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prototype.html
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<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
<meta charset="utf-8">
<meta name="generator" content="quarto-1.0.37">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title>Shiny Live Dataviz Prototype</title>
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</head>
<body class="fullcontent">
<div id="quarto-content" class="page-columns page-rows-contents page-layout-article">
<main class="content" id="quarto-document-content">
<header id="title-block-header" class="quarto-title-block default">
<div class="quarto-title">
<h1 class="title">Shiny Live Dataviz Prototype</h1>
</div>
<div class="quarto-title-meta">
</div>
</header>
<p>Prototyping the Shinylive dashboard data visualization.</p>
<section id="dependcies" class="level3">
<h3 class="anchored" data-anchor-id="dependcies">Dependcies</h3>
<div class="cell" data-execution_count="1">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> numpy <span class="im">import</span> random </span>
<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> pandas <span class="im">as</span> pd</span>
<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> plotly.express <span class="im">as</span> px</span>
<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> plotly.graph_objects <span class="im">as</span> go</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
</div>
<p>Generating random numbers - either 1 or -1 with the <code>random</code> function:</p>
<div class="cell" data-execution_count="2">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb2"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a>r <span class="op">=</span> random.randint(low <span class="op">=</span> <span class="op">-</span><span class="dv">1</span>, high<span class="op">=</span><span class="dv">1</span>, size<span class="op">=</span> <span class="dv">10</span>, dtype<span class="op">=</span><span class="bu">int</span>).tolist()</span>
<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">type</span>(r))</span>
<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a>r <span class="op">=</span> [<span class="dv">1</span> <span class="cf">if</span> i <span class="op">==</span> <span class="dv">0</span> <span class="cf">else</span> i <span class="cf">for</span> i <span class="kw">in</span> r]</span>
<span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a>r</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-stdout">
<pre><code><class 'list'></code></pre>
</div>
<div class="cell-output cell-output-display" data-execution_count="2">
<pre><code>[-1, -1, 1, 1, 1, 1, 1, 1, 1, 1]</code></pre>
</div>
</div>
<p>Create a function for generating random numbers by range of numbers:</p>
<div class="cell" data-execution_count="3">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb5"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> random_steps(steps <span class="op">=</span> <span class="dv">16</span>, <span class="bu">type</span> <span class="op">=</span> <span class="st">"float"</span>, low <span class="op">=</span> <span class="op">-</span><span class="dv">1</span>, high <span class="op">=</span> <span class="dv">1</span>):</span>
<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a> <span class="cf">if</span> <span class="bu">type</span> <span class="op">==</span> <span class="st">"int"</span>:</span>
<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a> r <span class="op">=</span> random.randint(low <span class="op">=</span> low, high<span class="op">=</span>high, size<span class="op">=</span> steps, dtype<span class="op">=</span><span class="bu">int</span>).tolist()</span>
<span id="cb5-4"><a href="#cb5-4" aria-hidden="true" tabindex="-1"></a> r <span class="op">=</span> [high <span class="cf">if</span> i <span class="op">==</span> <span class="dv">0</span> <span class="cf">else</span> i <span class="cf">for</span> i <span class="kw">in</span> r]</span>
<span id="cb5-5"><a href="#cb5-5" aria-hidden="true" tabindex="-1"></a> <span class="cf">elif</span> <span class="bu">type</span> <span class="op">==</span> <span class="st">"float"</span>:</span>
<span id="cb5-6"><a href="#cb5-6" aria-hidden="true" tabindex="-1"></a> r <span class="op">=</span> (high <span class="op">-</span> low) <span class="op">*</span> random.random_sample(size <span class="op">=</span> steps) <span class="op">+</span> low</span>
<span id="cb5-7"><a href="#cb5-7" aria-hidden="true" tabindex="-1"></a> <span class="cf">else</span>:</span>
