-
Notifications
You must be signed in to change notification settings - Fork 1
/
03_shiny.html
188 lines (160 loc) · 101 KB
/
03_shiny.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta charset="utf-8">
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta name="generator" content="pandoc" />
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="author" content="Gregor Pirs, Jure Demsar and Erik Strumbelj" />
<title>Interactive visualizations with Shiny</title>
<style type="text/css">code{white-space: pre;}</style>
<style type="text/css">
a.sourceLine { display: inline-block; line-height: 1.25; }
a.sourceLine { pointer-events: none; color: inherit; text-decoration: inherit; }
a.sourceLine:empty { height: 1.2em; }
.sourceCode { overflow: visible; }
code.sourceCode { white-space: pre; position: relative; }
div.sourceCode { margin: 1em 0; }
pre.sourceCode { margin: 0; }
@media screen {
div.sourceCode { overflow: auto; }
}
@media print {
code.sourceCode { white-space: pre-wrap; }
a.sourceLine { text-indent: -1em; padding-left: 1em; }
}
pre.numberSource a.sourceLine
{ position: relative; left: -4em; }
pre.numberSource a.sourceLine::before
{ content: attr(title);
position: relative; left: -1em; text-align: right; vertical-align: baseline;
border: none; pointer-events: all; display: inline-block;
-webkit-touch-callout: none; -webkit-user-select: none;
-khtml-user-select: none; -moz-user-select: none;
-ms-user-select: none; user-select: none;
padding: 0 4px; width: 4em;
color: #aaaaaa;
}
pre.numberSource { margin-left: 3em; border-left: 1px solid #aaaaaa; padding-left: 4px; }
div.sourceCode
{ }
@media screen {
a.sourceLine::before { text-decoration: underline; }
}
code span.al { color: #ff0000; font-weight: bold; } /* Alert */
code span.an { color: #60a0b0; font-weight: bold; font-style: italic; } /* Annotation */
code span.at { color: #7d9029; } /* Attribute */
code span.bn { color: #40a070; } /* BaseN */
code span.bu { } /* BuiltIn */
code span.cf { color: #007020; font-weight: bold; } /* ControlFlow */
code span.ch { color: #4070a0; } /* Char */
code span.cn { color: #880000; } /* Constant */
code span.co { color: #60a0b0; font-style: italic; } /* Comment */
code span.cv { color: #60a0b0; font-weight: bold; font-style: italic; } /* CommentVar */
code span.do { color: #ba2121; font-style: italic; } /* Documentation */
code span.dt { color: #902000; } /* DataType */
code span.dv { color: #40a070; } /* DecVal */
code span.er { color: #ff0000; font-weight: bold; } /* Error */
code span.ex { } /* Extension */
code span.fl { color: #40a070; } /* Float */
code span.fu { color: #06287e; } /* Function */
code span.im { } /* Import */
code span.in { color: #60a0b0; font-weight: bold; font-style: italic; } /* Information */
code span.kw { color: #007020; font-weight: bold; } /* Keyword */
code span.op { color: #666666; } /* Operator */
code span.ot { color: #007020; } /* Other */
code span.pp { color: #bc7a00; } /* Preprocessor */
code span.sc { color: #4070a0; } /* SpecialChar */
code span.ss { color: #bb6688; } /* SpecialString */
code span.st { color: #4070a0; } /* String */
code span.va { color: #19177c; } /* Variable */
code span.vs { color: #4070a0; } /* VerbatimString */
code span.wa { color: #60a0b0; font-weight: bold; font-style: italic; } /* Warning */
</style>
