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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>Report</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%;font-size:10px;-webkit-tap-highlight-color:transparent}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,optgroup,strong{font-weight:700}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:-.5em}sub{bottom:-.25em}img{border:0;vertical-align:middle}svg:not(:root){overflow:hidden}hr{-moz-box-sizing:content-box;box-sizing:content-box;height:0}pre,textarea{overflow:auto}code,kbd,pre,samp{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-search-cancel-button,input[type=search]::-webkit-search-decoration{-webkit-appearance:none}table{border-collapse:collapse;border-spacing:0}td,th{padding:0}/*! 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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#Import relevant libraries</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="o">%</span><span class="k">config</span> InlineBackend.figure_format = 'retina' #nicer rendering of plots in retina displays
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib</span> <span class="kn">as</span> <span class="nn">mpl</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">plotly.plotly</span> <span class="kn">as</span> <span class="nn">py</span>
<span class="kn">import</span> <span class="nn">plotly.graph_objs</span> <span class="kn">as</span> <span class="nn">go</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="kn">as</span> <span class="nn">sns</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set</span><span class="p">()</span>
<span class="n">pal</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">hls_palette</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="n">h</span><span class="o">=.</span><span class="mi">5</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set_palette</span><span class="p">(</span><span class="n">pal</span><span class="p">)</span>
<span class="kn">import</span> <span class="nn">re</span>
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<p><h1>Analyzing the Impact of the Affordable Care Act</h1>
<br>
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</br></p>
<p>The <strong>Affordable Care Act (ACA)</strong> is the comprehensive health care reform law and its amendments addressing health insurance coverage, health care costs, and preventive care in the United States. In particular, the law established a Health Insurance Marketplace, and allowed all states to opt in to expand their Medicaid program.</p>
<p>The law was enacted in two parts, namely The Patient Protection and Affordable Care Act which was signed on March 23, 2010 by President Barack Obama and amended by the Health Care and Education Reconciliation Act of March 30, 2010. A repeal of the ACA was recently passed by the Congress.</p>
<p>This analysis aims to visualize metrics that <strong>quantify the impact of the ACA</strong> and expose some interesting findings.</p>
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<h2>The <em>Status Quo</em>: Insurance Coverage Before the ACA (1995-2010)</h2><p>According to the <a href="https://www.kaggle.com/cdc/health-care-access-coverage">source</a> of this dataset, the information about health insurance coverage between 1995 to 2010 was compiled from the <strong>US Department of Health and Human Services</strong> and the <strong>US Census Bureau</strong>. More specifically, the data seems to have originated at least in part from the <a href="https://en.wikipedia.org/wiki/American_Community_Survey">American Community Survey</a>.</p>
<p>The dataset contains a feature (a column) labeled "Category" with two distinct values: <strong>Do you have any kind of health care coverage?</strong> and <strong>Adults aged 18-64 who have any kind of health care coverage</strong>. Here we analyze the <strong>former</strong> because it's not limited by the age group. The summary statistics between both sets differ but only slightly, as expected.</p>
<p>The <strong>Figure 1</strong> below shows the trend in the percentage of the surveyed population over the years who responded yes for having any kind of insurance coverage. The data represents the mean per US Census region for each year.</p>
<p>Interestingly, the chart shows the Northeast and Midwest regions reporting coverage about 5% points higher than the West and South. However, this difference may be within the error range of the survey.</p>
<p>In general, there is a small drop of about 2% points in the reported proportion of the population covered by health insurance along the period, with the exception of the US territories which show a much more pronounced change. There was a consistent and noticeable change point in the trend in 2001 for all regions. This may have been associated with macroenomic factors, such as the economic <a href="http://www.nber.org/cycles/cyclesmain.html">recession</a> of 2001. However, a similar impact is not seen in the data for the deeper recession of 2008. It's also possible that the drop in 2001 may have been caused by a change in the survey methodology, for example.</p>
