Open Source Technologies in Education

Total Page:16

File Type:pdf, Size:1020Kb

Open Source Technologies in Education Recent Researches in Educational Technologies Open source technologies in education MARTIN FOLTIN, PETER FODREK, MICHAL BLAHO, JÁN MURGAŠ Institute of control and industrial informatics Faculty of Electrical Engineering and Information Technology Slovak University of Technology Ilkovičova 3, 812 19 Bratislava SLOVAK REPUBLIC [email protected], [email protected] Abstract: Every modern university of technology used widely in education computing today. A key decision is usually the choice of software used. This step is necessary to thoroughly analyse and think, because the decision may affect a whole generation of students. In most cases, universities still rely on proprietary software. Often choose by the habit of the Windows operating system. Such an approach is unnecessary increase in funding for IT and in addition prevents the freedom of choice as operating system, as well as software. We have decided to include as the main software package programs from the family of open source at Faculty of Electrical and Information Technology STU - Department of Information and communication systems. The advantage is to reduce the cost of license and possibility of choosing the operating system. Key-Words: - Open source, education, university, productivity suites, development tools, image editors, webservers, costs, document formats 1 Introduction like KDE have subprojects that are interested in Open source philosophy is based on idea that all education programs [2,3]. Opposite to history these software may be used freely and for free at least for programs are targeted to K12 education not for personal use and at least for general usage programs tertiary education. This is one of three main faults like operating systems and productivity suites. To of open source management. Open source makes ensure freedom of such programs there is need to shift to more commercial then philosophical use open formats. Freedom in the meaning of the approach today. There are companies that sell open sources is granted in four main freedoms: software that grants open source rights but they add services to the classical open source. These • Freedom 0 - to use program for any companies are financing source for open source. purpose Another source of financing of OSS is selling prepaid subscription to the Linux weekly news. This • Freedom 1 - to study how program works and to modify program to better-fit user news page has more than 70,000 subscriptions at requirements main cost of 7 USD/month. They pay 200 USD/paper to the novice authors and more for well- • Freedom 2 - to let friend to use program known and respected authors. Authors are mainly legally Linux hackers so this is way to finance open source Freedom 3 - to distribute modified version • development. when granting same rights as you have These freedoms are based of academic freedoms. This is case that most of open source users are based 2 Open source at our department inside of academic community. It is because most of Department of information and communication the open source developers came for academic systems is using family of open source software community. Another group of open source users is products in no small range. We are able to cover based in industry experts. most needs resulted from the activities of our Basics of open source were established in hacker department with open source programs. Programs culture on Artificial Intelligence lab at could be divided into the following groups: Massachusetts Institute of technology at Cambridge, MA. Artificial Intelligence Lab is now part of • Operating systems Computer Science and Artificial intelligence lab [1]. • Productivity suites Many of programs in the large open source projects • Development environments ISBN: 978-1-61804-021-3 131 Recent Researches in Educational Technologies • Image editors (vector and raster) • Web servers Usage of open source programs at the department brings several advantages. GPL licensed programs are freely redistributable. There is no need of complicated license management and license server at all. Students have free access to all programs we used and they can legally install them on their computers with no additional cost. This allows them to continue work at home or in study hall or the hostel. The programs we use are mostly free so we save considerable resources to buy another software. Incompatibility of data files is not a problem when Fig.1 OpenOffice.org – Writer [4] open formats are used. Convert from one format to another is much easier using open source programs. 4.1 Writer Conversion does not require protected licensed OpenOffice.org contains modern word processor proprietary formats. A substantial advantage is called Writer, which looks like Microsoft Office platform independence. Open source programs are Word 2003. With Writer you can write documents, often available for all major operating systems include pictures, tables and other objects. The style (Windows, Linux, Mac OS X). Staff and students of output documents can be for example letter, are not restricted to the choice of their computers newspaper, invitations or notes. OpenOffice.org mainly in software case. Our department focuses on uses ODT format (part of ISO 26300) natively but it platform-independence. Therefore courses provided can work with Microsoft Office Word format as by our staff are based on the use of open source well. Standard functions of Writer are AutoCorrect, programs. All documents are available in open AutoComplete, Styles, Formatting and other useful formats and even lectures are prepared in open features. Students can use Writer in individual source programs. projects or thesis (bachelor, master, PhD). Export to PDF format contains only two clicks from user. 3 Operating systems 4.2 Calc Although