<span id="cb5-8"><a href="#cb5-8" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(<span class="st">"The type argument is not valid"</span>)</span>
<span id="cb5-9"><a href="#cb5-9" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span></span>
<span id="cb5-10"><a href="#cb5-10" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> r</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
</div>
<p>Create a cumsum function:</p>
<div class="cell" data-execution_count="4">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb6"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> cumsum(l):</span>
<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a> c <span class="op">=</span> []</span>
<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a> t <span class="op">=</span> <span class="dv">0</span></span>
<span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a> <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">0</span>, <span class="bu">len</span>(l)):</span>
<span id="cb6-5"><a href="#cb6-5" aria-hidden="true" tabindex="-1"></a> t <span class="op">+=</span> l[i]</span>
<span id="cb6-6"><a href="#cb6-6" aria-hidden="true" tabindex="-1"></a> c.append(t)</span>
<span id="cb6-7"><a href="#cb6-7" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span>(c)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
</div>
<p>Create a simulation function:</p>
<div class="cell" data-execution_count="5">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb7"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> sim_steps(sim_number <span class="op">=</span> <span class="dv">10</span>, steps <span class="op">=</span> <span class="dv">16</span>, <span class="bu">type</span> <span class="op">=</span> <span class="st">"float"</span>):</span>
<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a> s <span class="op">=</span> []</span>
<span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a> d <span class="op">=</span> pd.DataFrame()</span>
<span id="cb7-4"><a href="#cb7-4" aria-hidden="true" tabindex="-1"></a> <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">0</span>, sim_number):</span>
<span id="cb7-5"><a href="#cb7-5" aria-hidden="true" tabindex="-1"></a> v1 <span class="op">=</span> [<span class="dv">0</span>]</span>
<span id="cb7-6"><a href="#cb7-6" aria-hidden="true" tabindex="-1"></a> v2 <span class="op">=</span> random_steps(steps <span class="op">=</span> steps, <span class="bu">type</span> <span class="op">=</span> <span class="bu">type</span>)</span>
<span id="cb7-7"><a href="#cb7-7" aria-hidden="true" tabindex="-1"></a> <span class="cf">if</span> <span class="kw">not</span> <span class="bu">isinstance</span>(v2, <span class="bu">list</span>):</span>
<span id="cb7-8"><a href="#cb7-8" aria-hidden="true" tabindex="-1"></a> v2 <span class="op">=</span> v2.tolist()</span>
<span id="cb7-9"><a href="#cb7-9" aria-hidden="true" tabindex="-1"></a> v <span class="op">=</span> cumsum(v1 <span class="op">+</span> v2)</span>
<span id="cb7-10"><a href="#cb7-10" aria-hidden="true" tabindex="-1"></a> d_temp <span class="op">=</span> pd.DataFrame({<span class="st">"sim"</span>: i, <span class="st">"step"</span>: <span class="bu">range</span>(<span class="dv">0</span>, <span class="bu">len</span>(v)), <span class="st">"y"</span>: v})</span>
<span id="cb7-11"><a href="#cb7-11" aria-hidden="true" tabindex="-1"></a> d <span class="op">=</span> pd.concat([d, d_temp])</span>
<span id="cb7-12"><a href="#cb7-12" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> d</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
</div>
<p>Test the function:</p>
<div class="cell" data-execution_count="6">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb8"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a>sim_df <span class="op">=</span> sim_steps(sim_number <span class="op">=</span> <span class="dv">5</span>, <span class="bu">type</span> <span class="op">=</span> <span class="st">"int"</span>)</span>
<span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a>sim_df</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-display" data-execution_count="6">
<div>
<table class="dataframe table table-sm table-striped">
<thead>
<tr>
<th></th>
<th>sim</th>
<th>step</th>
<th>y</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1</th>
<td>0</td>
<td>1</td>
<td>-1</td>
</tr>
<tr>
<th>2</th>
<td>0</td>
<td>2</td>
<td>0</td>
</tr>
<tr>
<th>3</th>
<td>0</td>
<td>3</td>
<td>1</td>
</tr>
<tr>
<th>4</th>
<td>0</td>
<td>4</td>
<td>0</td>