<p>The national mean of insured population along the entire period was 86%. According to the US Census, the population in 2010 was about 303 million, which amounts to about <strong>43 million people not covered by any type of health insurance</strong>.</p>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#Load the data downloaded from the referred link</span>
<span class="n">pre_ACA</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">'Data/HC_access_1995-2010.csv'</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#Process data</span>
<span class="c1">#Remove % from string values</span>
<span class="n">pre_ACA</span><span class="p">[</span><span class="s1">'Yes'</span><span class="p">]</span> <span class="o">=</span> <span class="n">pre_ACA</span><span class="o">.</span><span class="n">Yes</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s1">'%'</span><span class="p">,</span> <span class="s1">''</span><span class="p">,</span> <span class="n">x</span><span class="p">))</span>
<span class="n">pre_ACA</span><span class="p">[</span><span class="s1">'No'</span><span class="p">]</span> <span class="o">=</span> <span class="n">pre_ACA</span><span class="o">.</span><span class="n">No</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s1">'%'</span><span class="p">,</span> <span class="s1">''</span><span class="p">,</span> <span class="n">x</span><span class="p">))</span>
<span class="c1">#Get geolocation</span>
<span class="n">pre_ACA</span><span class="p">[</span><span class="s1">'geolocation'</span><span class="p">]</span> <span class="o">=</span> <span class="n">pre_ACA</span><span class="p">[</span><span class="s1">'Location 1'</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">','</span><span class="p">))</span>
<span class="c1">#Get latitude from geolocation</span>
<span class="n">pre_ACA</span><span class="p">[</span><span class="s1">'lat'</span><span class="p">]</span> <span class="o">=</span> <span class="n">pre_ACA</span><span class="o">.</span><span class="n">geolocation</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s1">'\('</span><span class="p">,</span> <span class="s1">''</span><span class="p">,</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
<span class="c1">#Get longitude from geolocation</span>
<span class="k">def</span> <span class="nf">get_long</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
<span class="k">return</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s1">'\)|\s'</span><span class="p">,</span> <span class="s1">''</span><span class="p">,</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">></span><span class="mi">1</span> <span class="k">else</span> <span class="s1">''</span>
<span class="n">pre_ACA</span><span class="p">[</span><span class="s1">'long'</span><span class="p">]</span> <span class="o">=</span> <span class="n">pre_ACA</span><span class="o">.</span><span class="n">geolocation</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">get_long</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
<span class="c1">#Convert string datatypes to numeric</span>
<span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">'Yes'</span><span class="p">,</span> <span class="s1">'No'</span><span class="p">,</span> <span class="s1">'lat'</span><span class="p">,</span> <span class="s1">'long'</span><span class="p">]:</span>
<span class="n">pre_ACA</span><span class="p">[</span><span class="n">col</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_numeric</span><span class="p">(</span><span class="n">pre_ACA</span><span class="p">[</span><span class="n">col</span><span class="p">])</span>
<span class="c1">#Drop redundant columns</span>
<span class="n">pre_ACA</span> <span class="o">=</span> <span class="n">pre_ACA</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">'geolocation'</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">pre_ACA</span> <span class="o">=</span> <span class="n">pre_ACA</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">'Location 1'</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="c1">#Check stats for comparison.</span>
<span class="c1">#pre_ACA[pre_ACA.Condition == 'Do you have any kind of health care coverage?'][['Yes', 'No']].describe()</span>
<span class="c1">#pre_ACA[pre_ACA.Condition != 'Do you have any kind of health care coverage?'][['Yes', 'No']].describe()</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#Select a subset of the data</span>
<span class="n">subset</span> <span class="o">=</span> <span class="n">pre_ACA</span><span class="p">[(</span><span class="n">pre_ACA</span><span class="o">.</span><span class="n">State</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">contains</span><span class="p">(</span><span class="s1">'Nationwide'</span><span class="p">)</span> <span class="o">==</span> <span class="bp">False</span><span class="p">)</span>\
