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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8"/>
<style>body{background-color:white;}</style>
<script src="lib/htmlwidgets-1.6.2/htmlwidgets.js"></script>
<link href="lib/datatables-css-0.0.0/datatables-crosstalk.css" rel="stylesheet" />
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<script src="lib/highlight.js-6.2/highlight.pack.js"></script>
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<script src="lib/bootstrap-3.3.5/shim/respond.min.js"></script>
</head>
<body>
<div class="container-fluid">
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font-weight:bold;text-decoration:none
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<div class="col-md-8 col-md-offset-2">
<h2>yelpviz coverage - 88.06%</h2>
<div class="tabbable">
<ul class="nav nav-tabs" data-tabsetid="covr">
<li class="active">
<a href="#tab-covr-1" data-toggle="tab" data-value="Files">Files</a>
</li>
<li>
<a href="#tab-covr-2" data-toggle="tab" data-value="Source">Source</a>
</li>
</ul>
<div class="tab-content" data-tabsetid="covr">
<div class="tab-pane active" title="Files" data-value="Files" id="tab-covr-1">
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<div class="tab-pane" title="Source" data-value="Source" id="tab-covr-2">
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<div id="R/analyze_cities.R" class="hidden">
<table class="table-condensed">
<tbody>
<tr class="never">
<td class="num">1</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r">#' Analyze Cities</pre>
</td>
</tr>
<tr class="never">
<td class="num">2</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r">#'</pre>
</td>
</tr>
<tr class="never">
<td class="num">3</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r">#' This function retrieves business data from Yelp API for specified cities and category, analyzes the ratings, and generates facetted and interactive plots.</pre>
</td>
</tr>
<tr class="never">
<td class="num">4</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r">#'</pre>
</td>
</tr>
<tr class="never">
<td class="num">5</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r">#' @param api_key A character string representing the Yelp API key. If NULL, the user will be prompted to enter the API key.</pre>
</td>
</tr>
<tr class="never">
<td class="num">6</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r">#' @param location A character vector containing the names of cities to analyze. If NULL, the user will be prompted to enter the cities.</pre>
</td>
</tr>
<tr class="never">
<td class="num">7</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r">#' @param categories A character string representing the category of businesses to analyze. If NULL, the user will be prompted to enter a category.</pre>
</td>
</tr>
<tr class="never">
<td class="num">8</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r">#' @param limit An integer specifying the maximum number of businesses to retrieve per city. Default is 20.</pre>
</td>
</tr>
<tr class="never">
<td class="num">9</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r">#' @return A list containing the combined dataframe of business ratings for all cities, the parameters used, and both facetted and interactive plots.</pre>
</td>
</tr>
<tr class="never">
<td class="num">10</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r">#' @import httr jsonlite dplyr ggplot2 plotly stringr</pre>
</td>
</tr>
<tr class="never">
<td class="num">11</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r">#' @examples</pre>
</td>
</tr>
<tr class="never">
<td class="num">12</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r">#' analyze_cities()</pre>
</td>
</tr>
<tr class="never">
<td class="num">13</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r">#' analyze_cities("your_api_key", c("Kelowna", "Penticton", "Red Deer"), "food", 33)</pre>
</td>
</tr>
<tr class="never">
<td class="num">14</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r">#' analyze_cities(api_key = "your_api_key", location = c("Kelowna", "Penticton", "Red Deer"), categories = "food", limit = 33)</pre>
</td>
</tr>
<tr class="never">
<td class="num">15</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"></pre>
</td>
</tr>
<tr class="never">
<td class="num">16</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r">analyze_cities <- function(api_key = NULL, location = NULL, categories = NULL, limit = 20) {</pre>
</td>
</tr>
<tr class="never">
<td class="num">17</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"></pre>
</td>
</tr>
<tr class="never">
<td class="num">18</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Prompt user to enter API key if not provided</pre>
</td>
</tr>
<tr class="covered">
<td class="num">19</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> while (is.null(api_key) || api_key == '') {</pre>
</td>
</tr>
<tr class="missed">
<td class="num">20</td>
<td class="coverage">!</td>
<td class="col-sm-12">
<pre class="language-r"> cat("Please enter your Yelp API key: ")</pre>
</td>
</tr>
<tr class="missed">
<td class="num">21</td>
<td class="coverage">!</td>
<td class="col-sm-12">
<pre class="language-r"> api_key <- readline()</pre>
</td>
</tr>
<tr class="missed">
<td class="num">22</td>
<td class="coverage">!</td>
