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<!DOCTYPE html>
<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Basic Tutorial · Makie Plotting Ecosystem</title><link href="https://fonts.googleapis.com/css?family=Lato|Roboto+Mono" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.0/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.0/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.0/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.11.1/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="assets/documenter.js"></script><script src="siteinfo.js"></script><script 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href="index.html">Home</a></li><li><span class="tocitem">Basics</span><ul><li class="is-active"><a class="tocitem" href="basic-tutorial.html">Basic Tutorial</a><ul class="internal"><li><a class="tocitem" href="#A-First-Plot"><span>A First Plot</span></a></li><li><a class="tocitem" href="#Changing-Attributes"><span>Changing Attributes</span></a></li><li><a class="tocitem" href="#Adding-A-Plot"><span>Adding A Plot</span></a></li><li><a class="tocitem" href="#Plotting-Observables"><span>Plotting <code>Observables</code></span></a></li><li><a class="tocitem" href="#Saving-Static-Plots"><span>Saving Static Plots</span></a></li><li><a class="tocitem" href="#Creating-Animations"><span>Creating Animations</span></a></li><li><a class="tocitem" href="#Summary"><span>Summary</span></a></li></ul></li><li><a class="tocitem" href="makielayout/tutorial.html">Layout Tutorial</a></li><li><a class="tocitem" href="animation.html">Animations</a></li><li><a class="tocitem" 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class="docs-edit-link" href="https://github.com/JuliaPlots/AbstractPlotting.jl/blob/master/docs/src/basic-tutorial.md#" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><h1 id="Basic-Tutorial"><a class="docs-heading-anchor" href="#Basic-Tutorial">Basic Tutorial</a><a id="Basic-Tutorial-1"></a><a class="docs-heading-anchor-permalink" href="#Basic-Tutorial" title="Permalink"></a></h1><p>Here is a quick tutorial to get you started. We assume you have <a href="https://julialang.org/">Julia</a> and <code>GLMakie.jl</code> (or one of the other backends) installed already.</p><p>First, we import GLMakie, which might take a little bit of time because there is a lot to precompile. Just sit tight! For this tutorial, we also call <code>AbstractPlotting.inline!(true)</code> so plots appear inline after each example. Otherwise, an interactive window will open when you return a <code>Figure</code>.</p><pre><code class="language-julia">using GLMakie
AbstractPlotting.inline!(true)</code></pre><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>A <code>Figure</code> is usually displayed whenever it is returned in global scope (e.g. in the REPL). To display a Figure from within a local scope, like from within a function, you can directly call <code>display(figure)</code>. </p></div></div><h2 id="A-First-Plot"><a class="docs-heading-anchor" href="#A-First-Plot">A First Plot</a><a id="A-First-Plot-1"></a><a class="docs-heading-anchor-permalink" href="#A-First-Plot" title="Permalink"></a></h2><p>Let's begin by plotting some points using the <code>scatter</code> function.</p><pre><code class="language-julia">points = [Point2f0(cos(t), sin(t)) for t in LinRange(0, 2pi, 20)]
colors = 1:20
figure, axis, scatterobject = scatter(points, color = colors, markersize = 15)
figure</code></pre><img 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" /><p>You can see that we've split the return value of <code>scatter</code> into three components: <code>figure</code>, <code>axis</code> and <code>scatterobject</code>. Every plotting function in its default form returns an object of type <code>FigureAxisPlot</code> which bundles these three parts, which makes it easy to continue working separately with them.</p><h2 id="Changing-Attributes"><a class="docs-heading-anchor" href="#Changing-Attributes">Changing Attributes</a><a id="Changing-Attributes-1"></a><a class="docs-heading-anchor-permalink" href="#Changing-Attributes" title="Permalink"></a></h2><p>One great feature of Makie is that it uses <code>Observables</code> (or <code>Nodes</code> as a Makie-specific alias), which make it easy to write visualizations that can be updated dynamically with new data.</p><p>An <code>Observable</code> is a container object which notifies all its listeners whenever its content changes. Put simply, using <code>Observables</code>, if your input data changes your plots change as well.</p><p>Plot objects usually have a collection of attributes, which are observables. If you change them, the plots update immediately. Let's try to change the marker size of our scatter plot:</p><pre><code class="language-julia">scatterobject.markersize = 30
figure</code></pre><img src="data:image/png;base64,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" /><h2 id="Adding-A-Plot"><a class="docs-heading-anchor" href="#Adding-A-Plot">Adding A Plot</a><a id="Adding-A-Plot-1"></a><a class="docs-heading-anchor-permalink" href="#Adding-A-Plot" title="Permalink"></a></h2><p>Let's add another scatter plot to our axis. To add a plot to an existing figure or axis, you use the mutating version with a <code>!</code>. Each plot type such as <code>Scatter</code> has a non-mutating function (<code>scatter</code>) and a mutating function (<code>scatter!</code>) associated with it.</p><p>Let's plot another circle. This time we try some different arguments, a circle function and a range of values.</p><p>We use <code>scatter!</code> without passing a specific target as the first argument, which plots into the last used axis.</p><pre><code class="language-julia">circlefunc = ts -> 1.5 .* Point2f0.(cos.(ts), sin.(ts))
scatter!(circlefunc, LinRange(0, 2pi, 30), color = :red)
