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Tutorial0_Overview.html
222 lines (216 loc) · 107 KB
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Tutorial0_Overview.html
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<?xml version="1.0" encoding="utf-8" ?>
<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd">
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta http-equiv="Content-Style-Type" content="text/css" />
<meta name="generator" content="pandoc" />
<meta name="author" content="DPI R Bootcamp" />
<title>Overview of the Day</title>
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<body>
<div class="slide titlepage">
<h1 class="title">Overview of the Day</h1>
<p class="author">
DPI R Bootcamp
</p>
<p class="date">Jared Knowles</p>
</div>
<div class="section slide level1" id="welcome">
<h1>Welcome</h1>
<p>Thanks for being here today and joining us in Madison Wisconsin for the first inaugural Wisconsin DPI R Bootcamp!</p>
<p align="center">
<img src="data:image/png;base64,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" height="81" width="138">
</p>
</div>
<div class="section slide level1" id="outline">
<h1>Outline</h1>
<p>We hope to move through the following topics in the next couple of days.</p>
<ul>
<li>Introduction to R</li>
<li>Getting Data In</li>
<li>Handling Data in R</li>
<li>Cleaning and Merging Data</li>
<li>Analytics</li>
<li>Visualizations</li>
<li>Getting Results Out</li>
<li>Writing Functions, Advanced Analytics, and other topics</li>
</ul>
</div>
<div class="section slide level1" id="agenda">
<h1>Agenda</h1>
<h3 id="day-1-december-3rd-2012">Day 1: December 3rd, 2012</h3>
<ul>
<li>8:30am Convene</li>
<li>Topic 1: Introduction to R</li>
<li>Coffee Break</li>
<li>Topic 2: Getting Data In</li>
<li>12:00pm Lunch (on your own)</li>
<li>1:00pm Reconvene</li>
<li>Topic 3: Manipulating Data</li>
<li>Topic 4: Cleaning Data</li>
<li>Break</li>
<li>Topic 5: Basic Analytics</li>
<li>04:30pm Adjourn + Questions</li>
</ul>
</div>
<div class="section slide level1" id="agenda-ii">
<h1>Agenda (II)</h1>
<h3 id="day-2-december-4th-2012">Day 2: December 4th, 2012</h3>
<ul>
<li>8:30am Convene (<em>optional</em>)</li>
<li>Intro to programming principles</li>
<li>Coffee Break</li>
<li>Intro to statistics</li>
<li>12:00pm Lunch</li>
</ul>
</div>
<div class="section slide level1" id="agenda-iii">
<h1>Agenda (III)</h1>
<h3 id="day-2-december-4th-2012-1">Day 2: December 4th, 2012</h3>
<ul>
<li>1:00pm Convene</li>
<li>Topic 5: Basic Analytics (part 2)</li>
<li>Topic 6: Visualization</li>
<li>4:30pm Q&A and Adjourn</li>
</ul>
</div>
<div class="section slide level1" id="agenda-iv">
<h1>Agenda (IV)</h1>
<h3 id="day-3-december-5th-2012">Day 3: December 5th, 2012</h3>
<ul>
<li>8:30am Convene</li>
<li>Topic 6: Visualization (part2)</li>
<li>Break</li>
<li>Topic 7: Exporting/sharing Your Work</li>
<li>Lunch</li>
<li>Topic 8: Advanced Topics</li>
<li>Break</li>
<li>Work on projects</li>
<li>4:00pm Q & A</li>
<li>4:30pm Adjourn</li>
</ul>
</div>
<div class="section slide level1" id="materials">
<h1>Materials</h1>
<p>If you don't have it already, now might be a good time to install R and RStudio to get started.</p>
<ul>
<li><a href="http://cran.r-project.org/">Download R</a></li>
<li><a href="http://www.rstudio.org/">RStudio</a></li>
<li>We'll also want to install a few basic packages. This can be done on the fly later, but a few include <code>ggplot2</code>;<code>knitr</code>;<code>plyr</code></li>
</ul>
</div>
<div class="section slide level1" id="installing-r-on-windows">
<h1>Installing R on Windows</h1>
<p align="center"><iframe src="http://www.screenr.com/embed/kzT8" width="650" height="396" frameborder="0"></iframe></p>
</div>
<div class="section slide level1" id="installation-tips">
<h1>Installation Tips</h1>
<ul>
<li>Setting up R on Windows XP is straightforward. On Windows 7 or Vista you may need to run in administrator mode to install extensions.</li>
<li>Standard R interface in Windows is pretty ugly, which is why we use RStudio!</li>
</ul>
</div>
<div class="section slide level1" id="next-install-packages">
<h1>Next Install packages</h1>
<p>First, watch this tutorial<br></p>
<p align="center"><iframe src="http://www.screenr.com/embed/Fps8" width="650" height="396" frameborder="0"></iframe></p>
</div>
<div class="section slide level1" id="install-packages">
<h1>Install Packages</h1>
