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<li class="chapter" data-level="2.2.1" data-path="command-line.html"><a href="command-line.html#changing-directories"><i class="fa fa-check"></i><b>2.2.1</b> Changing Directories</a></li>
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<li class="chapter" data-level="2.2.3" data-path="command-line.html"><a href="command-line.html#paths"><i class="fa fa-check"></i><b>2.2.3</b> Paths</a></li>
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<li class="chapter" data-level="2.3" data-path="command-line.html"><a href="command-line.html#file-commands"><i class="fa fa-check"></i><b>2.3</b> File Commands</a><ul>
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<li class="chapter" data-level="4.2" data-path="git-basics.html"><a href="git-basics.html#installation-setup"><i class="fa fa-check"></i><b>4.2</b> Installation & Setup</a><ul>
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<li class="chapter" data-level="4.3.1" data-path="git-basics.html"><a href="git-basics.html#adding-files"><i class="fa fa-check"></i><b>4.3.1</b> Adding Files</a></li>
<li class="chapter" data-level="4.3.2" data-path="git-basics.html"><a href="git-basics.html#committing"><i class="fa fa-check"></i><b>4.3.2</b> Committing</a></li>
<li class="chapter" data-level="4.3.3" data-path="git-basics.html"><a href="git-basics.html#commit-history"><i class="fa fa-check"></i><b>4.3.3</b> Commit History</a></li>
<li class="chapter" data-level="4.3.4" data-path="git-basics.html"><a href="git-basics.html#reviewing-the-process"><i class="fa fa-check"></i><b>4.3.4</b> Reviewing the Process</a></li>
<li class="chapter" data-level="4.3.5" data-path="git-basics.html"><a href="git-basics.html#gitignore"><i class="fa fa-check"></i><b>4.3.5</b> The <code>.gitignore</code> File</a></li>
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<li class="chapter" data-level="4.4.2" data-path="git-basics.html"><a href="git-basics.html#pushing-and-pulling"><i class="fa fa-check"></i><b>4.4.2</b> Pushing and Pulling</a></li>
<li class="chapter" data-level="4.4.3" data-path="git-basics.html"><a href="git-basics.html#reviewing-the-process-1"><i class="fa fa-check"></i><b>4.4.3</b> Reviewing The Process</a></li>
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<li class="chapter" data-level="4.5" data-path="git-basics.html"><a href="git-basics.html#course-assignments-on-github"><i class="fa fa-check"></i><b>4.5</b> Course Assignments on GitHub</a></li>
<li class="chapter" data-level="4.6" data-path="git-basics.html"><a href="git-basics.html#command-summary"><i class="fa fa-check"></i><b>4.6</b> Command Summary</a></li>
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<li class="chapter" data-level="5" data-path="r-intro.html"><a href="r-intro.html"><i class="fa fa-check"></i><b>5</b> Introduction to R</a><ul>
<li class="chapter" data-level="5.1" data-path="r-intro.html"><a href="r-intro.html#programming-with-r"><i class="fa fa-check"></i><b>5.1</b> Programming with R</a></li>
<li class="chapter" data-level="5.2" data-path="r-intro.html"><a href="r-intro.html#running-r-scripts"><i class="fa fa-check"></i><b>5.2</b> Running R Scripts</a><ul>
<li class="chapter" data-level="5.2.1" data-path="r-intro.html"><a href="r-intro.html#running-r-cmd"><i class="fa fa-check"></i><b>5.2.1</b> Command-Line</a></li>
<li class="chapter" data-level="5.2.2" data-path="r-intro.html"><a href="r-intro.html#running-r-rstudio"><i class="fa fa-check"></i><b>5.2.2</b> RStudio</a></li>
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<li class="chapter" data-level="5.3" data-path="r-intro.html"><a href="r-intro.html#comments"><i class="fa fa-check"></i><b>5.3</b> Comments</a></li>
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<li class="chapter" data-level="5.5" data-path="r-intro.html"><a href="r-intro.html#gettinghelp"><i class="fa fa-check"></i><b>5.5</b> Getting Help</a></li>
<li class="chapter" data-level="" data-path="r-intro.html"><a href="r-intro.html#resources-4"><i class="fa fa-check"></i>Resources</a></li>
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<li class="chapter" data-level="6" data-path="functions.html"><a href="functions.html"><i class="fa fa-check"></i><b>6</b> Functions</a><ul>
<li class="chapter" data-level="6.1" data-path="functions.html"><a href="functions.html#what-are-functions"><i class="fa fa-check"></i><b>6.1</b> What are Functions?</a></li>
<li class="chapter" data-level="6.2" data-path="functions.html"><a href="functions.html#how-to-use-functions"><i class="fa fa-check"></i><b>6.2</b> How to Use Functions</a></li>
<li class="chapter" data-level="6.3" data-path="functions.html"><a href="functions.html#built-in-r-functions"><i class="fa fa-check"></i><b>6.3</b> Built-in R Functions</a></li>
<li class="chapter" data-level="6.4" data-path="functions.html"><a href="functions.html#loading-functions"><i class="fa fa-check"></i><b>6.4</b> Loading Functions</a></li>
<li class="chapter" data-level="6.5" data-path="functions.html"><a href="functions.html#writing-functions"><i class="fa fa-check"></i><b>6.5</b> Writing Functions</a></li>
<li class="chapter" data-level="6.6" data-path="functions.html"><a href="functions.html#conditional-statements"><i class="fa fa-check"></i><b>6.6</b> Conditional Statements</a></li>
<li class="chapter" data-level="" data-path="functions.html"><a href="functions.html#resources-5"><i class="fa fa-check"></i>Resources</a></li>
</ul></li>
