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<html><head>
<title>Example 1</title>
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</head><body class="theme-dark mod-windows is-frameless is-hidden-frameless obsidian-app show-inline-title show-view-header outliner-plugin-better-lists outliner-plugin-dnd" style="--zoom-factor:1.2; --font-text-size:16px; --line-width:50em; --line-width-adaptive:50em; --file-line-width:50em; --content-width:500em; --sidebar-width:25em; --collapse-arrow-size:0.4em; --tree-horizontal-spacing:1em; --tree-vertical-spacing:0.5em; --sidebar-margin:12px;"><div class="webpage-container"><div class="sidebar-left sidebar"><div class="sidebar-content"><div><label class="theme-toggle-container" for="theme_toggle"><input class="theme-toggle-input" type="checkbox" id="theme_toggle"><div class="toggle-background"></div></label></div><div class="tree-container file-tree mod-nav-indicator" data-depth="0"><div class="tree-header"><span class="sidebar-section-header">Bootcamp</span><button class="clickable-icon collapse-tree-button is-collapsed"><iconify-icon icon="ph:arrows-in-line-horizontal-bold" width="18px" height="18px" rotate="90deg" color="currentColor"></iconify-icon></button></div><div class="tree-scroll-area"></div></div></div></div><div class="document-container"><div class="markdown-preview-view markdown-rendered node-insert-event allow-fold-headings show-indentation-guide allow-fold-lists" tabindex="-1" style="tab-size: 4;"><style id="MJX-CHTML-styles"></style><div class="markdown-preview-sizer markdown-preview-section" style="padding-bottom: ; padding-top: var(--file-margins); padding-right: var(--file-margins); padding-left: var(--file-margins); width: 100%; position: absolute;"><div class="markdown-preview-pusher" style="width: 1px; height: 0.1px; margin-bottom: 0px;"></div><div class="mod-header"><div class="inline-title" contenteditable="true" spellcheck="true" autocapitalize="on" tabindex="-1" enterkeyhint="done">Example 1</div></div><div><h2 data-heading="Hospice Utilization - Patient Demographics" id="Hospice_Utilization_-_Patient_Demographics" style="display: flex;"><div class="heading-collapse-indicator collapse-indicator collapse-icon"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="svg-icon right-triangle"><path d="M3 8L12 17L21 8"></path></svg></div>Hospice Utilization - Patient Demographics</h2></div><div><h4 data-heading="Description of the data" id="Description_of_the_data" style="display: flex;"><div class="heading-collapse-indicator collapse-indicator collapse-icon"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="svg-icon right-triangle"><path d="M3 8L12 17L21 8"></path></svg></div>Description of the data</h4></div><div><p>The dataset contains counts of inpatient visits leading to a discharge to hospice care. Inpatient visits included in the counts consist of individuals aged 18 or over with a discharge disposition leading to home or facility hospice care. The total counts per each individual year can be viewed based on different patient characteristics, including patient age groups, individual counties of residence, primary payer type, diagnosis category, and patient sex/race/ethnicity. The disease categories include circulatory conditions, diabetes, malignant/benign neoplasms, malnutrition, neurodegenerative disease, renal failure or other kidney diagnoses, respiratory conditions and circulatory conditions. The categories represent common groupings of diagnoses seen in other studies related to hospice care and were created by grouping together relevant medical MSDRG codes in the HCAI inpatient data.</p></div><div><p><a rel="noopener" class="external-link" href="https://data.chhs.ca.gov/dataset/hospice-utilization-patient-demographics" target="_blank">https://data.chhs.ca.gov/dataset/hospice-utilization-patient-demographics</a><br>
