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<!DOCTYPE html>
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<title>EXPLORING THE PLOTLY USING BREAST CANCER DATA</title>
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0;transform-origin:0 0;-webkit-transform:translate3d(0,100%,0) rotateX(-90deg);-moz-transform:translate3d(0,100%,0) rotateX(-90deg);-ms-transform:translate3d(0,100%,0) rotateX(-90deg);transform:translate3d(0,100%,0) rotateX(-90deg)}.reveal.page .slides{-webkit-perspective-origin:0 50%;-moz-perspective-origin:0 50%;-ms-perspective-origin:0 50%;perspective-origin:0 50%;-webkit-perspective:3000px;-moz-perspective:3000px;-ms-perspective:3000px;perspective:3000px}.reveal.page .slides section{padding:30px;min-height:700px;-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}.reveal.page .slides section.past{z-index:12}.reveal.page .slides section:not(.stack):before{content:'';position:absolute;display:block;width:100%;height:100%;left:0;top:0;background:rgba(0,0,0,.1);-webkit-transform:translateZ(-20px);-moz-transform:translateZ(-20px);-ms-transform:translateZ(-20px);-o-transform:translateZ(-20px);transform:translateZ(-20px)}.reveal.page .slides section:not(.stack):after{content:'';position:absolute;display:block;width:90%;height:30px;left:5%;bottom:0;background:0;z-index:1;border-radius:4px;box-shadow:0 95px 25px rgba(0,0,0,.2);-webkit-transform:translateZ(-90px) rotateX(65deg)}.reveal.page .slides>section.stack{padding:0;background:0}.reveal.page .slides>section.past{-webkit-transform-origin:0 0;-moz-transform-origin:0 0;-ms-transform-origin:0 0;transform-origin:0 0;-webkit-transform:translate3d(-40%,0,0) rotateY(-80deg);-moz-transform:translate3d(-40%,0,0) rotateY(-80deg);-ms-transform:translate3d(-40%,0,0) rotateY(-80deg);transform:translate3d(-40%,0,0) rotateY(-80deg)}.reveal.page .slides>section.future{-webkit-transform-origin:100% 0;-moz-transform-origin:100% 0;-ms-transform-origin:100% 0;transform-origin:100% 0;-webkit-transform:translate3d(0,0,0);-moz-transform:translate3d(0,0,0);-ms-transform:translate3d(0,0,0);transform:translate3d(0,0,0)}.reveal.page .slides>section>section.past{-webkit-transform-origin:0 0;-moz-transform-origin:0 0;-ms-transform-origin:0 0;transform-origin:0 0;-webkit-transform:translate3d(0,-40%,0) rotateX(80deg);-moz-transform:translate3d(0,-40%,0) rotateX(80deg);-ms-transform:translate3d(0,-40%,0) rotateX(80deg);transform:translate3d(0,-40%,0) rotateX(80deg)}.reveal.page .slides>section>section.future{-webkit-transform-origin:0 100%;-moz-transform-origin:0 100%;-ms-transform-origin:0 100%;transform-origin:0 100%;-webkit-transform:translate3d(0,0,0);-moz-transform:translate3d(0,0,0);-ms-transform:translate3d(0,0,0);transform:translate3d(0,0,0)}.reveal .slides section[data-transition=fade],.reveal.fade .slides section,.reveal.fade .slides>section>section{-webkit-transform:none;-moz-transform:none;-ms-transform:none;-o-transform:none;transform:none;-webkit-transition:opacity .5s;-moz-transition:opacity .5s;-ms-transition:opacity .5s;-o-transition:opacity .5s;transition:opacity .5s}.reveal.fade.overview .slides section,.reveal.fade.overview 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section:before{display:none!important}.reveal.overview .slides section>section{opacity:1;cursor:pointer}.reveal.overview .slides section:hover{background:rgba(0,0,0,.3)}.reveal.overview .slides section.present{background:rgba(0,0,0,.3)}.reveal.overview .slides>section.stack{padding:0;background:0;overflow:visible}.reveal .pause-overlay{position:absolute;top:0;left:0;width:100%;height:100%;background:#000;visibility:hidden;opacity:0;z-index:100;-webkit-transition:all 1s ease;-moz-transition:all 1s ease;-ms-transition:all 1s ease;-o-transition:all 1s ease;transition:all 1s ease}.reveal.paused .pause-overlay{visibility:visible;opacity:1}.no-transforms{overflow-y:auto}.no-transforms .reveal .slides{position:relative;width:80%;height:auto!important;top:0;left:50%;margin:0;text-align:center}.no-transforms .reveal .controls,.no-transforms .reveal .progress{display:none!important}.no-transforms .reveal .slides section{display:block!important;opacity:1!important;position:relative!important;height:auto;min-height:auto;top:0;left:-50%;margin:70px 0;-webkit-transform:none;-moz-transform:none;-ms-transform:none;-o-transform:none;transform:none}.no-transforms .reveal .slides section section{left:0}.no-transition{-webkit-transition:none;-moz-transition:none;-ms-transition:none;-o-transition:none;transition:none}.reveal .state-background{position:absolute;width:100%;height:100%;background:rgba(0,0,0,0);-webkit-transition:background 800ms ease;-moz-transition:background 800ms ease;-ms-transition:background 800ms ease;-o-transition:background 800ms ease;transition:background 800ms ease}.alert .reveal .state-background{background:rgba(200,50,30,.6)}.soothe .reveal .state-background{background:rgba(50,200,90,.4)}.blackout .reveal .state-background{background:rgba(0,0,0,.6)}.whiteout .reveal .state-background{background:rgba(255,255,255,.6)}.cobalt .reveal .state-background{background:rgba(22,152,213,.6)}.mint .reveal .state-background{background:rgba(22,213,75,.6)}.submerge .reveal .state-background{background:rgba(12,25,77,.6)}.lila .reveal .state-background{background:rgba(180,50,140,.6)}.sunset .reveal .state-background{background:rgba(255,122,0,.6)}.reveal.rtl .slides,.reveal.rtl .slides h1,.reveal.rtl .slides h2,.reveal.rtl .slides h3,.reveal.rtl .slides h4,.reveal.rtl .slides h5,.reveal.rtl .slides h6{direction:rtl;font-family:sans-serif}.reveal.rtl pre,.reveal.rtl code{direction:ltr}.reveal.rtl ol,.reveal.rtl ul{text-align:right}.reveal.rtl .progress span{float:right}.reveal aside.notes{display:none}.zoomed .reveal *,.zoomed .reveal :before,.zoomed .reveal :after{-webkit-transform:none!important;-moz-transform:none!important;-ms-transform:none!important;transform:none!important;-webkit-backface-visibility:visible!important;-moz-backface-visibility:visible!important;-ms-backface-visibility:visible!important;backface-visibility:visible!important}.zoomed .reveal .progress,.zoomed .reveal .controls{opacity:0}.zoomed .reveal .roll span{background:0}.zoomed .reveal .roll span:after{visibility:hidden}
</style>
<style type="text/css" >
/**
* A simple theme for reveal.js presentations, similar
* to the default theme. The accent color is darkblue.
*
* This theme is Copyright (C) 2012 Owen Versteeg, https://github.com/StereotypicalApps. It is MIT licensed.
* reveal.js is Copyright (C) 2011-2012 Hakim El Hattab, http://hakim.se
*/
/*********************************************
* GLOBAL STYLES
*********************************************/
body {
background: white;
background-color: white; }
.reveal {
font-family: "Lato", sans-serif;
font-size: 36px;
font-weight: 200;
letter-spacing: -0.02em;
color: black; }
::selection {
color: white;
background: rgba(0, 0, 0, 0.99);
text-shadow: none; }
/*********************************************
* HEADERS
*********************************************/
.reveal h1,
.reveal h2,
.reveal h3,
.reveal h4,
.reveal h5,
.reveal h6 {
margin: 0 0 20px 0;
color: black;
font-family: "News Cycle", Impact, sans-serif;
line-height: 0.9em;
letter-spacing: 0.02em;
text-transform: none;
text-shadow: none; }
.reveal h1 {
text-shadow: 0px 0px 6px rgba(0, 0, 0, 0.2); }
/*********************************************
* LINKS
*********************************************/
.reveal a:not(.image) {
color: darkblue;
text-decoration: none;
-webkit-transition: color .15s ease;
-moz-transition: color .15s ease;
-ms-transition: color .15s ease;
-o-transition: color .15s ease;
transition: color .15s ease; }
.reveal a:not(.image):hover {
color: #0000f1;
text-shadow: none;
border: none; }
.reveal .roll span:after {
color: #fff;
background: #00003f; }
/*********************************************
* IMAGES
*********************************************/
.reveal section img {