vast majority of the computers in Slovak For making spreadsheets OpenOffice.org offers education system runs Microsoft Windows Calc. Calc offers working with data in tables, operating system some of the students like to learn analyze and prepare them for presentation. Calc can other operating systems as well. Our department also work with Microsoft Office Excel files. It also uses and teaches several operating systems like has build in wizards for fast formulas editing and Apple Mac OS X based on open source kernel data manipulation. You can also arrange and filter named Darwin or other Unix or Unix like operating data. Sheets can contain charts that are adapting to systems (Ubuntu, Slackware, openSuse). These data changes in tables. Calc uses ODS format (also operating systems are not used only for computer part of ISO 26300). Export of the data can be made programming courses but as well for another. in different formats. 4.3 Impress OpenOffice.org has tool for making multimedia 4 Productivity suites presentations. You can include text, pictures, charts, Productivity suites are most used applications ever sounds or video into presentation. For more because they deal any office activities of any user. professional feeling you can use animations and Teachers use this type of tools almost every day for special effects. Impress can read Microsoft Office documents, data processing or lecture presentations. PowerPoint presentations. For easier usage Impress Main advantages of open source productivity suites contains many templates. Impress uses ODP format [4] do not force students to buy certain program (also part of ISO 26300). Presentation can be saved from certain vendor. They provide document also in PDF, flash or html format. formats that are readable almost everywhere. ISBN: 978-1-61804-021-3 132 Recent Researches in Educational Technologies 4.4 Draw Current version NetBeans IDE 7.0 is modern Tool for making pictures or diagrams in integrated development environment for several OpenOffice.org is called Draw. Pictures are created programming languages like Java JDK7, C/C++, with lines and curves. This means that all images are PHP and many others. NetBeans has a large vectors. We can work in 2D or 3D plane and setup ecosystem of the community developers. They help the position of lights. Intelligent connectors, grids or another people dealing with this IDE. It is very edge lines make connections between objects. Draw suitable for novice programmers for its simplicity of contains image gallery with many pictures, usage. animations, sounds that can be used in your paintings. Draw uses ODG format (also part of ISO 5.2 Eclipse 26300). Support for standard formats like bmp, jpg, Eclipse [6] is Integrated Development Environment gif or png is certainty. a tool that integrates all of last three tools and much more it eases development of the application. We do 4.5 Base not use this IDE because we use much less OpenOffice.org has tool for manipulating database complicated and not so much powerful IDE data. Base support file databases (dBASE) or NetBeans. It is more suitable than Eclipse during external relational databases like MySQL or Oracle. education process but not so used in the commercial We can create and modify database tables, forms, practice. Our students use Eclipse in the individual queries and outputs with built-in HSQL database projects as well as team projects. engine. Base has also many wizards for easy usage for beginners and also advanced users. 5.3 PsPad Parallel to complex performing development 4.6 Math environments such as Eclipse or NetBeans there are Math is special tool for making formulas and successfully used simple text editors like PSPad. It symbols. It contains many operators, functions and is one of a number of open source editors, which are formatting assistants. All this is in window on which suitable for creating simple programs using different can easy click by mouse. Equation can be written by programming languages or creating web pages using internal command also but you must know them. HTML. Editor has syntax highlighting keywords for They are very similar to TeX commands. Equations many languages. Of course there are C, C + +, Java, can be saved in standard format and also in special HTML, PHP, Java, Javacsript and many others XML format for formulas MathML.
Recommended publications
  • Technote 18.Rtfd
    Actions Tech. Note 18 Draft 1.0 Localizing Freeway Actions II Freeway 4 Pro supports multiple localization meaning that one copy of Freeway can be used in many languages. The language used is based on the language you have Mac OS set to. If Actions have been created with localization in mind then this will follow through into your Action Interface and even your Action output. Folder Structure To set your Action up for localization you will first need to create a folder to store your Action and the associated files in. This folder will be bundled once all of the necessary files have been added to it, it must also have a particular structure to it. It needs to contain a folder named "Contents", which in turn needs to contain a folder named "Resources". This must contain a folder "Actions" for the Action and further folders for each language that you want to represent the Action. These must take the form "Language.lproj" so for instance "English.lproj", Spanish.lproj", "French.lproj" and so on. There is no minimum number of localization folders you can use but you are limited to the maximum amount of languages included in Mac OS. 1. The folder structure Once the folder structure has been created you will need to make a Property List file (.plist) for the Contents folder. This will contain important information used to tell the OS information such as the developmental region of the bundle, an identifier for the bundle and so on. Creating the pList file The plist can be created one of two ways.
