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LLMB.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-1.3.450">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<meta name="author" content="Xinzhuo Huang">
<meta name="dcterms.date" content="2024-01-17">
<meta name="description" content="Real-time Search Based on a Keyword">
<title>LLMB R package</title>
<style>
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<script src="LLMB_files/libs/clipboard/clipboard.min.js"></script>
<script src="LLMB_files/libs/quarto-html/quarto.js"></script>
<script src="LLMB_files/libs/quarto-html/popper.min.js"></script>
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<script src="LLMB_files/libs/bootstrap/bootstrap.min.js"></script>
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<style>html{ scroll-behavior: smooth; }</style>
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<body>
<header id="title-block-header" class="quarto-title-block default page-columns page-full">
<div class="quarto-title-banner page-columns page-full">
<div class="quarto-title column-body">
<div class="quarto-title-block"><div><h1 class="title">LLMB R package</h1><button type="button" class="btn code-tools-button" id="quarto-code-tools-source"><i class="bi"></i> Source Code</button></div></div>
<div>
<div class="description">
Real-time Search Based on a Keyword
</div>
</div>
</div>
</div>
<div class="quarto-title-meta-author">
<div class="quarto-title-meta-heading">Author</div>
<div class="quarto-title-meta-heading">Affiliation</div>
<div class="quarto-title-meta-contents">
<p class="author">Xinzhuo Huang <a href="https://orcid.org/0009-0007-6448-5114" class="quarto-title-author-orcid"> <img src="data:image/png;base64,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"></a></p>
</div>
<div class="quarto-title-meta-contents">
<p class="affiliation">
HKUST SOSC
</p>
</div>
</div>
<div class="quarto-title-meta">
<div>
<div class="quarto-title-meta-heading">Published</div>
<div class="quarto-title-meta-contents">
<p class="date">January 17, 2024</p>
</div>
</div>
</div>
</header><div id="quarto-content" class="page-columns page-rows-contents page-layout-article">
<div id="quarto-margin-sidebar" class="sidebar margin-sidebar">
</div>
<main class="content quarto-banner-title-block page-columns page-full" id="quarto-document-content">
<style>
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<p>A package that allows political scientists to perform real-time searches on government responsiveness data within the <a href="https://liuyan.people.com.cn/">Local Leader Message Board</a>, a national platform for petitioning in China <span class="citation" data-cites="su2016selective">(<a href="#ref-su2016selective" role="doc-biblioref">Su and Meng 2016</a>)</span>. Utilizing the <code>V8</code> package, this tool provides a JavaScript environment for <a href="https://www.npmjs.com/package/crypto-js">crypto-js</a> within R, proving to be extremely helpful for reverse engineering during web scraping tasks. While currently a simple package, further development is underway to add advanced features such as additional data sources and visualization capabilities.</p>
<div class="no-row-height column-margin column-container"><div id="ref-su2016selective" class="csl-entry" role="listitem">
Su, Zheng, and Tianguang Meng. 2016. <span>“Selective Responsiveness: Online Public Demands and Government Responsiveness in Authoritarian China.”</span> <em>Social Science Research</em> 59: 52–67.