margin: 15px 0px;
background: rgba(255, 255, 255, 0.12);
border: 4px solid black;
box-shadow: 0 0 10px rgba(0, 0, 0, 0.15);
-webkit-transition: all .2s linear;
-moz-transition: all .2s linear;
-ms-transition: all .2s linear;
-o-transition: all .2s linear;
transition: all .2s linear; }
.reveal a:hover img {
background: rgba(255, 255, 255, 0.2);
border-color: darkblue;
box-shadow: 0 0 20px rgba(0, 0, 0, 0.55); }
/*********************************************
* NAVIGATION CONTROLS
*********************************************/
.reveal .controls div.navigate-left,
.reveal .controls div.navigate-left.enabled {
border-right-color: darkblue; }
.reveal .controls div.navigate-right,
.reveal .controls div.navigate-right.enabled {
border-left-color: darkblue; }
.reveal .controls div.navigate-up,
.reveal .controls div.navigate-up.enabled {
border-bottom-color: darkblue; }
.reveal .controls div.navigate-down,
.reveal .controls div.navigate-down.enabled {
border-top-color: darkblue; }
.reveal .controls div.navigate-left.enabled:hover {
border-right-color: #0000f1; }
.reveal .controls div.navigate-right.enabled:hover {
border-left-color: #0000f1; }
.reveal .controls div.navigate-up.enabled:hover {
border-bottom-color: #0000f1; }
.reveal .controls div.navigate-down.enabled:hover {
border-top-color: #0000f1; }
/*********************************************
* PROGRESS BAR
*********************************************/
.reveal .progress {
background: rgba(0, 0, 0, 0.2); }
.reveal .progress span {
background: darkblue;
-webkit-transition: width 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985);
-moz-transition: width 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985);
-ms-transition: width 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985);
-o-transition: width 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985);
transition: width 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985); }
</style>
<style type="text/css">
.reveal h1 {
font-size: 2.5em;
}
.reveal h1,
.reveal h2,
.reveal h3,
.reveal h4,
.reveal h5,
.reveal h6 {
margin-bottom: .6em;
}
.reveal p,
.reveal table {
margin-bottom: 1em;
}
.reveal li {
margin-bottom: .4em;
}
.reveal ul ul,
.reveal ul ol,
.reveal ol ol,
.reveal ol ul {
margin-top: .4em;
}
.reveal .slides {
text-align: left;
}
.reveal small {
font-size: 0.85em;
}
.reveal pre {
margin-top: 0;
max-width: 95%;
border: 1px solid #ccc;
white-space: pre-wrap;
margin-bottom: 1em;
}
.reveal pre code {
display: block; padding: 0.5em;
font-size: 1.6em;
line-height: 1.1em;
background-color: white;
overflow: visible;
max-height: none;
word-wrap: normal;
}
.reveal code {
overflow: visible;
max-height: none;
}
.reveal code.r {
background-color: #F8F8F8;
}
.reveal code.cpp {
background-color: #F8F8F8;
}
.reveal section del {
text-decoration: none;
color: #AAB1BA;
}
.reveal section img {
border: none;
}
.reveal section .fieldError {
margin-bottom: 25px;
}
.reveal section .fieldError span {
color: red;
}
.prompt .reveal .state-background {
background: #C6D7DC;
}
.quiz-multichoice .reveal .state-background {
background: rgba(254,220,179,1);
}
.quiz-multichoice .reveal ul {
list-style-type: none;
margin-bottom: 30px;
}
.quiz-multichoice .reveal li {
margin-top: 15px;
}
.quiz-multichoice .reveal .quizFeedback {
margin-bottom: 30px;
}
.quiz-multichoice .reveal .quizFeedback img {
border: none;
box-shadow: none;
background: transparent;
float: left;
margin-top: -15px;
}
.quiz-multichoice .reveal .quizFeedback span {
font-size: 1.4em;
margin-left: 12px;
}
.section .reveal .state-background {
background: #96A2B6;
}
.section .reveal h1,
.section .reveal h2,
.section .reveal p {
color: white;
margin-top: 50px;
}
.sub-section .reveal .state-background {
background: #E7E8EA
}
.sub-section .reveal h2,
.sub-section .reveal p {
color: #63717B;
margin-top: 50px;
}
.reveal strong {
color: #25679E;
}
.reveal .controls {
right: -20px;
bottom: 5px;
}