    [Show full text]
  • Fortran Resources 1
    Fortran Resources 1 Ian D Chivers Jane Sleightholme October 17, 2020 1The original basis for this document was Mike Metcalf’s Fortran Information File. The next input came from people on comp-fortran-90. Details of how to subscribe or browse this list can be found in this document. If you have any corrections, additions, suggestions etc to make please contact us and we will endeavor to include your comments in later versions. Thanks to all the people who have contributed. 2 Revision history The most recent version can be found at https://www.fortranplus.co.uk/fortran-information/ and the files section of the comp-fortran-90 list. https://www.jiscmail.ac.uk/cgi-bin/webadmin?A0=comp-fortran-90 • October 2020. Added an entry for Nvidia to the compiler section. Nvidia has integrated the PGI compiler suite into their NVIDIA HPC SDK product. Nvidia are also contributing to the LLVM Flang project. • September 2020. Added a computer arithmetic and IEEE formats section. • June 2020. Updated the compiler entry with details of standard conformance. • April 2020. Updated the Fortran Forum entry. Damian Rouson has taken over as editor. • April 2020. Added an entry for Hewlett Packard Enterprise in the compilers section • April 2020. Updated the compiler section to change the status of the Oracle compiler. • April 2020. Added an entry in the links section to the ACM publication Fortran Forum. • March 2020. Updated the Lorenzo entry in the history section. • December 2019. Updated the compiler section to add details of the latest re- lease (7.0) of the Nag compiler, which now supports coarrays and submodules.
    [Show full text]
  • Fira Code: Monospaced Font with Programming Ligatures
    Personal Open source Business Explore Pricing Blog Support This repository Sign in Sign up tonsky / FiraCode Watch 282 Star 9,014 Fork 255 Code Issues 74 Pull requests 1 Projects 0 Wiki Pulse Graphs Monospaced font with programming ligatures 145 commits 1 branch 15 releases 32 contributors OFL-1.1 master New pull request Find file Clone or download lf- committed with tonsky Add mintty to the ligatures-unsupported list (#284) Latest commit d7dbc2d 16 days ago distr Version 1.203 (added `__`, closes #120) a month ago showcases Version 1.203 (added `__`, closes #120) a month ago .gitignore - Removed `!!!` `???` `;;;` `&&&` `|||` `=~` (closes #167) `~~~` `%%%` 3 months ago FiraCode.glyphs Version 1.203 (added `__`, closes #120) a month ago LICENSE version 0.6 a year ago README.md Add mintty to the ligatures-unsupported list (#284) 16 days ago gen_calt.clj Removed `/**` `**/` and disabled ligatures for `/*/` `*/*` sequences … 2 months ago release.sh removed Retina weight from webfonts 3 months ago README.md Fira Code: monospaced font with programming ligatures Problem Programmers use a lot of symbols, often encoded with several characters. For the human brain, sequences like -> , <= or := are single logical tokens, even if they take two or three characters on the screen. Your eye spends a non-zero amount of energy to scan, parse and join multiple characters into a single logical one. Ideally, all programming languages should be designed with full-fledged Unicode symbols for operators, but that’s not the case yet. Solution Download v1.203 · How to install · News & updates Fira Code is an extension of the Fira Mono font containing a set of ligatures for common programming multi-character combinations.
    [Show full text]
  • Python for Linguists a Gentle Introduction
    Programming in Python for Linguists A Gentle Introduction Dirk Hovy USC’s Information Sciences Institute 4676 Admiralty Way, Marina del Rey, CA 90292 [email protected] September 25, 2012 Contents 1 Introduction 2 2 Programming 2 3 Python 4 3.1 Installing Python . .4 3.1.1 Windows . .4 3.1.2 Mac/Linux . .5 3.2 Using Python . .5 3.2.1 Windows . .5 3.2.2 Mac/Linux . .6 4 Program 1: Word Statistics — Assignment, For-Loops, and IO 7 4.1 Assignment . .9 4.2 Loops . 12 4.3 Input/Output . 14 5 Program 2: Word Counts — Dictionaries and Control Structures 15 5.1 Control Structures . 18 6 Program 3: Affixes — More on Lists 20 7 Program 4: Split — Functions and Syntactic Sugar 26 8 Debugging 28 9 Further Reading 30 1 1 Introduction Few, if any, linguistics programs do require an introduction to programming. That is a shame. Pro- gramming is a useful tool for linguists, just as word processing or statistics. It can help you do things faster and at larger scale. When I started programming in my PhD, I realized how useful even a little bit of programming would have been for my masters in linguistics: it would have made many term papers a lot easier (at least the empirical part). I hope this tutorial can be that little bit of programming for you and make your life a lot easier! Most people think of professional hackers when they hear programming, but the level necessary to be useful for linguistic work does not require a special degree.