</div></div><section id="installation" class="level1" data-number="1">
<h1 data-number="1"><span class="header-section-number">1</span> Installation</h1>
<div class="cell">
<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1"></a>remotes<span class="sc">::</span><span class="fu">install_github</span>(<span class="st">"xinzhuohkust/LLMB"</span>)</span>
<span id="cb1-2"><a href="#cb1-2"></a></span>
<span id="cb1-3"><a href="#cb1-3"></a><span class="fu">library</span>(LLMB)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
</section>
<section id="usage" class="level1" data-number="2">
<h1 data-number="2"><span class="header-section-number">2</span> Usage</h1>
<section id="single-keyword" class="level2" data-number="2.1">
<h2 data-number="2.1" class="anchored" data-anchor-id="single-keyword"><span class="header-section-number">2.1</span> Single keyword</h2>
<div class="cell">
<div class="sourceCode cell-code" id="cb2"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1"></a><span class="fu">keyword_search</span>(</span>
<span id="cb2-2"><a href="#cb2-2"></a> <span class="at">keywords =</span> <span class="st">"恒大"</span>,</span>
<span id="cb2-3"><a href="#cb2-3"></a> <span class="at">page =</span> <span class="dv">1</span>,</span>
<span id="cb2-4"><a href="#cb2-4"></a> <span class="at">rows =</span> <span class="dv">10</span>, <span class="co"># or 500</span></span>
<span id="cb2-5"><a href="#cb2-5"></a> <span class="at">format =</span> <span class="st">"tibble"</span> <span class="co"># JSON or string</span></span>
<span id="cb2-6"><a href="#cb2-6"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
</section>
<section id="multi-keywords" class="level2" data-number="2.2">
<h2 data-number="2.2" class="anchored" data-anchor-id="multi-keywords"><span class="header-section-number">2.2</span> Multi keywords</h2>
<div class="cell">
<div class="sourceCode cell-code" id="cb3"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1"></a><span class="fu">tibble</span>(</span>
<span id="cb3-2"><a href="#cb3-2"></a> <span class="at">keywords =</span> <span class="fu">c</span>(<span class="st">"恒大"</span>, <span class="st">"碧桂园"</span>, <span class="st">"跑路"</span>)</span>
<span id="cb3-3"><a href="#cb3-3"></a>) <span class="sc">%>%</span></span>
<span id="cb3-4"><a href="#cb3-4"></a> <span class="fu">group_by</span>(keywords) <span class="sc">%>%</span></span>
<span id="cb3-5"><a href="#cb3-5"></a> <span class="fu">reframe</span>(<span class="at">page =</span> <span class="fu">list</span>(<span class="dv">1</span><span class="sc">:</span><span class="dv">10</span>)) <span class="sc">%>%</span></span>
<span id="cb3-6"><a href="#cb3-6"></a> <span class="fu">unnest</span>(page) <span class="sc">%>%</span></span>
<span id="cb3-7"><a href="#cb3-7"></a> <span class="fu">mutate</span>(</span>
<span id="cb3-8"><a href="#cb3-8"></a> <span class="at">data =</span> <span class="fu">map2</span>(</span>
<span id="cb3-9"><a href="#cb3-9"></a> keywords,</span>
<span id="cb3-10"><a href="#cb3-10"></a> page,</span>
<span id="cb3-11"><a href="#cb3-11"></a> <span class="sc">~</span> <span class="fu">keyword_search</span>(.x, .y, <span class="at">rows =</span> <span class="dv">500</span>),</span>
<span id="cb3-12"><a href="#cb3-12"></a> <span class="at">.progress =</span> <span class="cn">TRUE</span></span>
<span id="cb3-13"><a href="#cb3-13"></a> )</span>
<span id="cb3-14"><a href="#cb3-14"></a> )</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell">
<div class="cell-output-display">
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</section>
<section id="call-crypto-js-into-r" class="level1" data-number="3">
<h1 data-number="3"><span class="header-section-number">3</span> Call <code>crypto-js</code> into R</h1>
<div class="cell">
<div class="sourceCode cell-code" id="cb4"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1"></a>cryptojs_env <span class="ot"><-</span> <span class="fu">get</span>(<span class="st">".cryptojs_env"</span>, <span class="at">envir =</span> <span class="fu">asNamespace</span>(<span class="st">"LLMB"</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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</section>
<div id="quarto-appendix" class="default"><section class="quarto-appendix-contents"><h2 class="anchored quarto-appendix-heading">Citation</h2><div><div class="quarto-appendix-secondary-label">BibTeX citation:</div><pre class="sourceCode code-with-copy quarto-appendix-bibtex"><code class="sourceCode bibtex">@online{xinzhuo2024,
author = {Xinzhuo, Huang},
title = {LLMB {R} Package},
date = {2024-01-17},
langid = {en}
}
</code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre><div class="quarto-appendix-secondary-label">For attribution, please cite this work as:</div><div id="ref-xinzhuo2024" class="csl-entry quarto-appendix-citeas" role="listitem">
Xinzhuo, Huang. 2024. <span>“LLMB R Package.”</span> January 17, 2024.