<li class="chapter" data-level="7" data-path="vectors.html"><a href="vectors.html"><i class="fa fa-check"></i><b>7</b> Vectors</a><ul>
<li class="chapter" data-level="7.1" data-path="vectors.html"><a href="vectors.html#what-is-a-vector"><i class="fa fa-check"></i><b>7.1</b> What is a Vector?</a></li>
<li class="chapter" data-level="7.2" data-path="vectors.html"><a href="vectors.html#creating-vectors"><i class="fa fa-check"></i><b>7.2</b> Creating Vectors</a></li>
<li class="chapter" data-level="7.3" data-path="vectors.html"><a href="vectors.html#vector-indices"><i class="fa fa-check"></i><b>7.3</b> Vector Indices</a><ul>
<li class="chapter" data-level="7.3.1" data-path="vectors.html"><a href="vectors.html#simple-numeric-indices"><i class="fa fa-check"></i><b>7.3.1</b> Simple Numeric Indices</a></li>
<li class="chapter" data-level="7.3.2" data-path="vectors.html"><a href="vectors.html#multiple-indices"><i class="fa fa-check"></i><b>7.3.2</b> Multiple Indices</a></li>
<li class="chapter" data-level="7.3.3" data-path="vectors.html"><a href="vectors.html#logical-indexing"><i class="fa fa-check"></i><b>7.3.3</b> Logical Indexing</a></li>
<li class="chapter" data-level="7.3.4" data-path="vectors.html"><a href="vectors.html#named-vectors-and-character-indexing"><i class="fa fa-check"></i><b>7.3.4</b> Named Vectors and Character Indexing</a></li>
</ul></li>
<li class="chapter" data-level="7.4" data-path="vectors.html"><a href="vectors.html#modifying-vectors"><i class="fa fa-check"></i><b>7.4</b> Modifying Vectors</a></li>
<li class="chapter" data-level="7.5" data-path="vectors.html"><a href="vectors.html#vectorized-operations"><i class="fa fa-check"></i><b>7.5</b> Vectorized Operations</a><ul>
<li class="chapter" data-level="7.5.1" data-path="vectors.html"><a href="vectors.html#vectorized-operators"><i class="fa fa-check"></i><b>7.5.1</b> Vectorized Operators</a></li>
<li class="chapter" data-level="7.5.2" data-path="vectors.html"><a href="vectors.html#vectorized-functions"><i class="fa fa-check"></i><b>7.5.2</b> Vectorized Functions</a></li>
<li class="chapter" data-level="7.5.3" data-path="vectors.html"><a href="vectors.html#recycling"><i class="fa fa-check"></i><b>7.5.3</b> Recycling</a></li>
<li class="chapter" data-level="7.5.4" data-path="vectors.html"><a href="vectors.html#r-is-a-vectorized-world"><i class="fa fa-check"></i><b>7.5.4</b> R Is a Vectorized World</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="vectors.html"><a href="vectors.html#resources-6"><i class="fa fa-check"></i>Resources</a></li>
</ul></li>
<li class="chapter" data-level="8" data-path="lists.html"><a href="lists.html"><i class="fa fa-check"></i><b>8</b> Lists</a><ul>
<li class="chapter" data-level="8.1" data-path="lists.html"><a href="lists.html#what-is-a-list"><i class="fa fa-check"></i><b>8.1</b> What is a List?</a></li>
<li class="chapter" data-level="8.2" data-path="lists.html"><a href="lists.html#creating-lists"><i class="fa fa-check"></i><b>8.2</b> Creating Lists</a></li>
<li class="chapter" data-level="8.3" data-path="lists.html"><a href="lists.html#accessing-list-elements"><i class="fa fa-check"></i><b>8.3</b> Accessing List Elements</a><ul>
<li class="chapter" data-level="8.3.1" data-path="lists.html"><a href="lists.html#lists-indexing-by-position"><i class="fa fa-check"></i><b>8.3.1</b> Indexing by position</a></li>
<li class="chapter" data-level="8.3.2" data-path="lists.html"><a href="lists.html#indexing-by-name"><i class="fa fa-check"></i><b>8.3.2</b> Indexing by Name</a></li>
<li class="chapter" data-level="8.3.3" data-path="lists.html"><a href="lists.html#indexing-by-logical-vector"><i class="fa fa-check"></i><b>8.3.3</b> Indexing by Logical Vector</a></li>
<li class="chapter" data-level="8.3.4" data-path="lists.html"><a href="lists.html#lists-dollar-shortcut"><i class="fa fa-check"></i><b>8.3.4</b> Extracting named elements with <code>$</code></a></li>
<li class="chapter" data-level="8.3.5" data-path="lists.html"><a href="lists.html#single-vs.double-brackets-vs.dollar"><i class="fa fa-check"></i><b>8.3.5</b> Single vs. Double Brackets vs. Dollar</a></li>
</ul></li>
<li class="chapter" data-level="8.4" data-path="lists.html"><a href="lists.html#modifying-lists"><i class="fa fa-check"></i><b>8.4</b> Modifying Lists</a></li>
<li class="chapter" data-level="8.5" data-path="lists.html"><a href="lists.html#the-lapply-function"><i class="fa fa-check"></i><b>8.5</b> The <code>lapply()</code> Function</a></li>
<li class="chapter" data-level="" data-path="lists.html"><a href="lists.html#resources-7"><i class="fa fa-check"></i>Resources</a></li>
</ul></li>
<li class="chapter" data-level="9" data-path="data-frames.html"><a href="data-frames.html"><i class="fa fa-check"></i><b>9</b> Data Frames</a><ul>
<li class="chapter" data-level="9.1" data-path="data-frames.html"><a href="data-frames.html#what-is-a-data-frame"><i class="fa fa-check"></i><b>9.1</b> What is a Data Frame?</a><ul>
<li class="chapter" data-level="9.1.1" data-path="data-frames.html"><a href="data-frames.html#creating-data-frames"><i class="fa fa-check"></i><b>9.1.1</b> Creating Data Frames</a></li>
<li class="chapter" data-level="9.1.2" data-path="data-frames.html"><a href="data-frames.html#describing-structure-of-data-frames"><i class="fa fa-check"></i><b>9.1.2</b> Describing Structure of Data Frames</a></li>
<li class="chapter" data-level="9.1.3" data-path="data-frames.html"><a href="data-frames.html#accessing-data-in-data-frames"><i class="fa fa-check"></i><b>9.1.3</b> Accessing Data in Data Frames</a></li>
