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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<title>explore_model_bills</title>
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<h3 id="The-American-Legislative-Exchange-Council-(ALEC)-is-a-proxy-for-corporations-to-advance-their-interests-by-influencing-policies-at-the-level-of-U.S.-state-legislatures.">The American Legislative Exchange Council (<a href="http://www.alec.org/">ALEC</a>) is a proxy for corporations to advance their interests by influencing policies at the level of U.S. state legislatures.<a class="anchor-link" href="#The-American-Legislative-Exchange-Council-(ALEC)-is-a-proxy-for-corporations-to-advance-their-interests-by-influencing-policies-at-the-level-of-U.S.-state-legislatures.">¶</a></h3><h4 id="The-influence-of-ALEC-has-been-discussed-in-a-humorous-but-alarming-segment-of-the-show-"Last-Week-Tonight-with-John-Oliver"-in-November-2014.--For-a-more-in-depth-look-at-ALEC,-see-ALEC-Exposed.">The influence of ALEC has been discussed in a humorous but alarming <a href="https://www.youtube.com/watch?v=aIMgfBZrrZ8">segment</a> of the show "Last Week Tonight with John Oliver" in November 2014. For a more in depth look at ALEC, see <a href="http://www.alecexposed.org/wiki/ALEC_Exposed">ALEC Exposed</a>.<a class="anchor-link" href="#The-influence-of-ALEC-has-been-discussed-in-a-humorous-but-alarming-segment-of-the-show-"Last-Week-Tonight-with-John-Oliver"-in-November-2014.--For-a-more-in-depth-look-at-ALEC,-see-ALEC-Exposed.">¶</a></h4><h4 id="In-this-notebook,-we'll-scrape-the-"model"-bills-on-ALEC's-website-using-Spark.">In this notebook, we'll scrape the <a href="http://www.alec.org/model-legislation/">"model" bills</a> on ALEC's website using <strong>Spark</strong>.<a class="anchor-link" href="#In-this-notebook,-we'll-scrape-the-"model"-bills-on-ALEC's-website-using-Spark.">¶</a></h4>
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<div class=" highlight hl-ipython2"><pre><span class="c">## Get the urls of each ALEC model bill using the libraries bs4 (BeautifulSoup), requests (for parsing the html document), re (regular expressions for filtering)</span>
<span class="kn">import</span> <span class="nn">requests</span>
<span class="kn">from</span> <span class="nn">bs4</span> <span class="kn">import</span> <span class="n">BeautifulSoup</span>
<span class="kn">from</span> <span class="nn">bs4</span> <span class="kn">import</span> <span class="n">SoupStrainer</span>
<span class="kn">import</span> <span class="nn">re</span>
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<div class=" highlight hl-ipython2"><pre><span class="c">## parse ALEC page containing links to all model policies</span>
<span class="n">models_main</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s">"http://www.alec.org/model-legislation/"</span><span class="p">)</span>
<span class="c">## create BeautifulSoup object from the ALEC html page</span>
<span class="n">soupm</span> <span class="o">=</span> <span class="n">BeautifulSoup</span><span class="p">(</span><span class="n">models_main</span><span class="o">.</span><span class="n">text</span><span class="p">,</span> <span class="s">"html.parser"</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span class="c">## function to filter in find_all() </span>
<span class="k">def</span> <span class="nf">model_legislation</span><span class="p">(</span><span class="n">href</span><span class="p">):</span>
<span class="sd">""" search for keywords in href to filter </span>
<span class="sd"> Args:</span>
<span class="sd"> href (str): href value returned by find_all()</span>
<span class="sd"> Returns:</span>
<span class="sd"> bool: T if href is a non-empty string containing the pattern</span>
<span class="sd"> """</span>
<span class="k">return</span> <span class="n">href</span> <span class="ow">and</span> <span class="n">re</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="s">"model-legislation/"</span><span class="p">)</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="n">href</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span class="c">## get all model legislation links</span>
<span class="n">soupm_filtered</span> <span class="o">=</span> <span class="n">soupm</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="s">"a"</span><span class="p">,</span> <span class="n">href</span> <span class="o">=</span> <span class="n">model_legislation</span><span class="p">)</span>
<span class="c">## extract model legistlation URLs from 'a' tags</span>
<span class="n">links_list</span> <span class="o">=</span> <span class="p">[</span><span class="n">link</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s">'href'</span><span class="p">)</span> <span class="k">for</span> <span class="n">link</span> <span class="ow">in</span> <span class="n">soupm_filtered</span><span class="p">]</span>
<span class="n">links_set</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">links_list</span><span class="p">)</span>
<span class="c">## how many URLs are there?</span>
<span class="k">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">links_set</span><span class="p">))</span>