.reveal .controls div.navigate-left {
top: 75px;
}
.reveal .controls div.navigate-right {
left: 54px;
top: 75px;
}
.reveal .controls div.navigate-up {
display: none;
}
.reveal .controls div.navigate-down {
display: none;
}
/*********************************************
* NAVIGATION CONTROLS
*********************************************/
.reveal .controls div.navigate-left,
.reveal .controls div.navigate-left.enabled {
border-right-color: #25679E;
}
.reveal .controls div.navigate-right,
.reveal .controls div.navigate-right.enabled {
border-left-color: #25679E;
}
.reveal .controls div.navigate-up,
.reveal .controls div.navigate-up.enabled {
border-bottom-color: #25679E;
}
.reveal .controls div.navigate-down,
.reveal .controls div.navigate-down.enabled {
border-top-color: #25679E;
}
.reveal .controls div.navigate-left.enabled:hover {
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<h1>EXPLORING THE PLOTLY USING BREAST CANCER DATA</h1><p>OLUWADARE MARGARET<br/>30TH SEPTEMBER, 2020</p>
<div class="slideContent" >
</div>
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<h3>INTRODUCTION</h3>
<div class="slideContent" >
<p>Dr. William H. Wolberg of the University of Wisconsin pioneered the
Wisconsin Breast Cancer Data in 1990. His goal of collecting the data was to identify
whether a tumor biopsy was malignant or benign. His team collected the samples
using Fine Needle Aspiration (FNA). Our aim here is to demonstrate the use of <code>plotly</code> in plotting this data set.</p>
<p>To do this we will access the <code>Mass</code> library and read in the data called <code>biospy</code>. The following till be carried out:</p>
<ul>
<li>Read in the data</li>
<li>Relabel varaiable names</li>
<li>Perform some data cleaning and exploration</li>
<li>Plot the data using <code>plotly</code></li>
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<h3>PREPARE THE ENVIRONMENT</h3>
<div class="slideContent" >
<p>The following library will be used and the <code>biospy</code> data set from the <code>MASS</code> library will be used. </p>
<pre><code class="r">library(MASS); library(corrplot); library(ggplot2); library(tidyverse);
library(plotly)
library(rgl); library(rglwidget)
data(biopsy)
</code></pre>
<p>We perform some cleaning by removing the <code>id</code> variable, renaming the varaible and ommiting <code>na's</code>.</p>
<pre><code class="r">bc <- biopsy[-1]
names(bc) <- c("age", "mnp", "ts", "inv", "ndc", "deM", "breast", "brtq", "irat", "class" )
bc = na.omit(bc)
str(bc)
</code></pre>
<pre><code>'data.frame': 683 obs. of 10 variables:
$ age : int 5 5 3 6 4 8 1 2 2 4 ...
$ mnp : int 1 4 1 8 1 10 1 1 1 2 ...
$ ts : int 1 4 1 8 1 10 1 2 1 1 ...
$ inv : int 1 5 1 1 3 8 1 1 1 1 ...
$ ndc : int 2 7 2 3 2 7 2 2 2 2 ...
$ deM : int 1 10 2 4 1 10 10 1 1 1 ...
$ breast: int 3 3 3 3 3 9 3 3 1 2 ...
$ brtq : int 1 2 1 7 1 7 1 1 1 1 ...
$ irat : int 1 1 1 1 1 1 1 1 5 1 ...
$ class : Factor w/ 2 levels "benign","malignant": 1 1 1 1 1 2 1 1 1 1 ...
- attr(*, "na.action")= 'omit' Named int [1:16] 24 41 140 146 159 165 236 250 276 293 ...
..- attr(*, "names")= chr [1:16] "24" "41" "140" "146" ...
</code></pre>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>PLOT OF DATA</h3>
<div class="mediaInline slideContent" >
<pre><code class="r"># Point colors
marker <- list(color = ~class, colorscale = c('#FFE1A1', '#683531'),
showscale = TRUE)
# Create the plot
p <- plot_ly(bc, x = ~age, y = ~mnp, z = ~brtq, marker = marker) %>%
add_markers() %>%
layout(
scene = list(xaxis = list(title = 'age'),
yaxis = list(title = 'menopause'),
zaxis = list(title = 'breast quarter'),
title = "Breast cancer Data")
)
p
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk Plot"/></p>
</div>
</section>
</div>
</div>
<script type="text/javascript" >
/**
Head JS The only script in your <HEAD>
Copyright Tero Piirainen (tipiirai)
License MIT / http://bit.ly/mit-license
Version 0.96
http://headjs.com
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