</ul></li>
<li class="chapter" data-level="9.2" data-path="data-frames.html"><a href="data-frames.html#csv-files"><i class="fa fa-check"></i><b>9.2</b> Working with CSV Data</a><ul>
<li class="chapter" data-level="9.2.1" data-path="data-frames.html"><a href="data-frames.html#working-directory"><i class="fa fa-check"></i><b>9.2.1</b> Working Directory</a></li>
</ul></li>
<li class="chapter" data-level="9.3" data-path="data-frames.html"><a href="data-frames.html#factors"><i class="fa fa-check"></i><b>9.3</b> Factor Variables</a></li>
<li class="chapter" data-level="" data-path="data-frames.html"><a href="data-frames.html#resources-8"><i class="fa fa-check"></i>Resources</a></li>
</ul></li>
<li class="chapter" data-level="10" data-path="dplyr.html"><a href="dplyr.html"><i class="fa fa-check"></i><b>10</b> The <code>dplyr</code> Library</a><ul>
<li class="chapter" data-level="10.1" data-path="dplyr.html"><a href="dplyr.html#a-grammar-of-data-manipulation"><i class="fa fa-check"></i><b>10.1</b> A Grammar of Data Manipulation</a></li>
<li class="chapter" data-level="10.2" data-path="dplyr.html"><a href="dplyr.html#using-dplyr-functions"><i class="fa fa-check"></i><b>10.2</b> Using <code>dplyr</code> Functions</a><ul>
<li class="chapter" data-level="10.2.1" data-path="dplyr.html"><a href="dplyr.html#select"><i class="fa fa-check"></i><b>10.2.1</b> Select</a></li>
<li class="chapter" data-level="10.2.2" data-path="dplyr.html"><a href="dplyr.html#filter"><i class="fa fa-check"></i><b>10.2.2</b> Filter</a></li>
<li class="chapter" data-level="10.2.3" data-path="dplyr.html"><a href="dplyr.html#mutate"><i class="fa fa-check"></i><b>10.2.3</b> Mutate</a></li>
<li class="chapter" data-level="10.2.4" data-path="dplyr.html"><a href="dplyr.html#arrange"><i class="fa fa-check"></i><b>10.2.4</b> Arrange</a></li>
<li class="chapter" data-level="10.2.5" data-path="dplyr.html"><a href="dplyr.html#summarize"><i class="fa fa-check"></i><b>10.2.5</b> Summarize</a></li>
<li class="chapter" data-level="10.2.6" data-path="dplyr.html"><a href="dplyr.html#distinct"><i class="fa fa-check"></i><b>10.2.6</b> Distinct</a></li>
</ul></li>
<li class="chapter" data-level="10.3" data-path="dplyr.html"><a href="dplyr.html#multiple-operations"><i class="fa fa-check"></i><b>10.3</b> Multiple Operations</a><ul>
<li class="chapter" data-level="10.3.1" data-path="dplyr.html"><a href="dplyr.html#the-pipe-operator"><i class="fa fa-check"></i><b>10.3.1</b> The Pipe Operator</a></li>
</ul></li>
<li class="chapter" data-level="10.4" data-path="dplyr.html"><a href="dplyr.html#grouped-operations"><i class="fa fa-check"></i><b>10.4</b> Grouped Operations</a></li>
<li class="chapter" data-level="10.5" data-path="dplyr.html"><a href="dplyr.html#joins"><i class="fa fa-check"></i><b>10.5</b> Joins</a></li>
<li class="chapter" data-level="10.6" data-path="dplyr.html"><a href="dplyr.html#non-standard-evaluation-vs.standard-evaluation"><i class="fa fa-check"></i><b>10.6</b> Non-Standard Evaluation vs. Standard Evaluation</a><ul>
<li class="chapter" data-level="10.6.1" data-path="dplyr.html"><a href="dplyr.html#explicit-standard-evaluation"><i class="fa fa-check"></i><b>10.6.1</b> Explicit Standard Evaluation</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="dplyr.html"><a href="dplyr.html#resources-9"><i class="fa fa-check"></i>Resources</a></li>
</ul></li>
<li class="chapter" data-level="11" data-path="apis.html"><a href="apis.html"><i class="fa fa-check"></i><b>11</b> Accessing Web APIs</a><ul>
<li class="chapter" data-level="11.1" data-path="apis.html"><a href="apis.html#what-is-a-web-api"><i class="fa fa-check"></i><b>11.1</b> What is a Web API?</a></li>
<li class="chapter" data-level="11.2" data-path="apis.html"><a href="apis.html#restful-requests"><i class="fa fa-check"></i><b>11.2</b> RESTful Requests</a><ul>
<li class="chapter" data-level="11.2.1" data-path="apis.html"><a href="apis.html#uris"><i class="fa fa-check"></i><b>11.2.1</b> URIs</a></li>
<li class="chapter" data-level="11.2.2" data-path="apis.html"><a href="apis.html#http-verbs"><i class="fa fa-check"></i><b>11.2.2</b> HTTP Verbs</a></li>
</ul></li>
<li class="chapter" data-level="11.3" data-path="apis.html"><a href="apis.html#accessing-web-apis"><i class="fa fa-check"></i><b>11.3</b> Accessing Web APIs</a></li>
<li class="chapter" data-level="11.4" data-path="apis.html"><a href="apis.html#json"><i class="fa fa-check"></i><b>11.4</b> JSON Data</a><ul>
<li class="chapter" data-level="11.4.1" data-path="apis.html"><a href="apis.html#parsing-json"><i class="fa fa-check"></i><b>11.4.1</b> Parsing JSON</a></li>
<li class="chapter" data-level="11.4.2" data-path="apis.html"><a href="apis.html#flattening-data"><i class="fa fa-check"></i><b>11.4.2</b> Flattening Data</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="apis.html"><a href="apis.html#resources-10"><i class="fa fa-check"></i>Resources</a></li>
</ul></li>
<li class="chapter" data-level="12" data-path="r-markdown.html"><a href="r-markdown.html"><i class="fa fa-check"></i><b>12</b> R Markdown</a><ul>
<li class="chapter" data-level="12.1" data-path="r-markdown.html"><a href="r-markdown.html#r-markdown-and-rstudio"><i class="fa fa-check"></i><b>12.1</b> R Markdown and RStudio</a><ul>
<li class="chapter" data-level="12.1.1" data-path="r-markdown.html"><a href="r-markdown.html#creating-.rmd-files"><i class="fa fa-check"></i><b>12.1.1</b> Creating <code>.Rmd</code> Files</a></li>