<span class="o">&</span> <span class="p">(</span><span class="n">pre_ACA</span><span class="o">.</span><span class="n">Condition</span> <span class="o">==</span> <span class="s1">'Do you have any kind of health care coverage?'</span><span class="p">)]</span> <span class="c1">#844 rows</span>
<span class="c1">#Drop redundant columns</span>
<span class="n">subset</span> <span class="o">=</span> <span class="n">subset</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">'Category'</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">subset</span> <span class="o">=</span> <span class="n">subset</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">'Condition'</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="c1">#Load file with state codes</span>
<span class="n">state_codes</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">'Data/state_codes.csv'</span><span class="p">)</span>
<span class="n">state_codes</span> <span class="o">=</span> <span class="n">state_codes</span><span class="p">[[</span><span class="s1">'code'</span><span class="p">,</span><span class="s1">'state'</span><span class="p">]]</span>
<span class="n">state_codes</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">'code'</span><span class="p">,</span> <span class="s1">'State'</span><span class="p">]</span>
<span class="c1">#Merge state code into dataset</span>
<span class="n">subset</span><span class="o">=</span> <span class="n">subset</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">state_codes</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">'left'</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s1">'State'</span><span class="p">)</span>
</pre></div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#Define lists with US Census regions</span>
<span class="n">Northeast</span> <span class="o">=</span> <span class="p">[</span><span class="s1">'Connecticut'</span><span class="p">,</span> <span class="s1">'Maine'</span><span class="p">,</span> <span class="s1">'Massachusetts'</span><span class="p">,</span> <span class="s1">'New Hampshire'</span><span class="p">,</span> <span class="s1">'Rhode Island'</span><span class="p">,</span> <span class="s1">'Vermont'</span><span class="p">,</span> <span class="s1">'Delaware'</span><span class="p">,</span>
<span class="s1">'New Jersey'</span><span class="p">,</span> <span class="s1">'New York'</span><span class="p">,</span> <span class="s1">'Pennsylvania'</span><span class="p">]</span>
<span class="n">Midwest</span> <span class="o">=</span> <span class="p">[</span><span class="s1">'Illinois'</span><span class="p">,</span> <span class="s1">'Indiana'</span><span class="p">,</span> <span class="s1">'Michigan'</span><span class="p">,</span> <span class="s1">'Ohio'</span><span class="p">,</span> <span class="s1">'Wisconsin'</span><span class="p">,</span> <span class="s1">'Iowa'</span><span class="p">,</span> <span class="s1">'Kansas'</span><span class="p">,</span> <span class="s1">'Minnesota'</span><span class="p">,</span> <span class="s1">'Missouri'</span><span class="p">,</span>
<span class="s1">'Nebraska'</span><span class="p">,</span> <span class="s1">'North Dakota'</span><span class="p">,</span> <span class="s1">'South Dakota'</span><span class="p">]</span>
<span class="n">South</span> <span class="o">=</span> <span class="p">[</span><span class="s1">'Florida'</span><span class="p">,</span> <span class="s1">'Georgia'</span><span class="p">,</span> <span class="s1">'Maryland'</span><span class="p">,</span> <span class="s1">'North Carolina'</span><span class="p">,</span> <span class="s1">'South Carolina'</span><span class="p">,</span> <span class="s1">'Virginia'</span><span class="p">,</span> <span class="s1">'District of Columbia'</span><span class="p">,</span>
<span class="s1">'West Virginia'</span><span class="p">,</span> <span class="s1">'Alabama'</span><span class="p">,</span> <span class="s1">'Kentucky'</span><span class="p">,</span> <span class="s1">'Mississippi'</span><span class="p">,</span> <span class="s1">'Tennessee'</span><span class="p">,</span> <span class="s1">'Arkansas'</span><span class="p">,</span> <span class="s1">'Louisiana'</span><span class="p">,</span>
<span class="s1">'Oklahoma'</span><span class="p">,</span> <span class="s1">'Texas'</span><span class="p">]</span>
<span class="n">West</span> <span class="o">=</span> <span class="p">[</span><span class="s1">'Arizona'</span><span class="p">,</span> <span class="s1">'Colorado'</span><span class="p">,</span> <span class="s1">'Idaho'</span><span class="p">,</span> <span class="s1">'Montana'</span><span class="p">,</span> <span class="s1">'Nevada'</span><span class="p">,</span> <span class="s1">'New Mexico'</span><span class="p">,</span> <span class="s1">'Utah'</span><span class="p">,</span> <span class="s1">'Wyoming'</span><span class="p">,</span> <span class="s1">'Alaska'</span><span class="p">,</span>