<td class="col-sm-12">
<pre class="language-r"> api_key <- trimws(api_key) # Trim leading and trailing whitespace</pre>
</td>
</tr>
<tr class="never">
<td class="num">23</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> }</pre>
</td>
</tr>
<tr class="never">
<td class="num">24</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> </pre>
</td>
</tr>
<tr class="never">
<td class="num">25</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Prompt user to enter cities if not provided</pre>
</td>
</tr>
<tr class="covered">
<td class="num">26</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> while (is.null(location) || length(location) == 0 || all(location == '')) {</pre>
</td>
</tr>
<tr class="missed">
<td class="num">27</td>
<td class="coverage">!</td>
<td class="col-sm-12">
<pre class="language-r"> cat("Please enter the cities (separated by commas if multiple): ")</pre>
</td>
</tr>
<tr class="missed">
<td class="num">28</td>
<td class="coverage">!</td>
<td class="col-sm-12">
<pre class="language-r"> cities_input <- readline()</pre>
</td>
</tr>
<tr class="missed">
<td class="num">29</td>
<td class="coverage">!</td>
<td class="col-sm-12">
<pre class="language-r"> location <- strsplit(cities_input, ",")[[1]]</pre>
</td>
</tr>
<tr class="missed">
<td class="num">30</td>
<td class="coverage">!</td>
<td class="col-sm-12">
<pre class="language-r"> location <- trimws(location) # Trim leading and trailing whitespace</pre>
</td>
</tr>
<tr class="never">
<td class="num">31</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> }</pre>
</td>
</tr>
<tr class="never">
<td class="num">32</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> </pre>
</td>
</tr>
<tr class="never">
<td class="num">33</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Ensure cities is a string or a vector of strings</pre>
</td>
</tr>
<tr class="covered">
<td class="num">34</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> if (!is.character(location) || any(!nzchar(location))) {</pre>
</td>
</tr>
<tr class="missed">
<td class="num">35</td>
<td class="coverage">!</td>
<td class="col-sm-12">
<pre class="language-r"> stop("Cities must be a string or a vector of strings.")</pre>
</td>
</tr>
<tr class="never">
<td class="num">36</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> }</pre>
</td>
</tr>
<tr class="never">
<td class="num">37</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> </pre>
</td>
</tr>
<tr class="never">
<td class="num">38</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Prompt user to enter category if not provided or if multiple categories are entered</pre>
</td>
</tr>
<tr class="covered">
<td class="num">39</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> while (is.null(categories) || length(categories) != 1 || categories == '') {</pre>
</td>
</tr>
<tr class="missed">
<td class="num">40</td>
<td class="coverage">!</td>
<td class="col-sm-12">
<pre class="language-r"> cat("Please enter only one category name: ")</pre>
</td>
</tr>
<tr class="missed">
<td class="num">41</td>
<td class="coverage">!</td>
<td class="col-sm-12">
<pre class="language-r"> categories <- readline()</pre>
</td>
</tr>
<tr class="missed">
<td class="num">42</td>
<td class="coverage">!</td>
<td class="col-sm-12">
<pre class="language-r"> categories <- trimws(categories) # Trim leading and trailing whitespace</pre>
</td>
</tr>
<tr class="never">
<td class="num">43</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> }</pre>
</td>
</tr>
<tr class="never">
<td class="num">44</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> </pre>
</td>
</tr>
<tr class="never">
<td class="num">45</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Sort cities alphabetically to ensure plotting function maps correctly</pre>
</td>
</tr>
<tr class="covered">
<td class="num">46</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> cities <- sort(location)</pre>
</td>
</tr>
<tr class="never">
<td class="num">47</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> </pre>
</td>
</tr>
<tr class="never">
<td class="num">48</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Define the main domain of the url</pre>
</td>
</tr>
<tr class="covered">
<td class="num">49</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> domain <- "https://api.yelp.com/v3"</pre>
</td>
</tr>
<tr class="never">
<td class="num">50</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> </pre>
</td>
</tr>
<tr class="never">
<td class="num">51</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Define the Authorization token with the API key</pre>
</td>
</tr>
<tr class="covered">
<td class="num">52</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> token <- paste("Bearer", api_key, sep = " ")</pre>
</td>
</tr>
<tr class="never">
<td class="num">53</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"></pre>
</td>
</tr>
<tr class="never">
<td class="num">54</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # UNCOMMENT TO CHECK FOR CATEGORIES; COMMENTED OUT TO SAVE REQUESTS </pre>
</td>
</tr>
<tr class="never">
<td class="num">55</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Define the URL for categories endpoint</pre>
</td>
</tr>
<tr class="covered">
<td class="num">56</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> url_categories <- paste0(domain, "/categories")</pre>