<li class="chapter" data-level="12.1.2" data-path="r-markdown.html"><a href="r-markdown.html#rmd-content"><i class="fa fa-check"></i><b>12.1.2</b> <code>.Rmd</code> Content</a></li>
<li class="chapter" data-level="12.1.3" data-path="r-markdown.html"><a href="r-markdown.html#knitting-documents"><i class="fa fa-check"></i><b>12.1.3</b> Knitting Documents</a></li>
<li class="chapter" data-level="12.1.4" data-path="r-markdown.html"><a href="r-markdown.html#html"><i class="fa fa-check"></i><b>12.1.4</b> HTML</a></li>
</ul></li>
<li class="chapter" data-level="12.2" data-path="r-markdown.html"><a href="r-markdown.html#r-markdown-syntax"><i class="fa fa-check"></i><b>12.2</b> R Markdown Syntax</a><ul>
<li class="chapter" data-level="12.2.1" data-path="r-markdown.html"><a href="r-markdown.html#r-code-chunks"><i class="fa fa-check"></i><b>12.2.1</b> R Code Chunks</a></li>
<li class="chapter" data-level="12.2.2" data-path="r-markdown.html"><a href="r-markdown.html#inline-code"><i class="fa fa-check"></i><b>12.2.2</b> Inline Code</a></li>
</ul></li>
<li class="chapter" data-level="12.3" data-path="r-markdown.html"><a href="r-markdown.html#rendering-data"><i class="fa fa-check"></i><b>12.3</b> Rendering Data</a><ul>
<li class="chapter" data-level="12.3.1" data-path="r-markdown.html"><a href="r-markdown.html#rendering-strings"><i class="fa fa-check"></i><b>12.3.1</b> Rendering Strings</a></li>
<li class="chapter" data-level="12.3.2" data-path="r-markdown.html"><a href="r-markdown.html#rendering-lists"><i class="fa fa-check"></i><b>12.3.2</b> Rendering Lists</a></li>
<li class="chapter" data-level="12.3.3" data-path="r-markdown.html"><a href="r-markdown.html#rendering-tables"><i class="fa fa-check"></i><b>12.3.3</b> Rendering Tables</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="r-markdown.html"><a href="r-markdown.html#resources-11"><i class="fa fa-check"></i>Resources</a></li>
</ul></li>
<li class="chapter" data-level="13" data-path="ggplot2.html"><a href="ggplot2.html"><i class="fa fa-check"></i><b>13</b> The <code>gglot2</code> Library</a><ul>
<li class="chapter" data-level="13.1" data-path="ggplot2.html"><a href="ggplot2.html#a-grammar-of-graphics"><i class="fa fa-check"></i><b>13.1</b> A Grammar of Graphics</a></li>
<li class="chapter" data-level="13.2" data-path="ggplot2.html"><a href="ggplot2.html#basic-plotting-with-ggplot2"><i class="fa fa-check"></i><b>13.2</b> Basic Plotting with <code>ggplot2</code></a><ul>
<li class="chapter" data-level="13.2.1" data-path="ggplot2.html"><a href="ggplot2.html#ggplot2-library"><i class="fa fa-check"></i><b>13.2.1</b> <em>ggplot2</em> library</a></li>
<li class="chapter" data-level="13.2.2" data-path="ggplot2.html"><a href="ggplot2.html#mpg-data"><i class="fa fa-check"></i><b>13.2.2</b> <em>mpg</em> data</a></li>
<li class="chapter" data-level="13.2.3" data-path="ggplot2.html"><a href="ggplot2.html#our-first-ggplot"><i class="fa fa-check"></i><b>13.2.3</b> Our first ggplot</a></li>
<li class="chapter" data-level="13.2.4" data-path="ggplot2.html"><a href="ggplot2.html#aesthetic-mappings"><i class="fa fa-check"></i><b>13.2.4</b> Aesthetic Mappings</a></li>
</ul></li>
<li class="chapter" data-level="13.3" data-path="ggplot2.html"><a href="ggplot2.html#complex-plots"><i class="fa fa-check"></i><b>13.3</b> Complex Plots</a><ul>
<li class="chapter" data-level="13.3.1" data-path="ggplot2.html"><a href="ggplot2.html#specifying-geometry"><i class="fa fa-check"></i><b>13.3.1</b> Specifying Geometry</a></li>
<li class="chapter" data-level="13.3.2" data-path="ggplot2.html"><a href="ggplot2.html#styling-with-scales"><i class="fa fa-check"></i><b>13.3.2</b> Styling with Scales</a></li>
<li class="chapter" data-level="13.3.3" data-path="ggplot2.html"><a href="ggplot2.html#coordinate-systems"><i class="fa fa-check"></i><b>13.3.3</b> Coordinate Systems</a></li>
<li class="chapter" data-level="13.3.4" data-path="ggplot2.html"><a href="ggplot2.html#facets"><i class="fa fa-check"></i><b>13.3.4</b> Facets</a></li>
<li class="chapter" data-level="13.3.5" data-path="ggplot2.html"><a href="ggplot2.html#labels-annotations"><i class="fa fa-check"></i><b>13.3.5</b> Labels & Annotations</a></li>
</ul></li>
<li class="chapter" data-level="13.4" data-path="ggplot2.html"><a href="ggplot2.html#plotting-in-scripts"><i class="fa fa-check"></i><b>13.4</b> Plotting in Scripts</a></li>
<li class="chapter" data-level="13.5" data-path="ggplot2.html"><a href="ggplot2.html#other-visualization-libraries"><i class="fa fa-check"></i><b>13.5</b> Other Visualization Libraries</a></li>
<li class="chapter" data-level="" data-path="ggplot2.html"><a href="ggplot2.html#resources-12"><i class="fa fa-check"></i>Resources</a></li>
</ul></li>
<li class="chapter" data-level="14" data-path="git-branches.html"><a href="git-branches.html"><i class="fa fa-check"></i><b>14</b> Git Branches</a><ul>
<li class="chapter" data-level="14.1" data-path="git-branches.html"><a href="git-branches.html#git-branches-1"><i class="fa fa-check"></i><b>14.1</b> Git Branches</a></li>
<li class="chapter" data-level="14.2" data-path="git-branches.html"><a href="git-branches.html#merging"><i class="fa fa-check"></i><b>14.2</b> Merging</a><ul>
<li class="chapter" data-level="14.2.1" data-path="git-branches.html"><a href="git-branches.html#merge-conflicts"><i class="fa fa-check"></i><b>14.2.1</b> Merge Conflicts</a></li>
</ul></li>
<li class="chapter" data-level="14.3" data-path="git-branches.html"><a href="git-branches.html#undoing-changes"><i class="fa fa-check"></i><b>14.3</b> Undoing Changes</a></li>