    [Show full text]
  • Infovox Ivox & Visiovoice
    Cover by Michele Patterson Masthead Publisher Robert L. Pritchett from MPN, LLC Editor-in-Chief Robert L. Pritchett Editor Mike Hubbartt Assistant Editor Harry (doc) Babad Consultant Ted Bade Advertising and Marketing Director Wayne Lefevre Web Master James Meister Public Relations and Merchandizing Mark Howson Contacts Webmaster at macCompanion dot com Feedback at macCompanion dot com Correspondence 1952 Thayer, Drive, Richland, WA 99352 USA 1-509-210-0217 1-888-684-2161 rpritchett at macCompanion dot com The Macintosh Professional Network Team Harry {doc} Babad Ted Bade Matt Brewer (MacFanatic) Jack Campbell (Guest Author) Ken Crockett (Apple News Now) Kale Feelhaver (AppleMacPunk) Dr. Eric Flescher Eddie Hargreaves Jonathan Hoyle III Mark Howson (The Mac Nurse) Mike Hubbartt Daphne Kalfon (I Love My Mac) Wayne Lefevre Daniel MacKenzie Chris Marshall (My Apple Stuff) Dom McAllister Derek Meier James Meister Michele Patterson David Phillips (Guest Author) Robert Pritchett Leland Scott Dennis Sellers (Macsimum News) Gene Steinberg (The Tech Night Owl) Rick Sutcliffe (The Northern Spy) Tim Verpoorten (Surfbits) Julie M. Willingham Application Service Provider for the macCompanion website: http://www.stephousehosting.com Thanks to Daniel Counsell of Realmac Software Development (http://www.realmacsoftware.com), who graced these pages and our website with newer rating stars. Our special thanks to all those who have allowed us to review their products! In addition, thanks to you, our readers, who make this effort possible. Please support
    [Show full text]
  • Mac Text Editor for Coding
    Mac Text Editor For Coding Sometimes Pomeranian Mikey probed her cartography allegorically, but idiomorphic Patrik depolymerizes despotically or stains ethnocentrically. Cereal Morten sick-out advisably while Bartel always overglazing his anticholinergic crunches pregnantly, he equilibrating so eath. Substantiated Tore usually exuviated some Greenwich or bumbles pedagogically. TextEdit The Built-in Text Editor of Mac OS X CityMac. 4 great editors for macOS for editing plain lazy and for coding. Brackets enables you! Many features that allows you could wish to become almost everything from an awesome nintendo switch to. Top 11 Code Editors for Software Developers Bit Blog. We know what you have specific id, so fast feedback on rails without even allow users. Even convert any one. Spaces and broad range of alternatives than simply putting your code after it! It was very good things for example. Great joy to. What may find in pakistan providing payment gateway security news, as close to any query or. How does Start Coding Programming for Beginners Learn Coding. It was significantly as either running on every developer you buy, as well from your html tools for writing for free to add or handling is. Code is free pattern available rate your favorite platform Linux Mac OSX and Windows Categories in power with TextEdit Text Editor Compare. How do I steer to code? Have to inflict pain on this plot drawn so depending on your writing source code. Text but it does not suitable for adjusting multiple computers users. The wheat free if paid text editors for the Mac iMore. After logging in free with google translate into full member of useful is a file in a comment is ideal environment, where their personal taste.