</tr>
<tr>
<th>...</th>
<td>...</td>
<td>...</td>
<td>...</td>
</tr>
<tr>
<th>12</th>
<td>4</td>
<td>12</td>
<td>4</td>
</tr>
<tr>
<th>13</th>
<td>4</td>
<td>13</td>
<td>3</td>
</tr>
<tr>
<th>14</th>
<td>4</td>
<td>14</td>
<td>4</td>
</tr>
<tr>
<th>15</th>
<td>4</td>
<td>15</td>
<td>3</td>
</tr>
<tr>
<th>16</th>
<td>4</td>
<td>16</td>
<td>2</td>
</tr>
</tbody>
</table>
<p>85 rows × 3 columns</p>
</div>
</div>
</div>
<div class="cell" data-execution_count="7">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb9"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a>sim_test <span class="op">=</span> sim_steps(sim_number <span class="op">=</span> <span class="dv">5</span>, <span class="bu">type</span> <span class="op">=</span> <span class="st">"float"</span>)</span>
<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a>sim_test</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-display" data-execution_count="7">
<div>
<table class="dataframe table table-sm table-striped">
<thead>
<tr>
<th></th>
<th>sim</th>
<th>step</th>
<th>y</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>0</td>
<td>0</td>
<td>0.000000</td>
</tr>
<tr>
<th>1</th>
<td>0</td>
<td>1</td>
<td>0.724202</td>
</tr>
<tr>
<th>2</th>
<td>0</td>
<td>2</td>
<td>-0.016728</td>
</tr>
<tr>
<th>3</th>
<td>0</td>
<td>3</td>
<td>-0.037860</td>
</tr>
<tr>
<th>4</th>
<td>0</td>
<td>4</td>
<td>-0.711264</td>
</tr>
<tr>
<th>...</th>
<td>...</td>
<td>...</td>
<td>...</td>
</tr>
<tr>
<th>12</th>
<td>4</td>
<td>12</td>
<td>0.137683</td>
</tr>
<tr>
<th>13</th>
<td>4</td>
<td>13</td>
<td>0.754038</td>
</tr>
<tr>
<th>14</th>
<td>4</td>
<td>14</td>
<td>1.325207</td>
</tr>
<tr>
<th>15</th>
<td>4</td>
<td>15</td>
<td>1.737881</td>
</tr>
<tr>
<th>16</th>
<td>4</td>
<td>16</td>
<td>2.390116</td>
</tr>
</tbody>
</table>
<p>85 rows × 3 columns</p>
</div>
</div>
</div>
<div class="cell" data-execution_count="8">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb10"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a>sim_df.sim.unique()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-display" data-execution_count="8">
<pre><code>array([0, 1, 2, 3, 4])</code></pre>
</div>
</div>
<div class="cell" data-execution_count="9">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb12"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a>sim_df <span class="op">=</span> sim_steps(sim_number <span class="op">=</span> <span class="dv">1000</span>, <span class="bu">type</span> <span class="op">=</span> <span class="st">"float"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
</div>
</section>
<section id="plotting-with-plotly" class="level3">
<h3 class="anchored" data-anchor-id="plotting-with-plotly">Plotting with Plotly:</h3>
<div class="cell" data-execution_count="10">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb13"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb13-1"><a href="#cb13-1" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> plotly_sim(sim_number <span class="op">=</span> <span class="dv">10</span>, steps <span class="op">=</span> <span class="dv">16</span>, <span class="bu">type</span> <span class="op">=</span> <span class="st">"float"</span>):</span>
<span id="cb13-2"><a href="#cb13-2" aria-hidden="true" tabindex="-1"></a> sim_df <span class="op">=</span> sim_steps(sim_number <span class="op">=</span> sim_number, steps <span class="op">=</span> steps, <span class="bu">type</span> <span class="op">=</span> <span class="bu">type</span>)</span>
<span id="cb13-3"><a href="#cb13-3" aria-hidden="true" tabindex="-1"></a> p <span class="op">=</span> go.Figure()</span>
<span id="cb13-4"><a href="#cb13-4" aria-hidden="true" tabindex="-1"></a> <span class="cf">for</span> i <span class="kw">in</span> sim_df.sim.unique():</span>
<span id="cb13-5"><a href="#cb13-5" aria-hidden="true" tabindex="-1"></a> df <span class="op">=</span> sim_df[sim_df[<span class="st">"sim"</span>] <span class="op">==</span> i]</span>
<span id="cb13-6"><a href="#cb13-6" aria-hidden="true" tabindex="-1"></a> p.add_trace(go.Scatter(x<span class="op">=</span>df[<span class="st">"step"</span>], y<span class="op">=</span>df[<span class="st">"y"</span>],</span>
<span id="cb13-7"><a href="#cb13-7" aria-hidden="true" tabindex="-1"></a> mode<span class="op">=</span><span class="st">'lines'</span>,</span>
<span id="cb13-8"><a href="#cb13-8" aria-hidden="true" tabindex="-1"></a> name<span class="op">=</span><span class="st">'lines'</span>,</span>
