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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<title>javascript</title>
<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
<style type="text/css">
/*!
*
* Twitter Bootstrap
*
*//*! normalize.css v3.0.2 | MIT License | git.io/normalize */html{font-family:sans-serif;-ms-text-size-adjust:100%;-webkit-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:bold}dfn{font-style:italic}h1{font-size:2em;margin:.67em 0}mark{background:#ff0;color:#000}small{font-size:80%}sub,sup{font-size:75%;line-height:0;position:relative;vertical-align:baseline}sup{top:-0.5em}sub{bottom:-0.25em}img{border:0}svg:not(:root){overflow:hidden}figure{margin:1em 40px}hr{-moz-box-sizing:content-box;box-sizing:content-box;height:0}pre{overflow:auto}code,kbd,pre,samp{font-family:monospace,monospace;font-size:1em}button,input,optgroup,select,textarea{color:inherit;font:inherit;margin:0}button{overflow:visible}button,select{text-transform:none}button,html input[type="button"],input[type="reset"],input[type="submit"]{-webkit-appearance:button;cursor:pointer}button[disabled],html input[disabled]{cursor:default}button::-moz-focus-inner,input::-moz-focus-inner{border:0;padding:0}input{line-height:normal}input[type="checkbox"],input[type="radio"]{box-sizing:border-box;padding:0}input[type="number"]::-webkit-inner-spin-button,input[type="number"]::-webkit-outer-spin-button{height:auto}input[type="search"]{-webkit-appearance:textfield;-moz-box-sizing:content-box;-webkit-box-sizing:content-box;box-sizing:content-box}input[type="search"]::-webkit-search-cancel-button,input[type="search"]::-webkit-search-decoration{-webkit-appearance:none}fieldset{border:1px solid #c0c0c0;margin:0 2px;padding:.35em .625em .75em}legend{border:0;padding:0}textarea{overflow:auto}optgroup{font-weight:bold}table{border-collapse:collapse;border-spacing:0}td,th{padding:0}/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */@media print{*,*:before,*:after{background:transparent !important;color:#000 !important;box-shadow:none !important;text-shadow:none !important}a,a:visited{text-decoration:underline}a[href]:after{content:" (" attr(href) ")"}abbr[title]:after{content:" (" attr(title) ")"}a[href^="#"]:after,a[href^="javascript:"]:after{content:""}pre,blockquote{border:1px solid #999;page-break-inside:avoid}thead{display:table-header-group}tr,img{page-break-inside:avoid}img{max-width:100% !important}p,h2,h3{orphans:3;widows:3}h2,h3{page-break-after:avoid}select{background:#fff !important}.navbar{display:none}.btn>.caret,.dropup>.btn>.caret{border-top-color:#000 !important}.label{border:1px solid #000}.table{border-collapse:collapse !important}.table td,.table th{background-color:#fff !important}.table-bordered th,.table-bordered td{border:1px solid #ddd !important}}@font-face{font-family:'Glyphicons Halflings';src:url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');src:url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'),url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'),url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'),url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg')}.glyphicon{position:relative;top:1px;display:inline-block;font-family:'Glyphicons 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<h1 id="Using-D3-to-Visualize-and-Interact-with-Distribution-Grid-Simulation-Data">Using D3 to Visualize and Interact with Distribution Grid Simulation Data<a class="anchor-link" href="#Using-D3-to-Visualize-and-Interact-with-Distribution-Grid-Simulation-Data">¶</a></h1><h4 id="Monte-Lunacek">Monte Lunacek<a class="anchor-link" href="#Monte-Lunacek">¶</a></h4><p><img src="img/working_with_d3.png" style="width:500px"></p>
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<h2 id="Outline">Outline<a class="anchor-link" href="#Outline">¶</a></h2><h4 id="How-I-use-d3.js-at-NREL.">How I use <code>d3.js</code> at NREL.<a class="anchor-link" href="#How-I-use-d3.js-at-NREL.">¶</a></h4><ul>
<li><code>Python</code> + <code>d3.js</code></li>
<li>Motivating examples (maybe)</li>
</ul>
<p><a href="http://mlunacek.org/15_construction/index.html">Construction</a></p>
<p><a href="http://mlunacek.org/19_real_time/index.html">Markets and EVs</a></p>
<p><a href="http://mlunacek.org/22_hems_solar_pen/index.html">HEMS and solar</a></p>
<p><a href="http://mlunacek.org/01_voltage/index.html">Voltage and Load</a></p>