<style type="text/css">@font-face{font-family:'Open Sans';font-style:normal;font-weight:400;src:local('Open Sans'),local(OpenSans),url(data:application/font-woff;base64,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) format("woff")}@font-face{font-family:'Open Sans';font-style:normal;font-weight:700;src:local('Open Sans Bold'),local(OpenSans-Bold),url(data:application/font-woff;base64,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) format("woff")}html{font-family:sans-serif;-webkit-text-size-adjust:100%;-ms-text-size-adjust:100%}body{margin:0}article,aside,details,figcaption,figure,footer,header,hgroup,main,menu,nav,section,summary{display:block}audio,canvas,progress,video{display:inline-block;vertical-align:baseline}audio:not([controls]){display:none;height:0}[hidden],template{display:none}a{background-color:transparent}a:active,a:hover{outline:0}abbr[title]{border-bottom:1px dotted}b,strong{font-weight:700}dfn{font-style:italic}h1{margin:.67em 0;font-size:2em}mark{color:#000;background:#ff0}small{font-size:80%}sub,sup{position:relative;font-size:75%;line-height:0;vertical-align:baseline}sup{top:-.5em}sub{bottom:-.25em}img{border:0}svg:not(:root){overflow:hidden}figure{margin:1em 40px}hr{height:0;-moz-box-sizing:content-box;box-sizing:content-box}pre{overflow:auto}code,kbd,pre,samp{font-family:monospace,monospace;font-size:1em}table{border-spacing:0;border-collapse:collapse;width:100%;margin:20px auto}th,td{border-bottom:1px solid #bbb;text-align:left;padding:10px}th{background-color:#63a0e1;color:#fff}tr:nth-child(odd){background-color:#eee}tr:nth-child(even){background-color:#fff}body{font-family:'Open Sans','Helvetica Neue',Helvetica,Arial,sans-serif;font-size:16px;font-weight:400;line-height:1.5;color:#666;background:#fafafa url(data:image/jpeg;base64,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) 0 0 repeat}p{margin-top:0}a{color:#2879d0}a:hover{color:#2268b2}header{padding-top:40px;padding-bottom:20px;background:#2e7bcf url(data:image/jpeg;base64,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) 0 0 repeat-x;border-bottom:solid 1px #275da1;text-align:center}header h1{margin-top:0;margin-bottom:.5em;font-size:2em;font-weight:700;line-height:1;color:#fff;letter-spacing:-1px}header h2{margin-top:0;margin-bottom:1em;font-size:1.5em;font-weight:400;line-height:1.3;color:#9ddcff;letter-spacing:0}header h3{margin-top:0;margin-bottom:1em;font-size:1.2em;font-weight:400;line-height:1.2;color:#9ddcff;letter-spacing:0}.inner,.toc{position:relative;width:840px;font-size:1.1em;margin:0 auto}.toc{padding-top:1em;padding-bottom:0}.toc ul{margin-bottom:0}#content-wrapper{padding-top:30px;border-top:solid 1px #fff}#main-content img{max-width:100%}code,pre{margin-bottom:30px;font-family:Monaco,Consolas,"Bitstream Vera Sans Mono","Lucida Console",Terminal,monospace;font-size:1em;color:#222}code{padding:0 3px;background-color:#f2f8fc;border:solid 1px #dbe7f3}pre{padding:20px;overflow:auto;text-shadow:none;background:#fff;border:solid 1px #f2f2f2;font-size:.9em}pre code{padding:0;color:#2879d0;background-color:#fff;border:none}ul,ol,dl{margin-bottom:20px}hr{height:1px;margin-top:1em;margin-bottom:1em;border:0;background:#aaa;background-image:linear-gradient(to right,#eee,#aaa,#eee)}form{padding:20px;background:#f2f2f2}#main-content h1{margin-top:0;margin-bottom:0;font-size:2em;font-weight:700;color:#474747;letter-spacing:-1px}#main-content h1:before{padding-right:.3em;margin-left:-.8em;color:#9ddcff;content:"/"}#main-content h2{margin-bottom:8px;font-size:1.5em;font-weight:700;color:#474747}#main-content h2:before{padding-right:.3em;margin-left:-1.2em;content:"//";color:#9ddcff}#main-content h3{margin-top:24px;margin-bottom:8px;font-size:1.2em;font-weight:700;color:#474747}#main-content h3:before{padding-right:.3em;margin-left:-1.7em;content:"///";color:#9ddcff}#main-content h4{margin-bottom:8px;font-size:1.1em;font-weight:700;color:#474747}h4:before{padding-right:.3em;margin-left:-2em;content:"////";color:#9ddcff}#main-content h5{margin-bottom:8px;font-size:1em;color:#474747}h5:before{padding-right:.3em;margin-left:-2.4em;content:"/////";color:#9ddcff}#main-content h6{margin-bottom:8px;font-size:.9em;color:#474747}h6:before{padding-right:.3em;margin-left:-3em;content:"//////";color:#9ddcff}p{margin-bottom:20px}a{text-decoration:none}p a{font-weight:400}blockquote{padding:0 0 0 30px;margin-bottom:20px;font-size:1.1em;border-left:10px solid #e9e9e9}ul,ol{padding-left:30px}dl dd{font-style:italic;font-weight:100}.clearfix:after{display:block;height:0;clear:both;visibility:hidden;content:'.'