<li class="chapter" data-level="14.4" data-path="git-branches.html"><a href="git-branches.html#github-and-branches"><i class="fa fa-check"></i><b>14.4</b> GitHub and Branches</a><ul>
<li class="chapter" data-level="14.4.1" data-path="git-branches.html"><a href="git-branches.html#github-pages"><i class="fa fa-check"></i><b>14.4.1</b> GitHub Pages</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="git-branches.html"><a href="git-branches.html#resources-13"><i class="fa fa-check"></i>Resources</a></li>
</ul></li>
<li class="chapter" data-level="15" data-path="git-collaboration.html"><a href="git-collaboration.html"><i class="fa fa-check"></i><b>15</b> Git Collaboration</a><ul>
<li class="chapter" data-level="15.1" data-path="git-collaboration.html"><a href="git-collaboration.html#centralized-workflow"><i class="fa fa-check"></i><b>15.1</b> Centralized Workflow</a></li>
<li class="chapter" data-level="15.2" data-path="git-collaboration.html"><a href="git-collaboration.html#feature-branch-workflow"><i class="fa fa-check"></i><b>15.2</b> Feature Branch Workflow</a></li>
<li class="chapter" data-level="15.3" data-path="git-collaboration.html"><a href="git-collaboration.html#forking-workflow"><i class="fa fa-check"></i><b>15.3</b> Forking Workflow</a><ul>
<li class="chapter" data-level="15.3.1" data-path="git-collaboration.html"><a href="git-collaboration.html#pull-requests"><i class="fa fa-check"></i><b>15.3.1</b> Pull Requests</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="git-collaboration.html"><a href="git-collaboration.html#resources-14"><i class="fa fa-check"></i>Resources</a></li>
</ul></li>
<li class="chapter" data-level="16" data-path="shiny.html"><a href="shiny.html"><i class="fa fa-check"></i><b>16</b> The <code>shiny</code> Framework</a><ul>
<li class="chapter" data-level="16.1" data-path="shiny.html"><a href="shiny.html#creating-shiny-apps"><i class="fa fa-check"></i><b>16.1</b> Creating Shiny Apps</a><ul>
<li class="chapter" data-level="16.1.1" data-path="shiny.html"><a href="shiny.html#application-structure"><i class="fa fa-check"></i><b>16.1.1</b> Application Structure</a></li>
<li class="chapter" data-level="16.1.2" data-path="shiny.html"><a href="shiny.html#the-ui"><i class="fa fa-check"></i><b>16.1.2</b> The UI</a></li>
<li class="chapter" data-level="16.1.3" data-path="shiny.html"><a href="shiny.html#the-server"><i class="fa fa-check"></i><b>16.1.3</b> The Server</a></li>
</ul></li>
<li class="chapter" data-level="16.2" data-path="shiny.html"><a href="shiny.html#publishing-shiny-apps"><i class="fa fa-check"></i><b>16.2</b> Publishing Shiny Apps</a></li>
<li class="chapter" data-level="" data-path="shiny.html"><a href="shiny.html#resources-15"><i class="fa fa-check"></i>Resources</a></li>
</ul></li>
<li class="appendix"><span><b>Special Topics</b></span></li>
<li class="chapter" data-level="A" data-path="plotly.html"><a href="plotly.html"><i class="fa fa-check"></i><b>A</b> Plotly</a><ul>
<li class="chapter" data-level="A.1" data-path="plotly.html"><a href="plotly.html#getting-started"><i class="fa fa-check"></i><b>A.1</b> Getting Started</a></li>
<li class="chapter" data-level="A.2" data-path="plotly.html"><a href="plotly.html#basic-charts"><i class="fa fa-check"></i><b>A.2</b> Basic Charts</a></li>
<li class="chapter" data-level="A.3" data-path="plotly.html"><a href="plotly.html#layout"><i class="fa fa-check"></i><b>A.3</b> Layout</a></li>
<li class="chapter" data-level="A.4" data-path="plotly.html"><a href="plotly.html#hovers"><i class="fa fa-check"></i><b>A.4</b> Hovers</a></li>
<li class="chapter" data-level="" data-path="plotly.html"><a href="plotly.html#resources-16"><i class="fa fa-check"></i>Resources</a></li>
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<li class="chapter" data-level="B" data-path="control-structures.html"><a href="control-structures.html"><i class="fa fa-check"></i><b>B</b> R Language Control Structures</a><ul>
<li class="chapter" data-level="B.1" data-path="control-structures.html"><a href="control-structures.html#loops"><i class="fa fa-check"></i><b>B.1</b> Loops</a><ul>
<li class="chapter" data-level="B.1.1" data-path="control-structures.html"><a href="control-structures.html#for-loop"><i class="fa fa-check"></i><b>B.1.1</b> For Loop</a></li>
<li class="chapter" data-level="B.1.2" data-path="control-structures.html"><a href="control-structures.html#while-loop"><i class="fa fa-check"></i><b>B.1.2</b> While-loop</a></li>
<li class="chapter" data-level="B.1.3" data-path="control-structures.html"><a href="control-structures.html#repeat-loop"><i class="fa fa-check"></i><b>B.1.3</b> repeat-loop</a></li>
<li class="chapter" data-level="B.1.4" data-path="control-structures.html"><a href="control-structures.html#leaving-early-break-and-next"><i class="fa fa-check"></i><b>B.1.4</b> Leaving Early: <code>break</code> and <code>next</code></a></li>
<li class="chapter" data-level="B.1.5" data-path="control-structures.html"><a href="control-structures.html#when-not-to-use-loops-in-r"><i class="fa fa-check"></i><b>B.1.5</b> When (Not) To Use Loops In R?</a></li>
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<li class="chapter" data-level="B.2" data-path="control-structures.html"><a href="control-structures.html#more-about-if-and-else"><i class="fa fa-check"></i><b>B.2</b> More about <code>if</code> and <code>else</code></a><ul>