<span id="cb13-9"><a href="#cb13-9" aria-hidden="true" tabindex="-1"></a> showlegend <span class="op">=</span> <span class="va">False</span>,</span>
<span id="cb13-10"><a href="#cb13-10" aria-hidden="true" tabindex="-1"></a> line<span class="op">=</span><span class="bu">dict</span>(color<span class="op">=</span><span class="st">"rgba( 143, 82, 244,0.1)"</span> , width<span class="op">=</span><span class="dv">1</span>)))</span>
<span id="cb13-11"><a href="#cb13-11" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> p.show()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
</div>
<div class="cell" data-execution_count="11">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb14"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb14-1"><a href="#cb14-1" aria-hidden="true" tabindex="-1"></a>plotly_sim(sim_number <span class="op">=</span> <span class="dv">1000</span>, steps <span class="op">=</span> <span class="dv">16</span>, <span class="bu">type</span> <span class="op">=</span> <span class="st">"float"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-display">
<div> <div id="2bad32a8-87ab-405a-9770-a2661cb17167" class="plotly-graph-div" style="height:525px; width:100%;"></div> <script type="text/javascript"> require(["plotly"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById("2bad32a8-87ab-405a-9770-a2661cb17167")) { Plotly.newPlot( "2bad32a8-87ab-405a-9770-a2661cb17167", [{"line":{"color":"rgba( 143, 82, 244,0.1)","width":1},"mode":"lines","name":"lines","showlegend":false,"x":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16],"y":[0.0,0.5144962685799757,1.3248629680550517,2.1996346985522073,1.520042616473916,0.6667560293824948,1.111469848041602,1.8265733791289671,1.611613702528579,1.8524984324878366,2.1471930669360835,1.3188655423949698,1.5134570983245836,0.6864556092097751,0.7598607999784315,0.7122017464855892,0.31499551792565206],"type":"scatter"},{"line":{"color":"rgba( 143, 82, 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</section>
<section id="plotting-with-matplotlib" class="level3">
<h3 class="anchored" data-anchor-id="plotting-with-matplotlib">Plotting with matplotlib</h3>
<div class="cell" data-execution_count="12">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb15"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> matplotlib.pyplot <span class="im">as</span> plt</span>
<span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-3"><a href="#cb15-3" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> plot_sim(sim_number <span class="op">=</span> <span class="dv">10</span>, steps <span class="op">=</span> <span class="dv">16</span>, <span class="bu">type</span> <span class="op">=</span> <span class="st">"float"</span>, color <span class="op">=</span> <span class="st">"lightblue"</span>, alpha <span class="op">=</span> <span class="fl">0.2</span>):</span>
<span id="cb15-4"><a href="#cb15-4" aria-hidden="true" tabindex="-1"></a> sim_df <span class="op">=</span> sim_steps(sim_number <span class="op">=</span> sim_number, steps <span class="op">=</span> steps, <span class="bu">type</span> <span class="op">=</span> <span class="bu">type</span>)</span>
<span id="cb15-5"><a href="#cb15-5" aria-hidden="true" tabindex="-1"></a> </span>
<span id="cb15-6"><a href="#cb15-6" aria-hidden="true" tabindex="-1"></a> <span class="cf">for</span> i <span class="kw">in</span> sim_df.sim.unique():</span>
<span id="cb15-7"><a href="#cb15-7" aria-hidden="true" tabindex="-1"></a> df <span class="op">=</span> sim_df[sim_df[<span class="st">"sim"</span>] <span class="op">==</span> i]</span>
<span id="cb15-8"><a href="#cb15-8" aria-hidden="true" tabindex="-1"></a> plt.plot(df[<span class="st">"step"</span>], df[<span class="st">"y"</span>], color <span class="op">=</span> color, alpha<span class="op">=</span> alpha)</span>
<span id="cb15-9"><a href="#cb15-9" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> plt.show()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
</div>
<div class="cell" data-execution_count="13">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb16"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a>plot_sim(sim_number <span class="op">=</span> <span class="dv">1000</span>, steps <span class="op">=</span> <span class="dv">16</span>, <span class="bu">type</span> <span class="op">=</span> <span class="st">"float"</span>, color <span class="op">=</span> <span class="st">"lightblue"</span>, alpha <span class="op">=</span> <span class="fl">0.2</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
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