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<h4 id="The-set-of-model-bill-links-are-stored-in-links_set.--Next-we-define-scrape_bill()-to-scrape-the-full-texts-of-the-bills-(one-bill-per-link-in-links_set)-and-get_taskforces()-to-get-the-task-force-labels-for-the-bills-(if-existing).">The set of model bill links are stored in <code>links_set</code>. Next we define <code>scrape_bill()</code> to scrape the full texts of the bills (one bill per link in <code>links_set</code>) and <code>get_taskforces()</code> to get the task force labels for the bills (if existing).<a class="anchor-link" href="#The-set-of-model-bill-links-are-stored-in-links_set.--Next-we-define-scrape_bill()-to-scrape-the-full-texts-of-the-bills-(one-bill-per-link-in-links_set)-and-get_taskforces()-to-get-the-task-force-labels-for-the-bills-(if-existing).">¶</a></h4>
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<div class=" highlight hl-ipython2"><pre><span class="c">## function to retrieve main text of bill</span>
<span class="k">def</span> <span class="nf">scrape_bill</span><span class="p">(</span><span class="n">href</span><span class="p">):</span>
<span class="sd">""" Scrape the text from the bill</span>
<span class="sd"> Args:</span>
<span class="sd"> href (str): url to model bill</span>
<span class="sd"> Returns:</span>
<span class="sd"> a list of - text (str): the scraped text (without xml tags); </span>
<span class="sd"> taskf_terms (list): list of 0 or more strings</span>
<span class="sd"> """</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">href</span><span class="p">)</span>
<span class="n">only_tags_with_id_main</span> <span class="o">=</span> <span class="n">SoupStrainer</span><span class="p">(</span><span class="nb">id</span><span class="o">=</span><span class="s">"main"</span><span class="p">)</span>
<span class="n">mainsoup</span> <span class="o">=</span> <span class="n">BeautifulSoup</span><span class="p">(</span><span class="n">r</span><span class="o">.</span><span class="n">text</span><span class="p">,</span> <span class="s">"lxml"</span><span class="p">,</span> <span class="n">parse_only</span> <span class="o">=</span> <span class="n">only_tags_with_id_main</span><span class="p">)</span>
<span class="n">text</span> <span class="o">=</span> <span class="n">mainsoup</span><span class="o">.</span><span class="n">get_text</span><span class="p">(</span><span class="s">' '</span><span class="p">,</span> <span class="n">strip</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
<span class="c">## extract task force label(s) at bottom of bill</span>
<span class="n">found_taskf_terms</span> <span class="o">=</span> <span class="n">mainsoup</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="nb">id</span> <span class="o">=</span> <span class="s">"related-task-forces"</span><span class="p">)</span>
<span class="k">if</span> <span class="n">found_taskf_terms</span><span class="p">:</span>
<span class="n">taskf_terms</span> <span class="o">=</span> <span class="p">(</span><span class="n">found_taskf_terms</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="o">.</span><span class="n">get_text</span><span class="p">(</span><span class="s">'|'</span><span class="p">,</span> <span class="n">strip</span> <span class="o">=</span> <span class="bp">True</span><span class="p">)</span>
<span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s">'|'</span><span class="p">))</span>
<span class="k">return</span> <span class="p">[</span><span class="n">text</span><span class="p">,</span> <span class="n">taskf_terms</span><span class="p">]</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">return</span> <span class="p">[</span><span class="n">text</span><span class="p">,</span> <span class="p">[]]</span>
<span class="k">except</span><span class="p">:</span>
<span class="k">return</span> <span class="p">[]</span>
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<h4 id="Create-a-base-RDD-of-the-list-(actually-set)-of-links-so-we-can-parallelize-the-scraping">Create a base RDD of the list (actually set) of links so we can parallelize the scraping<a class="anchor-link" href="#Create-a-base-RDD-of-the-list-(actually-set)-of-links-so-we-can-parallelize-the-scraping">¶</a></h4>
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<div class=" highlight hl-ipython2"><pre><span class="n">linksRDD</span> <span class="o">=</span> <span class="n">sc</span><span class="o">.</span><span class="n">parallelize</span><span class="p">(</span><span class="n">links_set</span><span class="p">,</span> <span class="mi">8</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">linksRDD</span><span class="p">))</span>
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<pre><class 'pyspark.rdd.RDD'>
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<h4 id="Scrape-the-full-text-of-the-bills-and-their-task-force-label(s).">Scrape the full text of the bills and their task force label(s).<a class="anchor-link" href="#Scrape-the-full-text-of-the-bills-and-their-task-force-label(s).">¶</a></h4><p>Create a pair RDD, <code>billsRDD</code>, that has elements <code>(k, v)</code>, where the <code>k</code> is the URL of a bill, and <code>v</code> is a list containing <code>["scraped contents of bill", ["task force label 1", "task force label 2", ...]]</code>.</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">billsRDD</span> <span class="o">=</span> <span class="n">linksRDD</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">scrape_bill</span><span class="p">(</span><span class="n">x</span><span class="p">)))</span><span class="o">.</span><span class="n">cache</span><span class="p">()</span>