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<div class="sourceCode" id="cb5" data-shortcodes="false"><pre class="sourceCode numberSource markdown number-lines code-with-copy"><code class="sourceCode markdown"><span id="cb5-1"><a href="#cb5-1"></a><span class="co">---</span></span>
<span id="cb5-2"><a href="#cb5-2"></a><span class="an">title:</span><span class="co"> "LLMB R package"</span></span>
<span id="cb5-3"><a href="#cb5-3"></a><span class="an">description:</span><span class="co"> "Real-time Search Based on a Keyword "</span></span>
<span id="cb5-4"><a href="#cb5-4"></a><span class="an">date:</span><span class="co"> last-modified</span></span>
<span id="cb5-5"><a href="#cb5-5"></a><span class="an">bibliography:</span><span class="co"> references.bib</span></span>
<span id="cb5-6"><a href="#cb5-6"></a><span class="an">author:</span></span>
<span id="cb5-7"><a href="#cb5-7"></a><span class="co"> - name: Xinzhuo Huang</span></span>
<span id="cb5-8"><a href="#cb5-8"></a><span class="co"> orcid: 0009-0007-6448-5114</span></span>
<span id="cb5-9"><a href="#cb5-9"></a><span class="co"> email: [email protected]</span></span>
<span id="cb5-10"><a href="#cb5-10"></a><span class="co"> affiliations:</span></span>
<span id="cb5-11"><a href="#cb5-11"></a><span class="co"> - name: HKUST SOSC</span></span>
<span id="cb5-12"><a href="#cb5-12"></a><span class="an">title-block-banner:</span><span class="co"> "#8F999F"</span></span>
<span id="cb5-13"><a href="#cb5-13"></a><span class="an">citation:</span><span class="co"> </span></span>
<span id="cb5-14"><a href="#cb5-14"></a><span class="co"> author: Huang Xinzhuo</span></span>
<span id="cb5-15"><a href="#cb5-15"></a><span class="an">format:</span><span class="co"> </span></span>
<span id="cb5-16"><a href="#cb5-16"></a><span class="co"> html:</span></span>
<span id="cb5-17"><a href="#cb5-17"></a><span class="co"> code-line-numbers: true</span></span>
<span id="cb5-18"><a href="#cb5-18"></a><span class="co"> code-block-bg: true</span></span>
<span id="cb5-19"><a href="#cb5-19"></a><span class="co"> code-block-border-left: "#ffffff"</span></span>
<span id="cb5-20"><a href="#cb5-20"></a><span class="co"> code-tools:</span></span>
<span id="cb5-21"><a href="#cb5-21"></a><span class="co"> caption: "Source Code"</span></span>
<span id="cb5-22"><a href="#cb5-22"></a><span class="co"> smooth-scroll: true</span></span>
<span id="cb5-23"><a href="#cb5-23"></a><span class="co"> linestretch: 1.2</span></span>
<span id="cb5-24"><a href="#cb5-24"></a><span class="co"> df-print: paged</span></span>
<span id="cb5-25"><a href="#cb5-25"></a><span class="co"> theme:</span></span>
<span id="cb5-26"><a href="#cb5-26"></a><span class="co"> light: [flatly]</span></span>
<span id="cb5-27"><a href="#cb5-27"></a><span class="co"> dark: [darkly]</span></span>
<span id="cb5-28"><a href="#cb5-28"></a><span class="co"> code-fold: true</span></span>
<span id="cb5-29"><a href="#cb5-29"></a><span class="co"> code-summary: "Show the R code"</span></span>
<span id="cb5-30"><a href="#cb5-30"></a><span class="co"> toc: false</span></span>
<span id="cb5-31"><a href="#cb5-31"></a><span class="co"> citation-location: margin </span></span>
<span id="cb5-32"><a href="#cb5-32"></a><span class="co"> reference-location: margin</span></span>
<span id="cb5-33"><a href="#cb5-33"></a><span class="co"> citations-hover: true</span></span>
<span id="cb5-34"><a href="#cb5-34"></a><span class="co"> toc-location: right</span></span>
<span id="cb5-35"><a href="#cb5-35"></a><span class="co"> number-sections: true</span></span>
<span id="cb5-36"><a href="#cb5-36"></a><span class="co"> monofont: Georia</span></span>
<span id="cb5-37"><a href="#cb5-37"></a><span class="co"> mainfont: Cambria Math</span></span>
<span id="cb5-38"><a href="#cb5-38"></a><span class="co"> link-citations: yes</span></span>