figure</code></pre><img src="data:image/png;base64,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" /><h2 id="Plotting-Observables"><a class="docs-heading-anchor" href="#Plotting-Observables">Plotting <code>Observables</code></a><a id="Plotting-Observables-1"></a><a class="docs-heading-anchor-permalink" href="#Plotting-Observables" title="Permalink"></a></h2><p>So far, we have plotted normal "static" values - a simple array of points, or a function evaluated on static values. Makie makes it really easy to plot "dynamic" values as well. This is done using Observables.</p><p>Imagine that you want to interactively visualize how a sine function over a constant interval depends on its parameters. That means the x values are fixed but the y values depend on the frequency and phase of the sine function. Such a dependency is easy to express with <code>Observables</code> or <code>Nodes</code> for short.</p><p>Usually, all plot functions accept their input arguments and attributes as <code>Observables</code>. If you don't pass <code>Observables</code>, they get converted internally anyway.</p><pre><code class="language-julia">xs = -pi:0.01:pi
frequency = Node(3.0) # Node === Observable
phase = Node(0.0)
ys = lift(frequency, phase) do fr, ph
@. 0.3 * sin(fr * xs - ph)
end
lines!(xs, ys, color = :blue, linewidth = 3)
figure</code></pre><img src="data:image/png;base64,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" /><p>You can see that our sine function was nicely visualized. The <code>lift</code> function takes as its first input a function which computes its output from the other arguments, <code>frequency</code> and <code>phase</code> in this case, which are <code>Observables</code>. The output is then stored inside another <code>Observable</code>, <code>ys</code>. Therefore, <code>ys</code> always contains the result of the sine function with the current <code>frequency</code> and <code>phase</code> applied to the values in <code>xs</code>. (If you haven't used the <code>do</code> syntax before, it is Julia's way of passing an anonymous function as the first argument to another function. It's very useful for dealing with <code>Observables</code>.)</p><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>For short functions, there is a really convenient macro alternative to <code>lift</code>. Instead of what we wrote above, we could have written <code>ys = @lift(0.3 * sin($frequency .* xs .- $phase))</code>. Just prefix expressions that reference observables with a <code>$</code> symbol.</p></div></div><p>Now, we can change the <code>frequency</code> to a different value and the plot will change with it. <code>Observables</code> are mutated with empty square brackets (like <code>Ref</code>s).</p><pre><code class="language-julia">frequency[] = 9
figure</code></pre><img src="data:image/png;base64,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" /><p>You see that the line plot has changed to reflect the new frequency. That's how easy it is to create a dynamic visualization with <code>Observables</code>. Imagine the opportunities to hook Observables up with sliders and buttons to control a complex plot.</p><h2 id="Saving-Static-Plots"><a class="docs-heading-anchor" href="#Saving-Static-Plots">Saving Static Plots</a><a id="Saving-Static-Plots-1"></a><a class="docs-heading-anchor-permalink" href="#Saving-Static-Plots" title="Permalink"></a></h2><p>Makie overloads the <code>FileIO</code> interface. This is how you save this figure as a <code>png</code>:</p><pre><code class="language-julia">save("sineplot.png", figure)</code></pre><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>Different backends have different possible output formats. <code>GLMakie</code> as a GPU-powered backend can only output bitmaps like <code>png</code>. <code>CairoMakie</code> can output high-quality vector graphics such as <code>svg</code> and <code>pdf</code>, on the other hand those formats don't work as well (or at all) with 3D content.</p></div></div><p>See <a href="backends_and_output.html#Backends-and-Output">Backends & Output</a> for more information on this.</p><h2 id="Creating-Animations"><a class="docs-heading-anchor" href="#Creating-Animations">Creating Animations</a><a id="Creating-Animations-1"></a><a class="docs-heading-anchor-permalink" href="#Creating-Animations" title="Permalink"></a></h2><p>Often, we want to create small videos that show how a visualization changes over time. This is really easy to do if we already have a plot with observables. Once we have our figure, we can just change the observables that we want in a closure function and pass that to <code>record</code>, which creates a video for us.</p><p>We can just re-use our existing figure. Let's change the phase over time. We just need to supply an iterator with as many elements as we want frames in our video.</p><pre><code class="language-julia">framerate = 30 # fps
timestamps = 0:1/framerate:3
record(figure, "phase_animation.mp4", timestamps; framerate = framerate) do t
phase[] = 2 * t * 2pi
end</code></pre><p>And here is our result, as we expect the sine function moves sideways.</p><p><video src="phase_animation.mp4" controls="true" title="phase_animation"><a href="phase_animation.mp4">phase_animation</a></video></p><p>For more information, see the <a href="animation.html#Animations">Animations</a> and the <a href="interaction.html#Observables-and-Interaction">Observables & Interaction</a> sections.</p><h2 id="Summary"><a class="docs-heading-anchor" href="#Summary">Summary</a><a id="Summary-1"></a><a class="docs-heading-anchor-permalink" href="#Summary" title="Permalink"></a></h2><p>That concludes our short tutorial. We hope you have learned how to create basic plots with Makie and how easy it is to change and animate them using Observables.</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="index.html">« Home</a><a class="docs-footer-nextpage" href="makielayout/tutorial.html">Layout Tutorial »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> on <span class="colophon-date" title="Friday 19 March 2021 14:22">Friday 19 March 2021</span>. Using Julia version 1.5.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>