<h4 id="What-are-the-key-challenges-when-adding-interaction?">What are the key challenges when adding interaction?<a class="anchor-link" href="#What-are-the-key-challenges-when-adding-interaction?">¶</a></h4><ul>
<li><code>javascript</code> as a data structure manipulation tool...</li>
<li>Selecting objects from objects.</li>
</ul>
<h4 id="Learn-by-Example">Learn by Example<a class="anchor-link" href="#Learn-by-Example">¶</a></h4><p><a href="01_graph.html">1. graph</a></p>
<p><a href="02_lines.html">2. line</a></p>
<p><a href="03_together.html">3. graph + line</a></p>
<p><a href="04_voronoi_graph.html">4. voronoi graph</a></p>
<p><a href="05_voronoi_together.html">5. voronoi interaction</a></p>
<p><a href="06_lines.html">6. final</a></p>
<h4 id="Links">Links<a class="anchor-link" href="#Links">¶</a></h4><p><a href="http:http://mlunacek.org/21_meetup_d3_2015/">http:http://mlunacek.org/21_meetup_d3_2015/</a></p>
<p><a href="https://github.com/mlunacek/meetup_d3_2015">https://github.com/mlunacek/meetup_d3_2015</a></p>
<p><a href="http://learnjsdata.com/">http://learnjsdata.com/</a></p>
<p><a href="https://store.continuum.io/cshop/anaconda/">IPython notebook</a></p>
<p><a href="https://www.npmjs.com/package/ijavascript">iJavascript</a></p>
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<h1 id="Data">Data<a class="anchor-link" href="#Data">¶</a></h1>
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<div class=" highlight hl-javascript"><pre><span class="kd">var</span> <span class="nx">fs</span> <span class="o">=</span> <span class="nx">require</span><span class="p">(</span><span class="s2">"fs"</span><span class="p">);</span>
<span class="kd">var</span> <span class="nx">d3</span> <span class="o">=</span> <span class="nx">require</span><span class="p">(</span><span class="s2">"d3"</span><span class="p">);</span>
<span class="kd">var</span> <span class="nx">_</span> <span class="o">=</span> <span class="nx">require</span><span class="p">(</span><span class="s2">"lodash"</span><span class="p">);</span>
</pre></div>
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<pre>undefined</pre>
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<h2 id="1.-Network-Graph">1. Network Graph<a class="anchor-link" href="#1.-Network-Graph">¶</a></h2>
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<p>This replaces the following code in the browser:</p>
<pre><code> d3.json("data/example_nodes.json", function(nodes) {
d3.json("data/example_edges.json", function(edges) {
// do something with nodes and edges
});
});</code></pre>
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<div class=" highlight hl-javascript"><pre><span class="kd">var</span> <span class="nx">nodes</span><span class="p">,</span> <span class="nx">edges</span><span class="p">;</span>
<span class="nx">fs</span><span class="p">.</span><span class="nx">readFile</span><span class="p">(</span><span class="s2">"data/example_nodes.json"</span><span class="p">,</span> <span class="s2">"utf8"</span><span class="p">,</span> <span class="kd">function</span><span class="p">(</span><span class="nx">error</span><span class="p">,</span> <span class="nx">node_data</span><span class="p">)</span> <span class="p">{</span>
<span class="nx">fs</span><span class="p">.</span><span class="nx">readFile</span><span class="p">(</span><span class="s2">"data/example_edges.json"</span><span class="p">,</span> <span class="s2">"utf8"</span><span class="p">,</span> <span class="kd">function</span><span class="p">(</span><span class="nx">error</span><span class="p">,</span> <span class="nx">edge_data</span><span class="p">)</span> <span class="p">{</span>
<span class="nx">nodes</span> <span class="o">=</span> <span class="nx">JSON</span><span class="p">.</span><span class="nx">parse</span><span class="p">(</span><span class="nx">node_data</span><span class="p">);</span>
<span class="nx">edges</span> <span class="o">=</span> <span class="nx">JSON</span><span class="p">.</span><span class="nx">parse</span><span class="p">(</span><span class="nx">edge_data</span><span class="p">);</span>
<span class="p">});</span>
<span class="p">});</span>
</pre></div>
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<div class="output_area"><div class="prompt output_prompt">Out[2]:</div>
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<pre>undefined</pre>
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<p>What does this look like?</p>
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<div class=" highlight hl-javascript"><pre><span class="nx">nodes</span><span class="p">.</span><span class="nx">slice</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span>