}.clearfix{display:inline-block}* html .clearfix{height:1%}.clearfix{display:block}@media only screen and (max-width: 850px){.toc,.inner{width:93%;font-size:1em}header{padding:10px 0}header h1,header h2{width:100%}header h1{font-size:1.75em}header h2{font-size:1.2em}header h3{font-size:1em}#main-content h1:before,#main-content h2:before,#main-content h3:before,#main-content h4:before,#main-content h5:before,#main-content h6:before{padding-right:0;margin-left:0;content:none}}
code > span.kw { color: #a71d5d; font-weight: normal; }
code > span.dt { color: #795da3; }
code > span.dv { color: #0086b3; }
code > span.bn { color: #0086b3; }
code > span.fl { color: #0086b3; }
code > span.ch { color: #4070a0; }
code > span.st { color: #183691; }
code > span.co { color: #969896; font-style: italic; }
code > span.ot { color: #007020; }
</style>
</head>
<body>
<header>
<div class="inner">
<h1 class="title toc-ignore">Interactive visualizations with Shiny</h1>
<h3 class="author">Gregor Pirs, Jure Demsar and Erik Strumbelj</h3>
<h3 class="date">25/7/2019</h3>
</div>
</header>
<div id="content-wrapper">
<div class="inner clearfix">
<section id="main-content">
<div style="text-align:center">
<p><img src="data:image/png;base64,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" alt="drawing" width="128" /></p>
</div>
<div id="shiny" class="section level1">
<h1>Shiny</h1>
<p>Shiny (<a href="https://shiny.rstudio.com/" class="uri">https://shiny.rstudio.com/</a>) is an R package that makes it easy to build interactive visualizations or even web apps straight from R. You can host standalone apps on a webpage or embed them in R Markdown documents. You can also extend your Shiny apps with CSS themes, htmlwidgets, and JavaScript. Shiny is a very powerful framework, you can see some example of what you can create with it here: <a href="https://shiny.rstudio.com/gallery/" class="uri">https://shiny.rstudio.com/gallery/</a>. In this tutorial we will only scratch the surface of the Shiny package, more detailed tutorials can be found at <a href="https://shiny.rstudio.com/tutorial/" class="uri">https://shiny.rstudio.com/tutorial/</a>.</p>
<p>Since Shiny apps have a specific structure it is by far the easiest way to start desigining one by using the <code>New Project...</code> option in the <code>File</code> menu of RStudio. Next you have to select whether you want to put the new R project into an existing or into a new directory, after you select that, you can choose the <code>Shiny Web Application</code> option. The starting point is a runnable example that includes a histogram and a slider for selecting the amount of histogram bins.</p>
<p>Shiny apps can be divided into two parts – the UI part (front end) and the server part (back end). The UI part includes all the visual elements and their layout, while the back end includes computations and visualizations.</p>
<div id="ui" class="section level2">
<h2>UI</h2>
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb1-1" title="1"><span class="co"># Define UI for application that draws a histogram</span></a>
<a class="sourceLine" id="cb1-2" title="2">ui <-<span class="st"> </span><span class="kw">fluidPage</span>(</a>
<a class="sourceLine" id="cb1-3" title="3"></a>
<a class="sourceLine" id="cb1-4" title="4"> <span class="co"># Application title</span></a>
<a class="sourceLine" id="cb1-5" title="5"> <span class="kw">titlePanel</span>(<span class="st">"Old Faithful Geyser Data"</span>),</a>
<a class="sourceLine" id="cb1-6" title="6"></a>
<a class="sourceLine" id="cb1-7" title="7"> <span class="co"># Sidebar with a slider input for number of bins </span></a>