<span class="s1">'California'</span><span class="p">,</span> <span class="s1">'Hawaii'</span><span class="p">,</span> <span class="s1">'Oregon'</span><span class="p">,</span> <span class="s1">'Washington'</span><span class="p">]</span>
<span class="n">Territories</span> <span class="o">=</span> <span class="p">[</span><span class="s1">'Puerto Rico'</span><span class="p">,</span> <span class="s1">'Guam'</span><span class="p">,</span> <span class="s1">'Virgin Islands'</span><span class="p">]</span>
<span class="c1">#Create series with grouped data per region</span>
<span class="n">northeast</span> <span class="o">=</span> <span class="n">subset</span><span class="p">[</span><span class="n">subset</span><span class="o">.</span><span class="n">State</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">Northeast</span><span class="p">)]</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">'Year'</span><span class="p">])</span><span class="o">.</span><span class="n">Yes</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">midwest</span> <span class="o">=</span> <span class="n">subset</span><span class="p">[</span><span class="n">subset</span><span class="o">.</span><span class="n">State</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">Midwest</span><span class="p">)]</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">'Year'</span><span class="p">])</span><span class="o">.</span><span class="n">Yes</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">south</span> <span class="o">=</span> <span class="n">subset</span><span class="p">[</span><span class="n">subset</span><span class="o">.</span><span class="n">State</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">South</span><span class="p">)]</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">'Year'</span><span class="p">])</span><span class="o">.</span><span class="n">Yes</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">west</span> <span class="o">=</span> <span class="n">subset</span><span class="p">[</span><span class="n">subset</span><span class="o">.</span><span class="n">State</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">West</span><span class="p">)]</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">'Year'</span><span class="p">])</span><span class="o">.</span><span class="n">Yes</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">territories</span> <span class="o">=</span> <span class="n">subset</span><span class="p">[</span><span class="n">subset</span><span class="o">.</span><span class="n">State</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">Territories</span><span class="p">)]</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">'Year'</span><span class="p">])</span><span class="o">.</span><span class="n">Yes</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#Create plot with percentage of people who have answered to have some form of insurance (mean per US census region)</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
<span class="n">northeast</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="s1">'Northeast'</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">'o'</span><span class="p">)</span>
<span class="n">midwest</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="s1">'Midwest'</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">'D'</span><span class="p">)</span>
<span class="n">south</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="s1">'South'</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">'o'</span><span class="p">)</span>
<span class="n">west</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="s1">'West'</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">'D'</span><span class="p">)</span>
<span class="n">territories</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="s1">'Territories'</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">'s'</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_facecolor</span><span class="p">(</span><span class="s1">'#F9F9F9'</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">color</span><span class="o">=</span><span class="s1">'#E4E4E4'</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">'dotted'</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span><span class="s1">'y'</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mi">75</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">'Figure 1: Average Percentage of Insured People per Census Region (before ACA)'</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">18</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">'#232323'</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">''</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">labelsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s1">'upper right'</span><span class="p">);</span>
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