</pre></div>
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<pre>[ { y: -169.37, x: 90.19, name: 'B11' },
{ y: 179.46, x: -38.979, name: 'B0' },
{ y: 80.9, x: 85.935, name: 'B1' },
{ y: 229.13, x: -99.801, name: 'B2' },
{ y: -60.999, x: -85.874, name: 'B3' } ]</pre>
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<div class=" highlight hl-javascript"><pre><span class="nx">edges</span><span class="p">.</span><span class="nx">slice</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span>
</pre></div>
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<pre>[ { source: 'B0', target: 'B9' },
{ source: 'B0', target: 'B2' },
{ source: 'B4', target: 'B5' },
{ source: 'B5', target: 'B1' },
{ source: 'B5', target: 'B12' } ]</pre>
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<h3 id="Scales">Scales<a class="anchor-link" href="#Scales">¶</a></h3>
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<p>We could use <code>d3.max()</code> and <code>d3.min()</code>.</p>
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<div class=" highlight hl-javascript"><pre><span class="kd">var</span> <span class="nx">min_x</span> <span class="o">=</span> <span class="nx">d3</span><span class="p">.</span><span class="nx">min</span><span class="p">(</span><span class="nx">nodes</span><span class="p">,</span> <span class="kd">function</span><span class="p">(</span><span class="nx">d</span><span class="p">){</span> <span class="k">return</span> <span class="nx">d</span><span class="p">[</span><span class="s1">'x'</span><span class="p">]</span> <span class="p">});</span>
<span class="kd">var</span> <span class="nx">max_x</span> <span class="o">=</span> <span class="nx">d3</span><span class="p">.</span><span class="nx">max</span><span class="p">(</span><span class="nx">nodes</span><span class="p">,</span> <span class="kd">function</span><span class="p">(</span><span class="nx">d</span><span class="p">){</span> <span class="k">return</span> <span class="nx">d</span><span class="p">[</span><span class="s1">'x'</span><span class="p">]</span> <span class="p">});</span>
<span class="kd">var</span> <span class="nx">x_scale</span> <span class="o">=</span> <span class="nx">d3</span><span class="p">.</span><span class="nx">scale</span><span class="p">.</span><span class="nx">linear</span><span class="p">()</span>
<span class="p">.</span><span class="nx">domain</span><span class="p">([</span><span class="nx">min_x</span><span class="p">,</span> <span class="nx">max_x</span><span class="p">])</span>
<span class="p">.</span><span class="nx">range</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">100</span><span class="p">]);</span>
<span class="nx">x_scale</span><span class="p">(</span><span class="mf">75.0</span><span class="p">)</span>
</pre></div>
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<pre>64.61642534221002</pre>
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<h3 id="lodash">lodash<a class="anchor-link" href="#lodash">¶</a></h3>
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<div class=" highlight hl-javascript"><pre><span class="nx">nodes</span><span class="p">.</span><span class="nx">slice</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span>
</pre></div>
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<pre>[ { y: -169.37, x: 90.19, name: 'B11' },
{ y: 179.46, x: -38.979, name: 'B0' },
{ y: 80.9, x: 85.935, name: 'B1' },
{ y: 229.13, x: -99.801, name: 'B2' },
{ y: -60.999, x: -85.874, name: 'B3' } ]</pre>
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<div class="prompt input_prompt">In [7]:</div>
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<div class=" highlight hl-javascript"><pre><span class="kd">var</span> <span class="nx">xvals</span> <span class="o">=</span> <span class="nx">_</span><span class="p">.</span><span class="nx">pluck</span><span class="p">(</span><span class="nx">nodes</span><span class="p">,</span> <span class="s2">"x"</span><span class="p">)</span>
<span class="kd">var</span> <span class="nx">yvals</span> <span class="o">=</span> <span class="nx">_</span><span class="p">.</span><span class="nx">pluck</span><span class="p">(</span><span class="nx">nodes</span><span class="p">,</span> <span class="s2">"y"</span><span class="p">)</span>
<span class="nx">yvals</span><span class="p">.</span><span class="nx">slice</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