    [Show full text]
  • Cheminformatics and Mass Spectrometry Course
    Welcome! Mass Spectrometry meets Cheminformatics Tobias Kind and Julie Leary UC Davis Course 1: General Introduction Class website: CHE 241 - Spring 2008 - CRN 16583 Slides: http://fiehnlab.ucdavis.edu/staff/kind/Teaching/ PPT is hyperlinked – please change to Slide Show Mode 1 What is ChemInformatics? Chemistry Mathematics Statistics Informatics Chemometrics est. 1975 Cheminformatics est. 1998 2 Who uses Cheminformatics? All parts of chemistry heavily depend on cheminformatics. Life sciences, biochemistry, drug industries use cheminformatics. 20 years ago: 80% in lab – 20% in front of computer Now: 20% in lab - 70% in front of computer (*) Examples: • Organic chemistry – automated reaction planning, Beilstein search • Physical chemistry – modeling of structure properties (boiling points) • Inorganic chemistry – ligand bond interactions • Analytical chemistry – structure elucidation of small compounds • Biochemistry – protein/small molecule interaction networks (*) 10% fixing and installing new programs 3 PhD Motivation for Mass Spectrometry meets ChemInformatics To be a master of spectra you need to be a master of structures in the first place. 765 100 OH N NH O O 50 N 807 747 O 705 O N O HO O O O 676 723 604 265 353 395 455 513 538 636 0 260 310 360 410 460 510 560 610 660 710 760 810 (nist_msms) Vincristine Æ Complex MS data interpretations only possible with software Æ MS data obtained by hyphenated techniques (GC-MS, LC-MS) Æ Mass spectral database search and structure search routinely are used Æ Mass spectrometers deliver multidimensional
    [Show full text]
  • Introduction to Compucell3d
    Introduction to CompuCell3D Maciej Swat Biocomplexity Institute Indiana University Bloomington, IN 47405 USA Developing Multi-Scale, Multicell Developmental and Biomedical Simulations with CompuCell3D PASI Summer School Porto Alegre, Brazil July 8th-July 26th , 2013 IU Team: Susan Hester, Julio Belmonte, Abbas Shirinifard, Ryan Roper, Alin Comanescu, Benjamin Zaitlen, Randy Heiland, Dr. Dragos Amarie, Dr. Scott Gens, Dr. James A. Glazier, Dr. James Sluka, Dr. Sherry Clendenon, Dr. Mitja Hmeljak, Dr. Srividhya Jayaraman, Dr. Gilberto Thomas Support: EPA, NIH/NIGMS, NAKFI, Indiana University What will you learn during the workshop? 1. What is CompuCell3D? 2. Why use CompuCell3D? 3. Demo simulations 4. Glazier-Graner-Hogeweg (GGH) model – review 5. CompuCell3D architecture and terminology 6. XML 101. CC3DML-intro 7. Building Your First CompuCell3D simulation 8. Visualization – CompuCell Player 9. Python scripting in CompuCell3D 10.Building C++ CompuCell3D extension modules – for interested participants What Is CompuCell3D? 1. CompuCell3D is a modeling environment to build, test, run and visualize multiscale, multi-cell GGH-based simulations. 2. CompuCell3D has built-in stanadard scripting language (Python) that allows users to quite easily write extension modules that are essential for building sophisticated biological models. 3. CompuCell3D thus is NOT a hard-coded simulation of a specific biological system. 4. Running CompuCell3D simulations DOES NOT require recompilation. 5. CompuCell3D models described using CompuCell3D XML and Python script(s). 6. CompuCell3D platform is distributed with a GUI front end – CompuCell Player for 2- Dand 3-D visualization and simulation replay. 7. CompuCell3D provides a specialized model editor (Twedit) and initial condition generator (PifTracer). 8. CompuCell3D is a cross platform application that runs on Linux/Unix, Windows, Mac OSX.
    [Show full text]
  • Requirements for Web Developers and Web Commissioners in Ubiquitous
    Requirements for web developers and web commissioners in ubiquitous Web 2.0 design and development Deliverable 3.2 :: Public Keywords: web design and development, Web 2.0, accessibility, disabled web users, older web users Inclusive Future Internet Web Services Requirements for web developers and web commissioners in ubiquitous Web 2.0 design and development I2Web project (Grant no.: 257623) Table of Contents Glossary of abbreviations ........................................................................................................... 6 Executive Summary .................................................................................................................... 7 1 Introduction ...................................................................................................................... 12 1.1 Terminology ............................................................................................................. 13 2 Requirements for Web commissioners ............................................................................ 15 2.1 Introduction .............................................................................................................. 15 2.2 Previous work ........................................................................................................... 15 2.3 Method ..................................................................................................................... 17 2.3.1 Participants ..........................................................................................................