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<div class=" highlight hl-ipython2"><pre><span class="c">## How many bills were successfully scraped?</span>
<span class="n">scraped_billsRDD</span> <span class="o">=</span> <span class="n">billsRDD</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="p">(</span><span class="n">bill_URL</span><span class="p">,</span> <span class="n">v</span><span class="p">):</span> <span class="n">v</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s">'{0} bills were successfully scraped of {1} URLs.'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">scraped_billsRDD</span><span class="o">.</span><span class="n">count</span><span class="p">(),</span> <span class="nb">len</span><span class="p">(</span><span class="n">links_set</span><span class="p">)))</span>
<span class="c">## How many bills were successfully scraped and had task force labels?</span>
<span class="n">labeled_billsRDD</span> <span class="o">=</span> <span class="n">scraped_billsRDD</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="p">(</span><span class="n">bill_URL</span><span class="p">,</span> <span class="n">v</span><span class="p">):</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span><span class="o">.</span><span class="n">cache</span><span class="p">()</span>
<span class="k">print</span><span class="p">(</span><span class="s">'{0} scraped bills have task force labels.'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">labeled_billsRDD</span><span class="o">.</span><span class="n">count</span><span class="p">()))</span>
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<pre>694 bills were successfully scraped of 694 URLs.
574 scraped bills have task force labels.
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<h4 id="We'll-save-analysis-of-the-main-contents-of-the-bills-for-a-later-time.--For-now,-let's-take-a-look-at-the-distribution-of-task-forces/categories-among-the-labeled-bills.">We'll save analysis of the main contents of the bills for a later time. For now, let's take a look at the distribution of task forces/categories among the labeled bills.<a class="anchor-link" href="#We'll-save-analysis-of-the-main-contents-of-the-bills-for-a-later-time.--For-now,-let's-take-a-look-at-the-distribution-of-task-forces/categories-among-the-labeled-bills.">¶</a></h4><p>Create a pair RDD, <code>bills_taskforceRDD</code>, containing tuples of bill URLs and task force labels.</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">bills_taskforceRDD</span> <span class="o">=</span> <span class="p">(</span><span class="n">labeled_billsRDD</span>
<span class="o">.</span><span class="n">mapValues</span><span class="p">(</span><span class="k">lambda</span> <span class="n">v</span><span class="p">:</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
<span class="o">.</span><span class="n">cache</span><span class="p">())</span>
<span class="c">## How many bills have at least one task force category?</span>
<span class="k">print</span><span class="p">(</span><span class="s">'{0} bills have at least one task force label'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">bills_taskforceRDD</span><span class="o">.</span><span class="n">count</span><span class="p">()))</span>
<span class="c">## How many bills fall under more than one task force category?</span>
<span class="k">print</span><span class="p">(</span><span class="s">'{0} bills belong to more than 1 task force'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">bills_taskforceRDD</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="p">(</span><span class="n">b</span><span class="p">,</span> <span class="n">v</span><span class="p">):</span> <span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span><span class="o">></span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">count</span><span class="p">()))</span>
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<pre>574 bills have at least one task force label
10 bills belong to more than 1 task force
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<div class=" highlight hl-ipython2"><pre><span class="c">## Take a look at a few of the task force labels</span>
<span class="k">print</span><span class="p">(</span><span class="n">bills_taskforceRDD</span><span class="o">.</span><span class="n">take</span><span class="p">(</span><span class="mi">3</span><span class="p">))</span>
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<pre>[(u'http://www.alec.org/model-legislation/the-parental-choice-scholarship-program-act-universal-eligibility/', [u'Education and Workforce Development']), (u'http://www.alec.org/model-legislation/the-private-property-protection-act/', [u'Energy, Environment and Agriculture']), (u'http://www.alec.org/model-legislation/uniform-bail-act/', [u'Justice Performance Project'])]