<li class="chapter" data-level="B.2.1" data-path="control-structures.html"><a href="control-structures.html#where-to-put-else"><i class="fa fa-check"></i><b>B.2.1</b> Where To Put Else</a></li>
<li class="chapter" data-level="B.2.2" data-path="control-structures.html"><a href="control-structures.html#return-value"><i class="fa fa-check"></i><b>B.2.2</b> Return Value</a></li>
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<li class="chapter" data-level="B.3" data-path="control-structures.html"><a href="control-structures.html#switch-choosing-between-multiple-conditions"><i class="fa fa-check"></i><b>B.3</b> <code>switch</code>: Choosing Between Multiple Conditions</a></li>
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<li class="chapter" data-level="C" data-path="data-tables.html"><a href="data-tables.html"><i class="fa fa-check"></i><b>C</b> Thinking Big: Data Tables</a><ul>
<li class="chapter" data-level="C.1" data-path="data-tables.html"><a href="data-tables.html#background-passing-by-value-and-passing-by-reference"><i class="fa fa-check"></i><b>C.1</b> Background: Passing By Value And Passing By Reference</a></li>
<li class="chapter" data-level="C.2" data-path="data-tables.html"><a href="data-tables.html#data-tables-introduction"><i class="fa fa-check"></i><b>C.2</b> Data Tables: Introduction</a><ul>
<li class="chapter" data-level="C.2.1" data-path="data-tables.html"><a href="data-tables.html#replacement-for-data-frames-sort-of"><i class="fa fa-check"></i><b>C.2.1</b> Replacement for Data Frames (Sort of)</a></li>
<li class="chapter" data-level="C.2.2" data-path="data-tables.html"><a href="data-tables.html#fast-reading-and-writing"><i class="fa fa-check"></i><b>C.2.2</b> Fast Reading and Writing</a></li>
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<li class="chapter" data-level="C.3" data-path="data-tables.html"><a href="data-tables.html#indexing-the-major-powerhorse-of-data-tables"><i class="fa fa-check"></i><b>C.3</b> Indexing: The Major Powerhorse of Data Tables</a><ul>
<li class="chapter" data-level="C.3.1" data-path="data-tables.html"><a href="data-tables.html#i-select-observations"><i class="fa fa-check"></i><b>C.3.1</b> i: Select Observations</a></li>
<li class="chapter" data-level="C.3.2" data-path="data-tables.html"><a href="data-tables.html#j-work-with-columns"><i class="fa fa-check"></i><b>C.3.2</b> j: Work with Columns</a></li>
<li class="chapter" data-level="C.3.3" data-path="data-tables.html"><a href="data-tables.html#group-in-by"><i class="fa fa-check"></i><b>C.3.3</b> Group in <code>by</code></a></li>
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<li class="chapter" data-level="C.4" data-path="data-tables.html"><a href="data-tables.html#create-variables-by-reference"><i class="fa fa-check"></i><b>C.4</b> <code>:=</code>–Create variables by reference</a></li>
<li class="chapter" data-level="C.5" data-path="data-tables.html"><a href="data-tables.html#keys"><i class="fa fa-check"></i><b>C.5</b> keys</a></li>
<li class="chapter" data-level="C.6" data-path="data-tables.html"><a href="data-tables.html#resources-17"><i class="fa fa-check"></i><b>C.6</b> Resources</a></li>
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<li class="chapter" data-level="D" data-path="remote-server.html"><a href="remote-server.html"><i class="fa fa-check"></i><b>D</b> Using Remote Server</a><ul>
<li class="chapter" data-level="D.1" data-path="remote-server.html"><a href="remote-server.html#server-setup"><i class="fa fa-check"></i><b>D.1</b> Server Setup</a></li>
<li class="chapter" data-level="D.2" data-path="remote-server.html"><a href="remote-server.html#connecting-to-the-remote-server"><i class="fa fa-check"></i><b>D.2</b> Connecting to the Remote Server</a></li>
<li class="chapter" data-level="D.3" data-path="remote-server.html"><a href="remote-server.html#copying-files"><i class="fa fa-check"></i><b>D.3</b> Copying Files</a><ul>
<li class="chapter" data-level="D.3.1" data-path="remote-server.html"><a href="remote-server.html#scp"><i class="fa fa-check"></i><b>D.3.1</b> scp</a></li>
<li class="chapter" data-level="D.3.2" data-path="remote-server.html"><a href="remote-server.html#rsync"><i class="fa fa-check"></i><b>D.3.2</b> rsync</a></li>
<li class="chapter" data-level="D.3.3" data-path="remote-server.html"><a href="remote-server.html#graphical-frontends"><i class="fa fa-check"></i><b>D.3.3</b> Graphical Frontends</a></li>
<li class="chapter" data-level="D.3.4" data-path="remote-server.html"><a href="remote-server.html#remote-editing"><i class="fa fa-check"></i><b>D.3.4</b> Remote Editing</a></li>
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<li class="chapter" data-level="D.4" data-path="remote-server.html"><a href="remote-server.html#r-and-rscript"><i class="fa fa-check"></i><b>D.4</b> R and Rscript</a><ul>
<li class="chapter" data-level="D.4.1" data-path="remote-server.html"><a href="remote-server.html#graphics-output-with-no-gui"><i class="fa fa-check"></i><b>D.4.1</b> Graphics Output with No GUI</a></li>
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<li class="chapter" data-level="D.5" data-path="remote-server.html"><a href="remote-server.html#life-on-server"><i class="fa fa-check"></i><b>D.5</b> Life on Server</a><ul>
<li class="chapter" data-level="D.5.1" data-path="remote-server.html"><a href="remote-server.html#be-social"><i class="fa fa-check"></i><b>D.5.1</b> Be Social!</a></li>
<li class="chapter" data-level="D.5.2" data-path="remote-server.html"><a href="remote-server.html#useful-things-to-do"><i class="fa fa-check"></i><b>D.5.2</b> Useful Things to Do</a></li>