    [Show full text]
  • Von Tänen LP4 2021
    Nummer 2 - 2021 Heads up! If you see a before the page number, that means that* article can be enjoyed without knowing Swedish! Farbror von Tänen funderar Summer wishes from Jag är klar, mentalt alltså. Jag sitter verkligen varje år 4 von Tänen Staff i maj och känner att nu är klar, kan jag få vila snart? * Och ja, det får jag, om snart definieras som några Ordförande har ordet veckor. 6 Jag kommer inte sakna tentor, jag kommer inte sakna Summer puns! presentationer och jag kommer inte sakna att behöva 7 gå upp innan min inre klocka ringt. * Horoskop Å andra sidan, jag kommer sakna von Tänen, jag kom- mer sakna MH och jag kommer sakna alla er. 8 Men nu är jag klar. Klar med von Tänen, snart klar med Fråga Fontänen von Tänen denna termin och snart klar med min tid på LTH. Det 10 gick både snabbare och segare än jag förväntat mig. Programming Languages you Det tar alltid emot lite att lämna ett sammanhang, för * 12 didn't know existed att sedan ta steget mot nya äventyr, men i nästan alla fall så har det blivit bra sen också, om inte till och med En tidsresa genom ArkiFet bättre. 14 Apropå bättre, vi har en massa spännande saker som Pollen survival guide vi i redaktionen vill dela med oss av i detta sommar- * 16 späckade supernummer av von Tänen! Det är denna superhärliga redaktions sista nummer och vi kommer Midsommar! inte göra er besvikna! 17 Gör er redo för en Summer Summary och härliga texter Sommarquiz som kommer göra er superglada och ger er den energi 18 ni behöver för att kämpa er igenom de sista veckorna innan lovet <3 Rotten Småcitrus
    [Show full text]
  • By Peter Borg Tuppis.Com/Smultron
    Smultron by Peter Borg tuppis.com/smultron Introduction Smultron is a free text editor for Mac OS X Leopard 10.5 which is both easy to use and powerful. It is designed to neither confuse newcomers nor disappoint advanced users. It should work perfectly for a whole variety of needs; like web programming, script editing, making a to do list and so on. Smultron has all open documents in a list with beautiful Quick Look icons to your left just like e.g. iTunes so you can easily switch between many documents - you can also choose to display them as tabs if you prefer it that way. It is easy to program with Smultron as it colours the content in different colours depending on what the code does. And you also have many ways to search for words and line numbers to help finding the code you are looking for. You can also split the window in two to display two parts of the same document or to compare two different documents side by side. You can also preview HTML-files directly in Smultron and save snippets of text and insert them simply with a shortcut. And if you don’t want to be disturbed by other applications or the desktop you can let Smultron cover the whole screen to let you concentrate on your work. For the more advanced users Smultron can find all those system files that are normally hidden and it has authenticated open and saves for them. Smultron can also use regular expressions and it can run commands and scripts.
    [Show full text]
  • CERN Talk.Pdf
    Data Science in Industry Ellie Dobson Pivotal 1 Network intrusion detection networks in telecommunications What has industry ever done for us? Theory-driven approach Data-driven approach ‘start with the system and ‘start with the data and work towards the data’ work towards the system’ How can we" make it happen?! Value Reactive What will" happen?! Analytics! Predictive" Why did it" happen?! Analytics! Diagnostic" What" happened?! Analytics! Descriptive Analytics Complexity The value of data over time! drive automated ! low latency actions! ! Big Data! in response to ! events of interest ! Size make insights from a large historical dataset…! … and use them to make split- second decisions on real time data! Fast Data! Speed! year+! year! month! day! s! ms! µs! drive automated ! low latency actions! in response to ! events of interest ! predictive maintenance ! payment fraud !! formula 1 racing! ! Telemetry! Telemetry! Car setup! Telemetry! Car setup! Traffic! True positive rate True Telemetry! Car setup! Traffic! Weather! False positive rate! Big Data Complex Data! Operational Commercial &" Dark Data! Social Data! Data! Public Data! TOOLKIT! 4! Write Code for Big Data! 6! Show Results! In-Database! Hadoop! Visualization! 1! Find Data! 3! Run Code! • SQL! • Pig! • python-matplotlib! • GraphViz! • PL/Python! • Hive! • python-networkx! • Gephi! Platforms! Interfaces! • PL/Java! • Java! • D3.js! • R (ggplot2, lattice, • Greenplum DB! • pgAdminIII! • PL/R! • Spark! • Tableau! shiny)! • Pivotal HD! • psql! • PL/pgSQL! • Excel ! • Hadoop (other)!
    [Show full text]