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<pre>[ -169.37, 179.46, 80.9, 229.13, -60.999 ]</pre>
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<p>And then use <code>d3.extent()</code>.</p>
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<div class=" highlight hl-javascript"><pre><span class="nx">d3</span><span class="p">.</span><span class="nx">extent</span><span class="p">(</span><span class="nx">yvals</span><span class="p">)</span>
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<pre>[ -225.11, 229.13 ]</pre>
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<div class=" highlight hl-javascript"><pre><span class="kd">var</span> <span class="nx">x_scale</span> <span class="o">=</span> <span class="nx">d3</span><span class="p">.</span><span class="nx">scale</span><span class="p">.</span><span class="nx">linear</span><span class="p">()</span>
<span class="p">.</span><span class="nx">domain</span><span class="p">(</span><span class="nx">d3</span><span class="p">.</span><span class="nx">extent</span><span class="p">(</span><span class="nx">xvals</span><span class="p">))</span>
<span class="p">.</span><span class="nx">range</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">100</span><span class="p">]);</span>
<span class="kd">var</span> <span class="nx">y_scale</span> <span class="o">=</span> <span class="nx">d3</span><span class="p">.</span><span class="nx">scale</span><span class="p">.</span><span class="nx">linear</span><span class="p">()</span>
<span class="p">.</span><span class="nx">domain</span><span class="p">(</span><span class="nx">d3</span><span class="p">.</span><span class="nx">extent</span><span class="p">(</span><span class="nx">yvals</span><span class="p">))</span>
<span class="p">.</span><span class="nx">range</span><span class="p">([</span><span class="mi">100</span><span class="p">,</span> <span class="mi">0</span><span class="p">]);</span>
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<pre>undefined</pre>
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<h3 id="Add-the-x,y-values-to-the-edges-dataset.">Add the <code>x,y</code> values to the edges dataset.<a class="anchor-link" href="#Add-the-x,y-values-to-the-edges-dataset.">¶</a></h3>
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<p>The <code>javascript</code> <code>Array.prototype.forEach</code> method executes a provided function once per array element.</p>
<p>We can use this to convert our <code>x</code> and <code>y</code> values. Only call this <strong>once</strong> if you do it this way.</p>
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<div class=" highlight hl-javascript"><pre><span class="nx">nodes</span><span class="p">.</span><span class="nx">forEach</span><span class="p">(</span><span class="kd">function</span><span class="p">(</span><span class="nx">d</span><span class="p">)</span> <span class="p">{</span>
<span class="nx">d</span><span class="p">.</span><span class="nx">x</span> <span class="o">=</span> <span class="nx">x_scale</span><span class="p">(</span><span class="nx">d</span><span class="p">.</span><span class="nx">x</span><span class="p">);</span>
<span class="nx">d</span><span class="p">.</span><span class="nx">y</span> <span class="o">=</span> <span class="nx">y_scale</span><span class="p">(</span><span class="nx">d</span><span class="p">.</span><span class="nx">y</span><span class="p">);</span>
<span class="p">});</span>
<span class="nx">nodes</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
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<pre>{ y: 87.7289538569919, x: 70.23151622240047, name: 'B11' }</pre>
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<p>Let's create a fast <em>lookup</em> for these values.</p>
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<div class=" highlight hl-javascript"><pre><span class="nx">node_map</span> <span class="o">=</span> <span class="p">{}</span>
<span class="nx">nodes</span><span class="p">.</span><span class="nx">forEach</span><span class="p">(</span><span class="kd">function</span><span class="p">(</span><span class="nx">d</span><span class="p">)</span> <span class="p">{</span> <span class="nx">node_map</span><span class="p">[</span><span class="nx">d</span><span class="p">.</span><span class="nx">name</span><span class="p">]</span> <span class="o">=</span> <span class="nx">d</span><span class="p">;</span> <span class="p">});</span>
<span class="nx">node_map</span>