<ul>
<li>Are you running RStudio in administrator mode on Windows Vista or Windows 7?</li>
<li>If not, you need to be. Right click on RStudio and then click "Run as Administrator"</li>
<li>If you are on a Mac or Windows XP you can disregard this</li>
</ul>
</div>
<div class="section slide level1" id="install-packages-2">
<h1>Install Packages (2)</h1>
<ul>
<li>Now, copy and paste the code below into the bottom left window in RStudio (the R terminal):</li>
</ul>
<pre class="sourceCode r"><code class="sourceCode r">install_new<-function(mypkg){
if (mypkg %in% <span class="kw">installed.packages</span>()) <span class="kw">cat</span>(<span class="st">"Package already installed"</span>)
else{<span class="kw">cat</span>(<span class="st">"Package not found, so installing with dependencies... /n</span>
<span class="st"> Press CTRL C to abort."</span>)
<span class="kw">Sys.sleep</span>(<span class="dv">5</span>)
<span class="kw">install.packages</span>(mypkg,<span class="dt">repos=</span><span class="st">"http://cran.wustl.edu/"</span>)
}
}
<span class="kw">install_new</span>(<span class="st">'plyr'</span>)
<span class="kw">install_new</span>(<span class="st">'lmtest'</span>)
<span class="kw">install_new</span>(<span class="st">'ggplot2'</span>)
<span class="kw">install_new</span>(<span class="st">'gridExtra'</span>)
<span class="kw">install_new</span>(<span class="st">'stringr'</span>)
<span class="kw">install_new</span>(<span class="st">'knitr'</span>)
<span class="kw">install_new</span>(<span class="st">'quantreg'</span>)
<span class="kw">install_new</span>(<span class="st">'zoo'</span>)
<span class="kw">install_new</span>(<span class="st">'xtable'</span>)
<span class="kw">install_new</span>(<span class="st">'lme4'</span>)
<span class="kw">install_new</span>(<span class="st">'caret'</span>)</code></pre>
</div>
<div class="section slide level1" id="how-it-works">
<h1>How it Works</h1>
<ul>
<li>I will present a mixture of concepts and examples that illustrate various features of R</li>
<li>Periodically we will stop and do some exercises to practice what we have talked about</li>
<li>You have been provided with the data used and all the code in the examples on the screen</li>
<li>For each tutorial simply open the "Tutorial X.R" file associated with the tutorial number to get access to the R code associated with each slide</li>
<li>We'll talk about how to load the data</li>
<li>You can follow along as I move through the slides, or wait until we pause for an example and run the code</li>
<li>Please hold questions until either the exercise period or the end of each tutorial due to the large size of the class!</li>
</ul>
</div>
<div class="section slide level1" id="housekeeping">
<h1>Housekeeping</h1>
<ul>
<li>No food in the Training Center (drinks only with covered lids!)</li>
<li>Feel free to get up at any time as necessary</li>
<li>Let's make sure now everyone can launch R, RStudio, and has downloaded and can access the materials for the training</li>
<li>Also, make sure you are set up with the wi-fi password!</li>
</ul>
</div>
<div class="section slide level1" id="have-fun">
<h1>Have fun!</h1>
<h2 id="lets-get-started">Let's get started!</h2>
</div>
<div class="section slide level1" id="references-and-resources">
<h1>References and Resources</h1>
<ul>
<li><a href="http://www.twotorials.com/">Video Tutorials on R</a></li>
<li><a href="https://github.com/hadley/devtools/wiki/vocabulary">An R Vocabulary for Starting Out</a></li>
<li><a href="http://www.revolutionanalytics.com/what-is-open-source-r/r-language-features/">R Features List</a></li>
<li><a href="http://www.user2010.org/tutorials/Lau.html">Olivia Lau's R Programming Crash Course</a></li>
<li><a href="http://www.ling.upenn.edu/~joseff/rstudy/">Josef Fruehwald's R Notes</a></li>
</ul>
</div>
<div class="section slide level1" id="attribution-and-license">
<h1>Attribution and License</h1>
This work (<span property="dct:title">R Tutorial for Education</span>, by <a href="www.jaredknowles.com" rel="dct:creator"><span property="dct:title">Jared E. Knowles</span></a>), in service of the <a href="http://www.dpi.wi.gov" rel="dct:publisher"><span property="dct:title">Wisconsin Department of Public Instruction</span></a>, is free of known copyright restrictions.
</p>
<p xmlns:dct="http://purl.org/dc/terms/">
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