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<h1>Correlogram</h1>
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<p style="max-width: 700px; margin: auto">A <a href="https://www.data-to-viz.com/graph/correlogram.html">correlogram</a> or correlation matrix allows to analyse the relationship between each pair of numeric variables in a dataset. It gives a quick overview of the whole dataset. It is more used for <u>exploratory</u> purpose than <u>explanatory</u>.</p>
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<div class="mySeryTitle">Using the <code>GGally</code> package</div>
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<p>The <code>GGally</code> package offers great options to build <a href="https://www.data-to-viz.com/graph/correlogram.html">correlograms</a>. The <code>ggpairs()</code> function build a <a href="199-correlation-matrix-with-ggally.html">classic correlogram</a> with scatterplot, correlation coefficient and variable distribution. On top of that, it is possible to inject <a href="ggplot2-package.html">ggplot2</a> code, for instance to <a href="199-correlation-matrix-with-ggally.html#category">color categories</a>.</p>
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<p>Scatterplot matrix</p>
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<p class="explanation_portfolio">Basic scatteprlot matrix with the ggpairs() function.</p>
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<p>Pearson correlation</p>
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<p class="explanation_portfolio">Visualize correlation with ggcorr().</p>
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<p>Show groups</p>
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<p class="explanation_portfolio">You can use the ggplot2 syntax to add aesthetics and ths map color to categories.</p>
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<div class="mySeryTitle">Using the <code>corrgram</code> package</div>
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<p>The <code>corrgram</code> is another great alternative to build <a href="https://www.data-to-viz.com/graph/correlogram.html">correlograms</a>. You can choose what to display in the upper, lower and diagonal part of the figure: scatterplot, pie chart, text, ellipse and more.</p>
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<p>Square and Pie</p>
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<p class="explanation_portfolio">How to use the corrgram() function to represent correlation with square and pie charts.</p>
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<p>Ellipse + Scatterplot</p>
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<p>Half matrix</p>
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<p>Lesser known ways to build correlogram with R, like the <code>ellipse</code> package, the <code>plot()</code> function and the <code>car</code> package.</p>
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<p>Ellipse package</p>
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<p>plot() function</p>
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<p class="explanation_portfolio">The plot function is straightforward way to build a basic scatterplot matrix.</p>
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<p>car package</p>
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<p class="explanation_portfolio">The car package probides a scatterplotMatrix function to build correlogram.</p>
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