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<pre>{ B11: { y: 87.7289538569919, x: 70.23151622240047, name: 'B11' },
B0: { y: 10.9347481507573, x: 22.48328225904828, name: 'B0' },
B1: { y: 32.632529059528004, x: 68.6586253932227, name: 'B1' },
B2: { y: 0, x: 0, name: 'B2' },
B3: { y: 63.87130151461782, x: 5.148214001870468, name: 'B3' },
B10: { y: 100, x: 89.05815075354593, name: 'B10' },
B6: { y: 77.36218738992604, x: 46.36201995408859, name: 'B6' },
B7: { y: 42.31771750616414, x: 42.2407132902806, name: 'B7' },
B8: { y: 91.13464247974639, x: 26.55986041749069, name: 'B8' },
B13: { y: 60.25449101796407, x: 35.45358770668451, name: 'B13' },
B4: { y: 6.879623106727717, x: 100, name: 'B4' },
B9: { y: 29.013957379358935, x: 20.507834881580358, name: 'B9' },
B12: { y: 3.0644593166607836, x: 50.25894477693045, name: 'B12' },
B5: { y: 14.70368087354702, x: 74.08334288280761, name: 'B5' } }</pre>
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<p>And then add these values to the <code>edges</code> data with the <code>Array.prototype.forEach</code>.</p>
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<div class=" highlight hl-javascript"><pre><span class="nx">edges</span><span class="p">.</span><span class="nx">forEach</span><span class="p">(</span><span class="kd">function</span><span class="p">(</span><span class="nx">d</span><span class="p">)</span> <span class="p">{</span>
<span class="nx">d</span><span class="p">.</span><span class="nx">x1</span> <span class="o">=</span> <span class="nx">node_map</span><span class="p">[</span><span class="nx">d</span><span class="p">.</span><span class="nx">source</span><span class="p">].</span><span class="nx">x</span><span class="p">;</span>
<span class="nx">d</span><span class="p">.</span><span class="nx">y1</span> <span class="o">=</span> <span class="nx">node_map</span><span class="p">[</span><span class="nx">d</span><span class="p">.</span><span class="nx">source</span><span class="p">].</span><span class="nx">y</span><span class="p">;</span>
<span class="nx">d</span><span class="p">.</span><span class="nx">x2</span> <span class="o">=</span> <span class="nx">node_map</span><span class="p">[</span><span class="nx">d</span><span class="p">.</span><span class="nx">target</span><span class="p">].</span><span class="nx">x</span><span class="p">;</span>
<span class="nx">d</span><span class="p">.</span><span class="nx">y2</span> <span class="o">=</span> <span class="nx">node_map</span><span class="p">[</span><span class="nx">d</span><span class="p">.</span><span class="nx">target</span><span class="p">].</span><span class="nx">y</span><span class="p">;</span>
<span class="p">});</span>
<span class="nx">edges</span><span class="p">.</span><span class="nx">slice</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="p">)<
846A
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<pre>[ { source: 'B0',
target: 'B9',
x1: 22.48328225904828,
y1: 10.9347481507573,
x2: 20.507834881580358,
y2: 29.013957379358935 },
{ source: 'B0',
target: 'B2',
x1: 22.48328225904828,
y1: 10.9347481507573,
x2: 0,
y2: 0 } ]</pre>
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<h2 id="2.-Load-Lines">2. Load Lines<a class="anchor-link" href="#2.-Load-Lines">¶</a></h2>
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<p>Load the <code>csv</code> data.</p>
<p><img src="img/csv_table.png"></p>
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<pre><code> d3.csv("data/example_load.csv", function(load) {
//do something with load
});</code></pre>
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<div class=" highlight hl-javascript"><pre><span class="kd">var</span> <span class="nx">load</span><span class="p">;</span>
<span class="nx">fs</span><span class="p">.</span><span class="nx">readFile</span><span class="p">(</span><span class="s2">"data/example_load.csv"</span><span class="p">,</span> <span class="s2">"utf8"</span><span class="p">,</span> <span class="kd">function</span><span class="p">(</span><span class="nx">error</span><span class="p">,</span> <span class="nx">load_data</span><span class="p">)</span> <span class="p">{</span>
<span class="nx">load</span> <span class="o">=</span> <span class="nx">d3</span><span class="p">.</span><span class="nx">csv</span><span class="p">.</span><span class="nx">parse</span><span class="p">(</span><span class="nx">load_data</span><span class="p">);</span>
<span class="p">});</span>
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