<span id="cb5-39"><a href="#cb5-39"></a><span class="co"> comments:</span></span>
<span id="cb5-40"><a href="#cb5-40"></a><span class="co"> giscus:</span></span>
<span id="cb5-41"><a href="#cb5-41"></a><span class="co"> repo: xinzhuohkust/comments</span></span>
<span id="cb5-42"><a href="#cb5-42"></a><span class="co"> hypothesis:</span></span>
<span id="cb5-43"><a href="#cb5-43"></a><span class="co"> theme: clean</span></span>
<span id="cb5-44"><a href="#cb5-44"></a></span>
<span id="cb5-45"><a href="#cb5-45"></a><span class="an">execute:</span></span>
<span id="cb5-46"><a href="#cb5-46"></a><span class="co"> warning: false</span></span>
<span id="cb5-47"><a href="#cb5-47"></a><span class="co"> message: false</span></span>
<span id="cb5-48"><a href="#cb5-48"></a><span class="co"> error: false</span></span>
<span id="cb5-49"><a href="#cb5-49"></a><span class="co">---</span></span>
<span id="cb5-50"><a href="#cb5-50"></a><span class="in">```{=html}</span></span>
<span id="cb5-51"><a href="#cb5-51"></a><span class="in"><style></span></span>
<span id="cb5-52"><a href="#cb5-52"></a><span class="in">body {text-align: justify}</span></span>
<span id="cb5-53"><a href="#cb5-53"></a><span class="in"></style></span></span>
<span id="cb5-54"><a href="#cb5-54"></a><span class="in">```</span></span>
<span id="cb5-55"><a href="#cb5-55"></a>A package that allows political scientists to perform real-time searches on government responsiveness data within the <span class="co">[</span><span class="ot">Local Leader Message Board</span><span class="co">](https://liuyan.people.com.cn/)</span>, a national platform for petitioning in China <span class="co">[</span><span class="ot">@su2016selective</span><span class="co">]</span>. Utilizing the <span class="in">`V8`</span> package, this tool provides a JavaScript environment for <span class="co">[</span><span class="ot">crypto-js</span><span class="co">](https://www.npmjs.com/package/crypto-js)</span> within R, proving to be extremely helpful for reverse engineering during web scraping tasks. While currently a simple package, further development is underway to add advanced features such as additional data sources and visualization capabilities.</span>
<span id="cb5-56"><a href="#cb5-56"></a></span>
<span id="cb5-57"><a href="#cb5-57"></a><span class="fu"># Installation </span></span>
<span id="cb5-58"><a href="#cb5-58"></a></span>
<span id="cb5-61"><a href="#cb5-61"></a><span class="in">```{r}</span></span>
<span id="cb5-62"><a href="#cb5-62"></a><span class="co">#| eval: false</span></span>
<span id="cb5-63"><a href="#cb5-63"></a><span class="co">#| code-fold: false</span></span>
<span id="cb5-64"><a href="#cb5-64"></a>remotes<span class="sc">::</span><span class="fu">install_github</span>(<span class="st">"xinzhuohkust/LLMB"</span>)</span>
<span id="cb5-65"><a href="#cb5-65"></a></span>
<span id="cb5-66"><a href="#cb5-66"></a><span class="fu">library</span>(LLMB)</span>
<span id="cb5-67"><a href="#cb5-67"></a><span class="in">```</span></span>
<span id="cb5-68"><a href="#cb5-68"></a></span>
<span id="cb5-69"><a href="#cb5-69"></a><span class="fu"># Usage </span></span>
<span id="cb5-70"><a href="#cb5-70"></a></span>
<span id="cb5-71"><a href="#cb5-71"></a><span class="fu">## Single keyword</span></span>
<span id="cb5-74"><a href="#cb5-74"></a><span class="in">```{r}</span></span>
<span id="cb5-75"><a href="#cb5-75"></a><span class="co">#| eval: false</span></span>
<span id="cb5-76"><a href="#cb5-76"></a><span class="co">#| code-fold: false</span></span>
<span id="cb5-77"><a href="#cb5-77"></a><span class="fu">keyword_search</span>(</span>
<span id="cb5-78"><a href="#cb5-78"></a> <span class="at">keywords =</span> <span class="st">"恒大"</span>,</span>
<span id="cb5-79"><a href="#cb5-79"></a> <span class="at">page =</span> <span class="dv">1</span>,</span>