<a class="sourceLine" id="cb1-8" title="8"> <span class="kw">sidebarLayout</span>(</a>
<a class="sourceLine" id="cb1-9" title="9"> <span class="kw">sidebarPanel</span>(</a>
<a class="sourceLine" id="cb1-10" title="10"> <span class="kw">sliderInput</span>(<span class="st">"bins"</span>,</a>
<a class="sourceLine" id="cb1-11" title="11"> <span class="st">"Number of bins:"</span>,</a>
<a class="sourceLine" id="cb1-12" title="12"> <span class="dt">min =</span> <span class="dv">1</span>,</a>
<a class="sourceLine" id="cb1-13" title="13"> <span class="dt">max =</span> <span class="dv">50</span>,</a>
<a class="sourceLine" id="cb1-14" title="14"> <span class="dt">value =</span> <span class="dv">30</span>)</a>
<a class="sourceLine" id="cb1-15" title="15"> ),</a>
<a class="sourceLine" id="cb1-16" title="16"></a>
<a class="sourceLine" id="cb1-17" title="17"> <span class="co"># Show a plot of the generated distribution</span></a>
<a class="sourceLine" id="cb1-18" title="18"> <span class="kw">mainPanel</span>(</a>
<a class="sourceLine" id="cb1-19" title="19"> <span class="kw">plotOutput</span>(<span class="st">"distPlot"</span>)</a>
<a class="sourceLine" id="cb1-20" title="20"> )</a>
<a class="sourceLine" id="cb1-21" title="21"> )</a>
<a class="sourceLine" id="cb1-22" title="22">)</a></code></pre></div>
<p>The <code>fluidPage()</code> is the main building block in Shiny, it is the main web page that we can than further split into smaller parts where our GUI elements reside. The first object inside the <code>fluidPage</code> is the <code>titlePanel</code>, like the name suggests this is the title of your app. We can than either define a custom layout for our app by dividing the <code>fluidPage</code> into columns and rows or we can use one of the predefined layouts. Since this is an introductory course we will use a predefined <code>sidebarLayout</code>, in this layout the app is divided into two parts – a side bar or menu on the left (<code>sidebarPanel</code>) and the main area (<code>mainPanel</code>) on the right. We will use the side bar to add various controls and the main area to plot our visualization.</p>
<p>In the code above we have one control, called the <code>sliderInput</code>, it is named <code>bins</code>, the label describing it says <code>Number of bins:</code>, slider ranges from 1 to 50 and its default value is 30. The main area is composed of a single plot titled <code>distPlot</code>. In this example and the following exercise you will only have to use sliders, but the controls library supports many other types of inputs (<a href="https://shiny.rstudio.com/tutorial/written-tutorial/lesson3/" class="uri">https://shiny.rstudio.com/tutorial/written-tutorial/lesson3/</a>).</p>
</div>
<div id="server" class="section level2">
<h2>Server</h2>
<pre><code># Define server logic required to draw a histogram
server <- function(input, output) {
output$distPlot <- renderPlot({
# generate bins based on input$bins from ui.R
x <- faithful[, 2]
bins <- seq(min(x), max(x), length.out = input$bins + 1)
# draw the histogram with the specified number of bins
hist(x, breaks = bins, col = 'darkgray', border = 'white')
})
}</code></pre>
<p>The back end of our simple app only loads the data from the <code>faithful</code> dataset, sets the amount of bins and plots the histogram. Visualization above uses Shiny’s <code>hist</code> function, but you can easily replace this with any ggplot you want!</p>
</div>
</div>
</section>
</div>
</div>
<!-- dynamically load mathjax for compatibility with self-contained -->
<script>
(function () {
var script = document.createElement("script");
script.type = "text/javascript";
script.src = "https://mathjax.rstudio.com/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML";
document.getElementsByTagName("head")[0].appendChild(script);
})();
</script>
</body>
</html>