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<li class="chapter" data-level="D.6" data-path="remote-server.html"><a href="remote-server.html#advanced-usage"><i class="fa fa-check"></i><b>D.6</b> Advanced Usage</a><ul>
<li class="chapter" data-level="D.6.1" data-path="remote-server.html"><a href="remote-server.html#ssh-keys-.sshconfig"><i class="fa fa-check"></i><b>D.6.1</b> ssh keys, .ssh/config</a></li>
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<li class="chapter" data-level="D.6.3" data-path="remote-server.html"><a href="remote-server.html#running-rscript-in-ssh-session"><i class="fa fa-check"></i><b>D.6.3</b> Running RScript in ssh Session</a></li>
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<h1>
<i class="fa fa-circle-o-notch fa-spin"></i><a href="./">Technical Foundations of Informatics</a>
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<section class="normal" id="section-">
<div id="plotly" class="section level1">
<h1><span class="header-section-number">A</span> Plotly</h1>
<p>In this module, you’ll start building visualizations using the Plotly API. Plotly is a visualization software that recently open-sourced it’s API to JavaScript, MatLab, Python, and R, making it quite valuable to learn. Plotly graphs are fairly customizable, and (by default) have a variety of interactive methods with each chart (i.e., hover, brush to zoom, pan, etc.). Many of these events are fairly cumbersome to build programmatically, which makes a library like Plotly quite attractive.</p>
<div id="getting-started" class="section level2">
<h2><span class="header-section-number">A.1</span> Getting Started</h2>
<p>The Plotly API is an R package that you’ll use to build interactive graphics. Like other open-source that we’ve used in this course, we’ll load this API as a R package as follows:</p>
<div class="sourceCode" id="cb234"><pre class="sourceCode bash"><code class="sourceCode bash"><a class="sourceLine" id="cb234-1" data-line-number="1"><span class="co"># Install package</span></a>
<a class="sourceLine" id="cb234-2" data-line-number="2"><span class="ex">install.packages</span>(<span class="st">"plotly"</span>)</a>
<a class="sourceLine" id="cb234-3" data-line-number="3"></a>
<a class="sourceLine" id="cb234-4" data-line-number="4"><span class="co"># Load library</span></a>
<a class="sourceLine" id="cb234-5" data-line-number="5"><span class="ex">library</span>(plotly)</a></code></pre></div>
<p>Then, the <code>plot_ly</code> object will be accessible to you to build graphics on your page.</p>
<div class="alert alert-danger">
<p>
Note: sometimes RStudio fails to show your plotly graph in a website preview when you use <code>plotly</code> in an <code>RMarkdown</code> documnent. However, if you click on the <strong>Open in Browser</strong> button, you should be able to interact with your chart as it will show in a web browser. This isn’t your fault, and doesn’t need to be de-bugged.
</p>
</div>
</div>
<div id="basic-charts" class="section level2">
<h2><span class="header-section-number">A.2</span> Basic Charts</h2>
<p>One of the best ways to start building charts with Plotly is to take a look at a <a href="https://plot.ly/r/#basic-charts">basic example</a> of your choice, and explore the syntax. In general, to build a Plotly object (graph) you’ll pass a <strong>dataframe</strong> into the <code>plot_ly</code> function, then <strong>adjust the parameters</strong> to specify what you want to visualize. For example, here is the basic example of a scatterplot from the documentation:</p>
<div class="sourceCode" id="cb235"><pre class="sourceCode bash"><code class="sourceCode bash"><a class="sourceLine" id="cb235-1" data-line-number="1"><span class="co"># Make a scatterplot of the iris data</span></a>
<a class="sourceLine" id="cb235-2" data-line-number="2"><span class="ex">plot_ly</span>(data = iris, x = ~Sepal.Length, y = ~Petal.Length, mode = <span class="st">"markers"</span>, type = <span class="st">"scatter"</span>)</a></code></pre></div>
<p>The approach seems pretty straightforward – in fact, if you exclude <code>type = "scatter"</code> and <code>mode = "markers"</code>, Plotly will make an educated guess about what type of plot you want (and in this case, it will in fact create a scatterplot!). The only syntax that looks a bit strange is the tilde character (<code>~</code>). In R, the tilde designates a variable as a <strong>formula</strong>, which was a design choice of the developers of the API.</p>
</div>
<div id="layout" class="section level2">
<h2><span class="header-section-number">A.3</span> Layout</h2>
<p>While the <code>plot_ly</code> function controls the data that is being visualized, additional chart options such as <em>titles and axes</em> are controlled by the <code>layout</code> function. The <code>layout</code> function accepts as a parameter <strong>a plotly object</strong>, and <em>manipulates that object</em>. Again, I think a great place to start is an example in the <a href="https://plot.ly/r/line-and-scatter/">documentation</a>:</p>
<div class="sourceCode" id="cb236"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb236-1" data-line-number="1"><span class="co"># From documentation</span></a>
<a class="sourceLine" id="cb236-2" data-line-number="2"></a>
<a class="sourceLine" id="cb236-3" data-line-number="3"><span class="co"># Create a plotly object `p`</span></a>