</td>
</tr>
<tr class="never">
<td class="num">57</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"></pre>
</td>
</tr>
<tr class="never">
<td class="num">58</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Make request to categories endpoint</pre>
</td>
</tr>
<tr class="covered">
<td class="num">59</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> response_categories <- GET(url_categories, add_headers(Authorization = token))</pre>
</td>
</tr>
<tr class="never">
<td class="num">60</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"></pre>
</td>
</tr>
<tr class="never">
<td class="num">61</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Check if the request was successful</pre>
</td>
</tr>
<tr class="covered">
<td class="num">62</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> if (status_code(response_categories) != 200) {</pre>
</td>
</tr>
<tr class="missed">
<td class="num">63</td>
<td class="coverage">!</td>
<td class="col-sm-12">
<pre class="language-r"> stop("Failed to retrieve categorical data.")</pre>
</td>
</tr>
<tr class="never">
<td class="num">64</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> }</pre>
</td>
</tr>
<tr class="never">
<td class="num">65</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"></pre>
</td>
</tr>
<tr class="never">
<td class="num">66</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Extracting category titles</pre>
</td>
</tr>
<tr class="covered">
<td class="num">67</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> raw_data_categories <- content(response_categories, "parsed")</pre>
</td>
</tr>
<tr class="covered">
<td class="num">68</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> categories_yelp <- sapply(raw_data_categories$categories, function(categories) {</pre>
</td>
</tr>
<tr class="covered">
<td class="num">69</td>
<td class="coverage">6304<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> if ("alias" %in% names(categories)) {</pre>
</td>
</tr>
<tr class="covered">
<td class="num">70</td>
<td class="coverage">6304<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> unlist(categories[["alias"]])</pre>
</td>
</tr>
<tr class="never">
<td class="num">71</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> } else {</pre>
</td>
</tr>
<tr class="covered">
<td class="num">72</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> NA</pre>
</td>
</tr>
<tr class="never">
<td class="num">73</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> }</pre>
</td>
</tr>
<tr class="never">
<td class="num">74</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> })</pre>
</td>
</tr>
<tr class="never">
<td class="num">75</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"></pre>
</td>
</tr>
<tr class="never">
<td class="num">76</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Check if the category is in the list of accepted categories</pre>
</td>
</tr>
<tr class="covered">
<td class="num">77</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> invalid_categories <- setdiff(categories, unique(unlist(categories_yelp)))</pre>
</td>
</tr>
<tr class="covered">
<td class="num">78</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> if (!(is.null(categories) || categories %in% unique(unlist(categories_yelp)))) {</pre>
</td>
</tr>
<tr class="missed">
<td class="num">79</td>
<td class="coverage">!</td>
<td class="col-sm-12">
<pre class="language-r"> message("Invalid category: ", paste(invalid_categories, collapse = ", "), "\n")</pre>
</td>
</tr>
<tr class="missed">
<td class="num">80</td>
<td class="coverage">!</td>
<td class="col-sm-12">
<pre class="language-r"> cat("Please use only one of the accepted Yelp categories: ", "\n", paste(unique(unlist(categories_yelp)), collapse = ", "), "\n")</pre>
</td>
</tr>
<tr class="missed">
<td class="num">81</td>
<td class="coverage">!</td>
<td class="col-sm-12">
<pre class="language-r"> categories <- readline()</pre>
</td>
</tr>
<tr class="missed">
<td class="num">82</td>
<td class="coverage">!</td>
<td class="col-sm-12">
<pre class="language-r"> categories <- trimws(categories) # Trim leading and trailing whitespace</pre>
</td>
</tr>
<tr class="never">
<td class="num">83</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> }</pre>
</td>
</tr>
<tr class="never">
<td class="num">84</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> </pre>
</td>
</tr>
<tr class="never">
<td class="num">85</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Create a dictionary to store parameters</pre>
</td>
</tr>
<tr class="covered">
<td class="num">86</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> parameters <- list(</pre>
</td>
</tr>
<tr class="covered">
<td class="num">87</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> api_key = api_key,</pre>
</td>
</tr>
<tr class="covered">
<td class="num">88</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> location = location,</pre>
</td>
</tr>
<tr class="covered">
<td class="num">89</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> categories = categories,</pre>
</td>
</tr>
<tr class="covered">
<td class="num">90</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> limit = limit</pre>
</td>
</tr>
<tr class="never">
<td class="num">91</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> )</pre>
</td>
