, during or after creating your zip Apply separate conversion options to individual files in your zip Take advantage of hardware support in certain Intel-based computers for even faster AES encryption Administrative lockdown of encryption methods and password policies Check 'Encrypt' to password protect your files using banking-level encryption and keep them completely secure Secure sensitive data with strong, FIPS-197 certified AES encryption (128- and 256- bit) Auto-wipe ('shred') temporarily extracted copies of encrypted files using the U.S. -
Administrator's Guide
Trend Micro Incorporated reserves the right to make changes to this document and to the product described herein without notice. Before installing and using the product, review the readme files, release notes, and/or the latest version of the applicable documentation, which are available from the Trend Micro website at: http://docs.trendmicro.com/en-us/enterprise/scanmail-for-microsoft- exchange.aspx Trend Micro, the Trend Micro t-ball logo, Apex Central, eManager, and ScanMail are trademarks or registered trademarks of Trend Micro Incorporated. All other product or company names may be trademarks or registered trademarks of their owners. Copyright © 2020. Trend Micro Incorporated. All rights reserved. Document Part No.: SMEM149028/200709 Release Date: November 2020 Protected by U.S. Patent No.: 5,951,698 This documentation introduces the main features of the product and/or provides installation instructions for a production environment. Read through the documentation before installing or using the product. Detailed information about how to use specific features within the product may be available at the Trend Micro Online Help Center and/or the Trend Micro Knowledge Base. Trend Micro always seeks to improve its documentation. If you have questions, comments, or suggestions about this or any Trend Micro document, please contact us at [email protected]. Evaluate this documentation on the following site: https://www.trendmicro.com/download/documentation/rating.asp Privacy and Personal Data Collection Disclosure Certain features available in Trend Micro products collect and send feedback regarding product usage and detection information to Trend Micro. Some of this data is considered personal in certain jurisdictions and under certain regulations. -
Download Media Player Codec Pack Version 4.1 Media Player Codec Pack
download media player codec pack version 4.1 Media Player Codec Pack. Description: In Microsoft Windows 10 it is not possible to set all file associations using an installer. Microsoft chose to block changes of file associations with the introduction of their Zune players. Third party codecs are also blocked in some instances, preventing some files from playing in the Zune players. A simple workaround for this problem is to switch playback of video and music files to Windows Media Player manually. In start menu click on the "Settings". In the "Windows Settings" window click on "System". On the "System" pane click on "Default apps". On the "Choose default applications" pane click on "Films & TV" under "Video Player". On the "Choose an application" pop up menu click on "Windows Media Player" to set Windows Media Player as the default player for video files. Footnote: The same method can be used to apply file associations for music, by simply clicking on "Groove Music" under "Media Player" instead of changing Video Player in step 4. Media Player Codec Pack Plus. Codec's Explained: A codec is a piece of software on either a device or computer capable of encoding and/or decoding video and/or audio data from files, streams and broadcasts. The word Codec is a portmanteau of ' co mpressor- dec ompressor' Compression types that you will be able to play include: x264 | x265 | h.265 | HEVC | 10bit x265 | 10bit x264 | AVCHD | AVC DivX | XviD | MP4 | MPEG4 | MPEG2 and many more. File types you will be able to play include: .bdmv | .evo | .hevc | .mkv | .avi | .flv | .webm | .mp4 | .m4v | .m4a | .ts | .ogm .ac3 | .dts | .alac | .flac | .ape | .aac | .ogg | .ofr | .mpc | .3gp and many more. -
ACS – the Archival Cytometry Standard
http://flowcyt.sf.net/acs/latest.pdf ACS – the Archival Cytometry Standard Archival Cytometry Standard ACS International Society for Advancement of Cytometry Candidate Recommendation DRAFT Document Status The Archival Cytometry Standard (ACS) has undergone several revisions since its initial development in June 2007. The current proposal is an ISAC Candidate Recommendation Draft. It is assumed, however not guaranteed, that significant features and design aspects will remain unchanged for the final version of the Recommendation. This specification has been formally tested to comply with the W3C XML schema version 1.0 specification but no position is taken with respect to whether a particular software implementing this specification performs according to medical or other valid regulations. The work may be used under the terms of the Creative Commons Attribution-ShareAlike 3.0 Unported license. You are free to share (copy, distribute and transmit), and adapt the work under the conditions specified at http://creativecommons.org/licenses/by-sa/3.0/legalcode. Disclaimer of Liability The International Society for Advancement of Cytometry (ISAC) disclaims liability for any injury, harm, or other damage of any nature whatsoever, to persons or property, whether direct, indirect, consequential or compensatory, directly or indirectly resulting from publication, use of, or reliance on this Specification, and users of this Specification, as a condition of use, forever release ISAC from such liability and waive all claims against ISAC that may in any manner arise out of such liability. ISAC further disclaims all warranties, whether express, implied or statutory, and makes no assurances as to the accuracy or completeness of any information published in the Specification. -
Divx Codec Package
Divx codec package Videos. How To Use DivX Mux GUI · How to Stream DivX Plus HD (MKV) files to your Xbox · more. Guides. There are no guides available. Search FAQs. Téléchargement gratuit. Inclut DivX Codec et tout ce dont vous avez besoin pour lire les fichiers DivX, AVI ou MKV dans n'importe quel lecteur multimédia. Kostenloser Download. Umfasst DivX Codec und alles, was Du zur Wiedergabe von DivX-, AVI- oder MKV-Dateien in einem beliebigen Media-Player brauchst. H codecs compress digital video files so that they only use half the space of MPEG-2, to deliver the same quality video. An H encoder delivers. Download grátis. Inclui DivX Codec e tudo o mais de que você precisa para reproduzir arquivos DivX, AVI ou MKV em qualquer player de mídia. Free video software downloads to play & stream DivX (AVI) & DivX Plus HD (MKV) video. Find devices to play DivX video and Hollywood movies in DivX format. You can do it all in one go and be ready for any video format that comes your way. Codec Pack All-in-1 includes: DivX ; XviD Codec Media Player Codec Pack for Microsoft Windows, 10, , 8, 7, Vista, XP, , x | h | HEVC | 10bit x | x | h | AVCHD | AVC | DivX | XviD. They feature improved HEVC and AVC decoders for better stability and the DivX codec pack has been removed for consistency around the. Codec Pack All in 1, free and safe download. Codec Pack All in 1 latest version: A free Video program for Windows. Codec Pack All in 1 is a good, free Windows. -
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 . -
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 ............................................................................................................ -
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 -
Financial Statements
ANNUAL REPORT FLYHT AEROSPACE SOLUTIONS LTD. Table of Contents Commonly used Financial Terms and Aviation Acronyms ..................................................................................................... 3 Letter to Shareholders ............................................................................................................................................................. 4 Management Discussion & Analysis ....................................................................................................................................... 5 Non-GAAP Financial Measures .......................................................................................................................................... 5 Forward-Looking Statements .............................................................................................................................................. 5 FLYHT Overview ................................................................................................................................................................. 6 Trends and Economic Factors .......................................................................................................................................... 11 Environmental, Social and Corporate Governance .......................................................................................................... 13 2020 Contracts, Achievements and Activities .................................................................................................................