<a class="sourceLine" id="cb236-4" data-line-number="4">p <-<span class="st"> </span><span class="kw">plot_ly</span>(<span class="dt">data =</span> iris, <span class="dt">x =</span> <span class="op">~</span>Sepal.Length, <span class="dt">y =</span> <span class="op">~</span>Petal.Length, <span class="dt">type =</span> <span class="st">"scatter"</span>, <span class="dt">mode =</span> <span class="st">"markers"</span>,</a>
<a class="sourceLine" id="cb236-5" data-line-number="5"> <span class="dt">marker =</span> <span class="kw">list</span>(<span class="dt">size =</span> <span class="dv">10</span>,</a>
<a class="sourceLine" id="cb236-6" data-line-number="6"> <span class="dt">color =</span> <span class="st">'rgba(255, 182, 193, .9)'</span>,</a>
<a class="sourceLine" id="cb236-7" data-line-number="7"> <span class="dt">line =</span> <span class="kw">list</span>(<span class="dt">color =</span> <span class="st">'rgba(152, 0, 0, .8)'</span>,</a>
<a class="sourceLine" id="cb236-8" data-line-number="8"> <span class="dt">width =</span> <span class="dv">2</span>))) <span class="op">%>%</span></a>
<a class="sourceLine" id="cb236-9" data-line-number="9"><span class="st"> </span><span class="co"># Use pipe function to pass the plotly object into the `layout` function </span></a>
<a class="sourceLine" id="cb236-10" data-line-number="10"><span class="st"> </span><span class="kw">layout</span>(<span class="dt">title =</span> <span class="st">'Styled Scatter'</span>,</a>
<a class="sourceLine" id="cb236-11" data-line-number="11"> <span class="dt">yaxis =</span> <span class="kw">list</span>(<span class="dt">zeroline =</span> <span class="ot">FALSE</span>),</a>
<a class="sourceLine" id="cb236-12" data-line-number="12"> <span class="dt">xaxis =</span> <span class="kw">list</span>(<span class="dt">zeroline =</span> <span class="ot">FALSE</span>))</a>
<a class="sourceLine" id="cb236-13" data-line-number="13"></a>
<a class="sourceLine" id="cb236-14" data-line-number="14"><span class="co"># Show chart</span></a>
<a class="sourceLine" id="cb236-15" data-line-number="15">p</a></code></pre></div>
<p>This example uses the pipe operator (<code>%>%</code>) to pass the plotly object <em>into</em> the <code>layout</code> function as the first argument. We can then infer the structure of the other parameters, which you can read about more in the <a href="https://plot.ly/r/reference/#Layout_and_layout_style_objects">API Documentation</a>:</p>
</div>
<div id="hovers" class="section level2">
<h2><span class="header-section-number">A.4</span> Hovers</h2>
<p>By default, plotly will provide information on each element when you hover over it (which is <strong>awesome</strong>). To manipulate the information in a hover, you can modify the <code>text</code> attribute in the <code>plot_ly</code> function, and you can <strong>use your data</strong> to populate the information on hover:</p>
<div class="sourceCode" id="cb237"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb237-1" data-line-number="1"><span class="co"># From documentation</span></a>
<a class="sourceLine" id="cb237-2" data-line-number="2"></a>
<a class="sourceLine" id="cb237-3" data-line-number="3"><span class="co"># Create data</span></a>
<a class="sourceLine" id="cb237-4" data-line-number="4">d <-<span class="st"> </span>diamonds[<span class="kw">sample</span>(<span class="kw">nrow</span>(diamonds), <span class="dv">1000</span>), ]</a>
<a class="sourceLine" id="cb237-5" data-line-number="5"></a>
<a class="sourceLine" id="cb237-6" data-line-number="6"><span class="co"># Create plot, specifying hover text</span></a>
<a class="sourceLine" id="cb237-7" data-line-number="7">p <-<span class="st"> </span><span class="kw">plot_ly</span>(</a>
<a class="sourceLine" id="cb237-8" data-line-number="8"> d, <span class="dt">x =</span> <span class="op">~</span>carat, <span class="dt">y =</span> <span class="op">~</span>price, <span class="dt">mode =</span> <span class="st">"markers"</span>, <span class="dt">type =</span> <span class="st">"scatter"</span>,</a>
<a class="sourceLine" id="cb237-9" data-line-number="9"> <span class="co"># Hover text:</span></a>
<a class="sourceLine" id="cb237-10" data-line-number="10"> <span class="dt">text =</span> <span class="op">~</span><span class="kw">paste0</span>(<span class="st">"Price:$"</span>, price, <span class="st">'<br>Cut: '</span>, cut),</a>
<a class="sourceLine" id="cb237-11" data-line-number="11"> <span class="dt">color =</span> <span class="op">~</span>carat, <span class="dt">size =</span> <span class="op">~</span>carat</a>
<a class="sourceLine" id="cb237-12" data-line-number="12">)</a>
<a class="sourceLine" id="cb237-13" data-line-number="13"></a>
<a class="sourceLine" id="cb237-14" data-line-number="14"><span class="co"># Show chart</span></a>
<a class="sourceLine" id="cb237-15" data-line-number="15">p</a></code></pre></div>
<p>Note, plotly allows you to specify HTML syntax in the text formula. In this case, it uses a line break <code><br></code> to improve the layout.</p>
</div>
<div id="resources-16" class="section level2 unnumbered">
<h2>Resources</h2>
<ul>
<li><a href="https://plot.ly/">Plotly Website</a></li>
<li><a href="https://plot.ly/r/">Plotly R API</a></li>
<li><a href="https://plot.ly/r/getting-started/">Getting Started with Plotly for R</a></li>
<li><a href="https://images.plot.ly/plotly-documentation/images/r_cheat_sheet.pdf">Plotly Cheatsheet</a></li>
<li><a href="https://cpsievert.github.io/plotly_book/">Plotly book (extensive documentation)</a></li>
</ul>
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