</tr>
<tr class="never">
<td class="num">92</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> </pre>
</td>
</tr>
<tr class="never">
<td class="num">93</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Create an empty list to store results for each city</pre>
</td>
</tr>
<tr class="covered">
<td class="num">94</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> city_results <- list()</pre>
</td>
</tr>
<tr class="never">
<td class="num">95</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> </pre>
</td>
</tr>
<tr class="never">
<td class="num">96</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Iterate over each city</pre>
</td>
</tr>
<tr class="covered">
<td class="num">97</td>
<td class="coverage">4<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> for (city in cities) {</pre>
</td>
</tr>
<tr class="never">
<td class="num">98</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Update the parameters for the current city</pre>
</td>
</tr>
<tr class="covered">
<td class="num">99</td>
<td class="coverage">10<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> parameters_used_city <- list(</pre>
</td>
</tr>
<tr class="covered">
<td class="num">100</td>
<td class="coverage">10<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> api_key = api_key,</pre>
</td>
</tr>
<tr class="covered">
<td class="num">101</td>
<td class="coverage">10<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> location = city,</pre>
</td>
</tr>
<tr class="covered">
<td class="num">102</td>
<td class="coverage">10<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> categories = categories,</pre>
</td>
</tr>
<tr class="covered">
<td class="num">103</td>
<td class="coverage">10<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> sort_by = 'best_match',</pre>
</td>
</tr>
<tr class="covered">
<td class="num">104</td>
<td class="coverage">10<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> limit = limit</pre>
</td>
</tr>
<tr class="never">
<td class="num">105</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> )</pre>
</td>
</tr>
<tr class="never">
<td class="num">106</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> </pre>
</td>
</tr>
<tr class="never">
<td class="num">107</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Define the URL for businesses search endpoint</pre>
</td>
</tr>
<tr class="covered">
<td class="num">108</td>
<td class="coverage">10<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> url_businesses <- paste0(domain, "/businesses/search?")</pre>
</td>
</tr>
<tr class="never">
<td class="num">109</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> </pre>
</td>
</tr>
<tr class="never">
<td class="num">110</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Request the data</pre>
</td>
</tr>
<tr class="covered">
<td class="num">111</td>
<td class="coverage">10<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> response <- GET(url_businesses, add_headers(Authorization = token), query = parameters_used_city)</pre>
</td>
</tr>
<tr class="never">
<td class="num">112</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> </pre>
</td>
</tr>
<tr class="never">
<td class="num">113</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Check if the request was successful</pre>
</td>
</tr>
<tr class="covered">
<td class="num">114</td>
<td class="coverage">10<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> if (status_code(response) != 200) {</pre>
</td>
</tr>
<tr class="covered">
<td class="num">115</td>
<td class="coverage">1<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> stop("Failed to retrieve data.")</pre>
</td>
</tr>
<tr class="never">
<td class="num">116</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> }</pre>
</td>
</tr>
<tr class="never">
<td class="num">117</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"></pre>
</td>
</tr>
<tr class="never">
<td class="num">118</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Extract the requested data</pre>
</td>
</tr>
<tr class="covered">
<td class="num">119</td>
<td class="coverage">9<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> raw_data <- content(response, encoding = "UTF-8", as = "text") %>%</pre>
</td>
</tr>
<tr class="covered">
<td class="num">120</td>
<td class="coverage">9<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> fromJSON(simplifyVector = TRUE) %>%</pre>
</td>
</tr>
<tr class="covered">
<td class="num">121</td>
<td class="coverage">9<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> `[[`("businesses")</pre>
</td>
</tr>
<tr class="never">
<td class="num">122</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> </pre>
</td>
</tr>
<tr class="never">
<td class="num">123</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Create a DataFrame</pre>
</td>
</tr>
<tr class="covered">
<td class="num">124</td>
<td class="coverage">9<em>x</em></td>
<td class="col-sm-12">
<pre class="language-r"> df_businesses <- as.data.frame(raw_data)</pre>
</td>
</tr>
<tr class="never">
<td class="num">125</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> </pre>
</td>
</tr>
<tr class="never">
<td class="num">126</td>
<td class="coverage"></td>
<td class="col-sm-12">
<pre class="language-r"> # Select the columns of interest</pre>
</td>
</tr>
<tr class="covered">
<td class="num">127</td>