Notice the spatial/geographic coverage of this data is at the county level for California</p></div><div><p>First, always look at the <a data-tooltip-position="top" aria-label="https://data.chhs.ca.gov/dataset/hospice-utilization-patient-demographics/resource/feece040-63ff-47ad-aaa7-2e196204ef2e" rel="noopener" class="external-link" href="https://data.chhs.ca.gov/dataset/hospice-utilization-patient-demographics/resource/feece040-63ff-47ad-aaa7-2e196204ef2e" target="_blank">data dictionary</a> for the data source you are looking at. It is important that you always remember to 'dig deep' into the data, and this is a good example. The data dictionary suggests that there are five fields in this dataset but the reality is that there is much more data than the dictionary suggests. </p></div><div><p>It is very common to see data in this format. <strong><em>Data in this format is unusable.</em></strong> It needs to be reorganized so that it is more useful to answer our questions.</p></div><div><h4 data-heading="Research Questions" id="Research_Questions" style="display: flex;"><div class="heading-collapse-indicator collapse-indicator collapse-icon"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="svg-icon right-triangle"><path d="M3 8L12 17L21 8"></path></svg></div>Research Questions</h4></div><div><p>Using this dataset, use EXCEL to reshape the data so that a statistical analysis that addresses the following questions can be performed. Create a simple bar chart and a map that illustrates the differences.</p></div><div><ul class="has-list-bullet">
<li data-line="0"><div class="list-bullet"></div>RQ1: Are historically marginalized groups more likely to receive a discharge disposition leading to home hospice care?<br>
<span alt="Pasted image 20230723102425.png" src="Pasted image 20230723102425.png" class="internal-embed media-embed image-embed is-loaded"><img alt="Pasted image 20230723102425.png" src="pasted-image-20230723102425.png"></span><br>
<strong>Figure 1.</strong> Referrals to Hospice by Type and Race/Ethnicity</li>
</ul></div><div><p>On <a data-href="Day 4" href="day-4.html" class="internal-link" target="_self" rel="noopener">Day 4</a> we will learn how to explore <a data-href="Geographic differences in discharge dispositions" href="geographic-differences-in-discharge-dispositions.html" class="internal-link" target="_self" rel="noopener">Geographic differences in discharge dispositions</a> across the state!</p></div><div class="mod-footer"><div class="embedded-backlinks" style="display: none;"></div></div></div></div></div><div class="sidebar-right sidebar"><div class="sidebar-content"><span class="sidebar-section-header">Interactive Graph</span><div class="graph-view-placeholder">
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</div><div class="tree-container outline-tree" data-depth="0"><div class="tree-header"><span class="sidebar-section-header">Table Of Contents</span><button class="clickable-icon collapse-tree-button"><iconify-icon icon="ph:arrows-in-line-horizontal-bold" width="18px" height="18px" rotate="90deg" color="currentColor"></iconify-icon></button></div><div class="tree-scroll-area"><div class="tree-item mod-tree-heading" data-depth="1"><div class="tree-item-contents"><a class="tree-item-link" href="#Example_1"><span class="tree-item-title">Example 1</span></a></div><div class="tree-item-children"><div class="tree-item mod-tree-heading mod-collapsible" data-depth="2"><div class="tree-item-contents"><div class="tree-item-icon collapse-icon"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="svg-icon right-triangle"><path d="M3 8L12 17L21 8"></path></svg></div><a class="tree-item-link" href="#Hospice_Utilization_-_Patient_Demographics"><span class="tree-item-title">Hospice Utilization - Patient Demographics</span></a></div><div class="tree-item-children"><div class="tree-item mod-tree-heading" data-depth="4"><div class="tree-item-contents"><a class="tree-item-link" href="#Description_of_the_data"><span class="tree-item-title">Description of the data</span></a></div><div class="tree-item-children"></div></div><div class="tree-item mod-tree-heading" data-depth="4"><div class="tree-item-contents"><a class="tree-item-link" href="#Research_Questions"><span class="tree-item-title">Research Questions</span></a></div><div class="tree-item-children"></div></div></div></div></div></div></div></div></div></div></div></body></html>