<span id="cb5-80"><a href="#cb5-80"></a> <span class="at">rows =</span> <span class="dv">10</span>, <span class="co"># or 500</span></span>
<span id="cb5-81"><a href="#cb5-81"></a> <span class="at">format =</span> <span class="st">"tibble"</span> <span class="co"># JSON or string</span></span>
<span id="cb5-82"><a href="#cb5-82"></a>)</span>
<span id="cb5-83"><a href="#cb5-83"></a><span class="in">```</span></span>
<span id="cb5-84"><a href="#cb5-84"></a></span>
<span id="cb5-85"><a href="#cb5-85"></a><span class="fu">## Multi keywords</span></span>
<span id="cb5-86"><a href="#cb5-86"></a></span>
<span id="cb5-89"><a href="#cb5-89"></a><span class="in">```{r}</span></span>
<span id="cb5-90"><a href="#cb5-90"></a><span class="co">#| eval: false</span></span>
<span id="cb5-91"><a href="#cb5-91"></a><span class="co">#| code-fold: false</span></span>
<span id="cb5-92"><a href="#cb5-92"></a><span class="fu">tibble</span>(</span>
<span id="cb5-93"><a href="#cb5-93"></a> <span class="at">keywords =</span> <span class="fu">c</span>(<span class="st">"恒大"</span>, <span class="st">"碧桂园"</span>, <span class="st">"跑路"</span>)</span>
<span id="cb5-94"><a href="#cb5-94"></a>) <span class="sc">%>%</span></span>
<span id="cb5-95"><a href="#cb5-95"></a> <span class="fu">group_by</span>(keywords) <span class="sc">%>%</span></span>
<span id="cb5-96"><a href="#cb5-96"></a> <span class="fu">reframe</span>(<span class="at">page =</span> <span class="fu">list</span>(<span class="dv">1</span><span class="sc">:</span><span class="dv">10</span>)) <span class="sc">%>%</span></span>
<span id="cb5-97"><a href="#cb5-97"></a> <span class="fu">unnest</span>(page) <span class="sc">%>%</span></span>
<span id="cb5-98"><a href="#cb5-98"></a> <span class="fu">mutate</span>(</span>
<span id="cb5-99"><a href="#cb5-99"></a> <span class="at">data =</span> <span class="fu">map2</span>(</span>
<span id="cb5-100"><a href="#cb5-100"></a> keywords,</span>
<span id="cb5-101"><a href="#cb5-101"></a> page,</span>
<span id="cb5-102"><a href="#cb5-102"></a> <span class="sc">~</span> <span class="fu">keyword_search</span>(.x, .y, <span class="at">rows =</span> <span class="dv">500</span>),</span>
<span id="cb5-103"><a href="#cb5-103"></a> <span class="at">.progress =</span> <span class="cn">TRUE</span></span>
<span id="cb5-104"><a href="#cb5-104"></a> )</span>
<span id="cb5-105"><a href="#cb5-105"></a> )</span>
<span id="cb5-106"><a href="#cb5-106"></a><span class="in">```</span></span>
<span id="cb5-109"><a href="#cb5-109"></a><span class="in">```{r}</span></span>
<span id="cb5-110"><a href="#cb5-110"></a><span class="co">#| echo: false</span></span>
<span id="cb5-111"><a href="#cb5-111"></a>pacman<span class="sc">::</span><span class="fu">p_load</span>(tidyverse, DT) </span>
<span id="cb5-112"><a href="#cb5-112"></a></span>
<span id="cb5-113"><a href="#cb5-113"></a><span class="fu">read_rds</span>(<span class="st">"sample_data/sample_data.Rds"</span>)</span>
<span id="cb5-114"><a href="#cb5-114"></a><span class="in">```</span></span>
<span id="cb5-115"><a href="#cb5-115"></a></span>
<span id="cb5-116"><a href="#cb5-116"></a><span class="fu"># Call `crypto-js` into R</span></span>
<span id="cb5-117"><a href="#cb5-117"></a></span>
<span id="cb5-120"><a href="#cb5-120"></a><span class="in">```{r}</span></span>
<span id="cb5-121"><a href="#cb5-121"></a><span class="co">#| code-fold: false</span></span>
<span id="cb5-122"><a href="#cb5-122"></a>cryptojs_env <span class="ot"><-</span> <span class="fu">get</span>(<span class="st">".cryptojs_env"</span>, <span class="at">envir =</span> <span class="fu">asNamespace</span>(<span class="st">"LLMB"</span>))</span>
<span id="cb5-123"><a href="#cb5-123"></a><span class="in">```</span></span>
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