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.nojekyll

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01-geodata.html

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03-geoio.html

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<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
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<meta charset="utf-8">
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<meta name="generator" content="quarto-1.6.39">
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<script src="site_libs/quarto-html/tippy.umd.min.js"></script>
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<link href="site_libs/quarto-html/quarto-syntax-highlighting-e26003cea8cd680ca0c55a263523d882.css" rel="stylesheet" class="quarto-color-scheme" id="quarto-text-highlighting-styles">
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<link href="site_libs/quarto-html/quarto-syntax-highlighting-dark-d166b450ba5a8e9f7a0ab969bf6592c1.css" rel="prefetch" class="quarto-color-scheme quarto-color-alternate" id="quarto-text-highlighting-styles">
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<link href="site_libs/bootstrap/bootstrap-348f9480ca2773527746b0ae0a361280.min.css" rel="stylesheet" append-hash="true" class="quarto-color-scheme" id="quarto-bootstrap" data-mode="light">
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<link href="site_libs/bootstrap/bootstrap-dark-c1b3eac806c2add337f6f2869449eb23.min.css" rel="prefetch" append-hash="true" class="quarto-color-scheme quarto-color-alternate" id="quarto-bootstrap" data-mode="dark">
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@@ -375,7 +375,7 @@ <h2 data-number="3.1" class="anchored" data-anchor-id="geoio.jl"><span class="he
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<section id="file-formats" class="level2" data-number="3.2">
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<h2 data-number="3.2" class="anchored" data-anchor-id="file-formats"><span class="header-section-number">3.2</span> File formats</h2>
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<p>Most GIS file formats do <strong>not</strong> preserve topological information. This means that neighborhood information is lost as soon as geometries are saved to disk. To illustrate this issue, we consider a geotable over a grid:</p>
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<div id="0b6ade95" class="cell" data-execution_count="2">
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<div id="167a9b04" class="cell" data-execution_count="2">
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<div class="sourceCode cell-code" id="cb3"><pre class="sourceCode julia code-with-copy"><code class="sourceCode julia"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="im">using</span> <span class="bu">GeoIO</span></span>
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<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a>earth <span class="op">=</span> GeoIO.<span class="fu">load</span>(<span class="st">"data/earth.tif"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
@@ -446,7 +446,7 @@ <h2 data-number="3.2" class="anchored" data-anchor-id="file-formats"><span class
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<p>If we save the geotable to a <code>.geojson</code> file on disk, and then load it back, we observe that the grid gets replaced by a geometry set:</p>
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<div id="e93c469d" class="cell" data-execution_count="3">
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<div class="sourceCode cell-code" id="cb4"><pre class="sourceCode julia code-with-copy"><code class="sourceCode julia"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a>fname <span class="op">=</span> <span class="fu">tempname</span>() <span class="op">*</span> <span class="st">".geojson"</span></span>
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<span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb4-3"><a href="#cb4-3" aria-hidden="true" tabindex="-1"></a>GeoIO.<span class="fu">save</span>(fname, earth)</span>
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<p>Other file formats such as <code>.ply</code> and <code>.msh</code> are widely used in <a href="https://en.wikipedia.org/wiki/Computer_graphics">computer graphics</a> to save geospatial data over meshes, and preserve topological information:</p>
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<div id="164a3d1c" class="cell" data-execution_count="4">
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<div id="f48f2ca5" class="cell" data-execution_count="4">
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<div class="sourceCode cell-code" id="cb5"><pre class="sourceCode julia code-with-copy"><code class="sourceCode julia"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a>beethoven <span class="op">=</span> GeoIO.<span class="fu">load</span>(<span class="st">"data/beethoven.ply"</span>)</span>
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<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a><span class="fu">viz</span>(beethoven.geometry)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<p>Do we gain anything by not adhering to <strong>programming interfaces</strong>?</p>
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<p>The answer is an emphatic <strong>YES</strong>! It means that we have total freedom to innovate and improve the representation of various geometries and geospatial domains with Julia’s amazing type system. To give a simple example, let’s take a look at the <code>Triangle</code> geometry:</p>
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<div class="sourceCode cell-code" id="cb7"><pre class="sourceCode julia code-with-copy"><code class="sourceCode julia"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a>t <span class="op">=</span> <span class="fu">Triangle</span>((<span class="fl">0</span>, <span class="fl">0</span>), (<span class="fl">1</span>, <span class="fl">0</span>), (<span class="fl">1</span>, <span class="fl">1</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<pre><code>Triangle
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<p>If we treated this geometry as a generic polygon represented by a vector of vertices in memory, like it is done in <a href="https://github.com/JuliaGeo/GeoInterface.jl">GeoInterface.jl</a> for example, we wouldn’t be able to dispatch optimized code that is only valid for a triangle:</p>
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<div class="sourceCode cell-code" id="cb9"><pre class="sourceCode julia code-with-copy"><code class="sourceCode julia"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="pp">@code_llvm</span> <span class="fu">isconvex</span>(t)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<pre><code>; Function Signature: isconvex(Meshes.Ngon{3, Meshes.𝔼{2}, CoordRefSystems.Cartesian{CoordRefSystems.NoDatum, 2, Unitful.Quantity{Float64, Unitful.Dimensions{(Unitful.Dimension{:Length}(power=Base.Rational{Int64}(num=1, den=1)),)}(), Unitful.FreeUnits{(Unitful.Unit{:Meter, Unitful.Dimensions{(Unitful.Dimension{:Length}(power=Base.Rational{Int64}(num=1, den=1)),)}()}(tens=0, power=Base.Rational{Int64}(num=1, den=1)),), Unitful.Dimensions{(Unitful.Dimension{:Length}(power=Base.Rational{Int64}(num=1, den=1)),)}(), nothing}}}})
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; @ /home/runner/.julia/packages/Meshes/tKNCZ/src/predicates/isconvex.jl:57 within `isconvex`
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define i8 @julia_isconvex_30136(ptr nocapture readonly %0) #0 {
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; @ /home/runner/.julia/packages/Meshes/ks58W/src/predicates/isconvex.jl:57 within `isconvex`
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define i8 @julia_isconvex_29810(ptr nocapture readonly %0) #0 {
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ret i8 1
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}</code></pre>

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