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<h4 id="Next,-let's-determine-how-many-bills-fall-into-each-task-force/category.--Note,-some-bills-fall-into-multiple-categories,-e.g.-with-tuples-(bill-A,-[category-1,-category-2,-...])">Next, let's determine how many bills fall into each task force/category. Note, some bills fall into multiple categories, e.g. with tuples (bill A, [category 1, category 2, ...])<a class="anchor-link" href="#Next,-let's-determine-how-many-bills-fall-into-each-task-force/category.--Note,-some-bills-fall-into-multiple-categories,-e.g.-with-tuples-(bill-A,-[category-1,-category-2,-...])">¶</a></h4>
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<div class=" highlight hl-ipython2"><pre><span class="c">## Define count_tuple, a helper function that maps each task force label of a bill to a key-value pair with value 1 to facilitate counting.</span>
<span class="k">def</span> <span class="nf">count_tuple</span><span class="p">(</span><span class="n">bill</span><span class="p">):</span>
<span class="sd">""" Map a tuple of a bill_URL and split it into 1 or more (the same number as the number of task forces) tuples</span>
<span class="sd"> (bill A, [category 1, category 2, ...]) -> [(category 1, 1), (category 2, 1)]</span>
<span class="sd"> Args:</span>
<span class="sd"> bill (tuple): (k, v): k is the bill_URL, v is a list of strings (task force categories) of length 1 or more</span>
<span class="sd"> Returns:</span>
<span class="sd"> a list of tuples </span>
<span class="sd"> """</span>
<span class="n">categories</span> <span class="o">=</span> <span class="n">bill</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
<span class="k">return</span> <span class="p">[(</span><span class="n">task_force</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">task_force</span> <span class="ow">in</span> <span class="n">categories</span><span class="p">]</span>
<span class="n">bills_per_taskfRDD</span> <span class="o">=</span> <span class="p">(</span><span class="n">bills_taskforceRDD</span>
<span class="o">.</span><span class="n">flatMap</span><span class="p">(</span><span class="n">count_tuple</span><span class="p">)</span>
<span class="o">.</span><span class="n">reduceByKey</span><span class="p">(</span><span class="k">lambda</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">:</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span><span class="p">)</span>
<span class="o">.</span><span class="n">cache</span><span class="p">())</span>
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<div class=" highlight hl-ipython2"><pre><span class="c">## How many (distinct) task force categories are there?</span>
<span class="k">print</span><span class="p">(</span><span class="s">"There are {0} task force categories"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">bills_per_taskfRDD</span><span class="o">.</span><span class="n">count</span><span class="p">()))</span>
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<pre>There are 9 task force categories
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<div class=" highlight hl-ipython2"><pre><span class="c">## View all the categories with their associated counts</span>
<span class="n">bills_per_taskfRDD</span><span class="o">.</span><span class="n">sortBy</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="o">-</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span><span class="o">.</span><span class="n">collect</span><span class="p">()</span>
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<pre>[(u'Energy, Environment and Agriculture', 119),
(u'Commerce, Insurance and Economic Development', 109),
(u'Tax and Fiscal Policy', 92),
(u'Education and Workforce Development', 65),
(u'Civil Justice', 56),
(u'Justice Performance Project', 46),
(u'Federalism and International Relations', 42),
(u'Health and Human Services', 37),
(u'Communications and Technology', 18)]</pre>
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<div class=" highlight hl-ipython2"><pre><span class="kn">from</span> <span class="nn">pyspark.sql</span> <span class="kn">import</span> <span class="n">Row</span>
<span class="c"># Create a DataFrame and visualize using show()</span>
<span class="n">taskforceRow</span> <span class="o">=</span> <span class="n">bills_per_taskfRDD</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">):</span> <span class="n">Row</span><span class="p">(</span><span class="n">task_force</span><span class="o">=</span><span class="n">x</span><span class="p">,</span> <span class="n">num_bills</span><span class="o">=</span><span class="n">y</span><span class="p">))</span>
<span class="n">taskforceDF</span> <span class="o">=</span> <span class="n">sqlContext</span><span class="o">.</span><span class="n">createDataFrame</span><span class="p">(</span><span class="n">taskforceRow</span><span class="p">)</span>
<span class="n">taskforceDF</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>num_bills task_force
109 Commerce, Insuran...
119 Energy, Environme...
18 Communications an...
56 Civil Justice
37 Health and Human ...
92 Tax and Fiscal Po...
65 Education and Wor...
46 Justice Performan...
42 Federalism and In...
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