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<ul class="summary">
<li><a href="./">Analyze Survey Data for Free</a></li>
<b><li><a href="https://www.eventbrite.com/e/1032151692497">Free 3hr Workshop @ DCPL Nov 13</a></li></b>

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<li class="chapter" data-level="" data-path="index.html"><a href="index.html"><i class="fa fa-check"></i>Forty-Nine Public Microdatasets To Analyze Before You Die From An Easy To Type Website</a></li>
<li class="chapter" data-level="" data-path="trend-analysis-of-complex-survey-data.html"><a href="trend-analysis-of-complex-survey-data.html"><i class="fa fa-check"></i>Trend Analysis of Complex Survey Data</a>
<ul>
<li class="chapter" data-level="" data-path="trend-analysis-of-complex-survey-data.html"><a href="trend-analysis-of-complex-survey-data.html#download-import-preparation"><i class="fa fa-check"></i>Download, Import, Preparation</a></li>
<li class="chapter" data-level="" data-path="trend-analysis-of-complex-survey-data.html"><a href="trend-analysis-of-complex-survey-data.html#append-polynomials-to-each-year"><i class="fa fa-check"></i>Append Polynomials to Each Year</a></li>
<li class="chapter" data-level="" data-path="trend-analysis-of-complex-survey-data.html"><a href="trend-analysis-of-complex-survey-data.html#unadjusted-analysis-examples"><i class="fa fa-check"></i>Unadjusted Analysis Examples</a></li>
<li class="chapter" data-level="" data-path="trend-analysis-of-complex-survey-data.html"><a href="trend-analysis-of-complex-survey-data.html#calculate-joinpoints-needed"><i class="fa fa-check"></i>Calculate Joinpoints Needed</a></li>
<li class="chapter" data-level="" data-path="trend-analysis-of-complex-survey-data.html"><a href="trend-analysis-of-complex-survey-data.html#calculate-predicted-marginals"><i class="fa fa-check"></i>Calculate Predicted Marginals</a></li>
<li class="chapter" data-level="" data-path="trend-analysis-of-complex-survey-data.html"><a href="trend-analysis-of-complex-survey-data.html#identify-joinpoints-or-breakpoints"><i class="fa fa-check"></i>Identify Joinpoint(s) or Breakpoint(s)</a></li>
<li class="chapter" data-level="" data-path="trend-analysis-of-complex-survey-data.html"><a href="trend-analysis-of-complex-survey-data.html#interpret-and-conclude"><i class="fa fa-check"></i>Interpret and Conclude</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html"><i class="fa fa-check"></i>American Community Survey (ACS)</a>
<ul>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#download-import-preparation-1"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#save-locally"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#survey-design-definition"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#variable-recoding"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#analysis-examples-with-the-survey-library"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#unweighted-counts"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#weighted-counts"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#descriptive-statistics"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#subsetting"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#measures-of-uncertainty"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#regression-models-and-tests-of-association"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#replication-example"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#poverty-and-inequality-estimation-with-convey"><i class="fa fa-check"></i>Poverty and Inequality Estimation with <code>convey</code>  </a></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#analysis-examples-with-srvyr"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html"><i class="fa fa-check"></i>Area Health Resources Files (AHRF)</a>
<ul>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#download-import-preparation-2"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#save-locally-1"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#variable-recoding-1"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#analysis-examples-with-base-r"><i class="fa fa-check"></i>Analysis Examples with base R  </a>
<ul>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#unweighted-counts-1"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#descriptive-statistics-1"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#subsetting-1"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#measures-of-uncertainty-1"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#regression-models-and-tests-of-association-1"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#replication-example-1"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#analysis-examples-with-dplyr"><i class="fa fa-check"></i>Analysis Examples with <code>dplyr</code>  </a></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#analysis-examples-with-data.table"><i class="fa fa-check"></i>Analysis Examples with <code>data.table</code>  </a></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#analysis-examples-with-duckdb"><i class="fa fa-check"></i>Analysis Examples with <code>duckdb</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html"><i class="fa fa-check"></i>American Housing Survey (AHS)</a>
<ul>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#download-import-preparation-3"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#save-locally-2"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#survey-design-definition-1"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#variable-recoding-2"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#analysis-examples-with-the-survey-library-1"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#unweighted-counts-2"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#weighted-counts-1"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#descriptive-statistics-2"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#subsetting-2"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#measures-of-uncertainty-2"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#regression-models-and-tests-of-association-2"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#replication-example-2"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#analysis-examples-with-srvyr-1"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html"><i class="fa fa-check"></i>American National Election Studies (ANES)</a>
<ul>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#function-definitions"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#download-import-preparation-4"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#save-locally-3"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#survey-design-definition-2"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#variable-recoding-3"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#analysis-examples-with-the-survey-library-2"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#unweighted-counts-3"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#weighted-counts-2"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#descriptive-statistics-3"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#subsetting-3"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#measures-of-uncertainty-3"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#regression-models-and-tests-of-association-3"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#replication-example-3"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#analysis-examples-with-srvyr-2"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html"><i class="fa fa-check"></i>American Time Use Survey (ATUS)</a>
<ul>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#function-definitions-1"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#download-import-preparation-5"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#save-locally-4"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#survey-design-definition-3"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#variable-recoding-4"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#analysis-examples-with-the-survey-library-3"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#unweighted-counts-4"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#weighted-counts-3"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#descriptive-statistics-4"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#subsetting-4"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#measures-of-uncertainty-4"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#regression-models-and-tests-of-association-4"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#replication-example-4"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#analysis-examples-with-srvyr-3"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html"><i class="fa fa-check"></i>Behavioral Risk Factor Surveillance System (BRFSS)</a>
<ul>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#download-import-preparation-6"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#save-locally-5"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#survey-design-definition-4"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#variable-recoding-5"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#analysis-examples-with-the-survey-library-4"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#unweighted-counts-5"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#weighted-counts-4"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#descriptive-statistics-5"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#subsetting-5"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#measures-of-uncertainty-5"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#regression-models-and-tests-of-association-5"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#replication-example-5"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#analysis-examples-with-srvyr-4"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html"><i class="fa fa-check"></i>Consumer Expenditure Survey (CES)</a>
<ul>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#download-import-preparation-7"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#save-locally-6"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#survey-design-definition-5"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#variable-recoding-6"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#analysis-examples-with-the-survey-library-5"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#unweighted-counts-6"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#weighted-counts-5"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#descriptive-statistics-6"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#subsetting-6"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#measures-of-uncertainty-6"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#regression-models-and-tests-of-association-6"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#replication-example-6"><i class="fa fa-check"></i>Replication Example</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html"><i class="fa fa-check"></i>California Health Interview Survey (CHIS)</a>
<ul>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#function-definitions-2"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#download-import-preparation-8"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#save-locally-7"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#survey-design-definition-6"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#variable-recoding-7"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#analysis-examples-with-the-survey-library-6"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#unweighted-counts-7"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#weighted-counts-6"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#descriptive-statistics-7"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#subsetting-7"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#measures-of-uncertainty-7"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#regression-models-and-tests-of-association-7"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#replication-example-7"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#analysis-examples-with-srvyr-5"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html"><i class="fa fa-check"></i>Census of Governments (COG)</a>
<ul>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#download-import-preparation-9"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#save-locally-8"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#variable-recoding-8"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#analysis-examples-with-base-r-1"><i class="fa fa-check"></i>Analysis Examples with base R  </a>
<ul>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#unweighted-counts-8"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#descriptive-statistics-8"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#subsetting-8"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#measures-of-uncertainty-8"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#regression-models-and-tests-of-association-8"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#replication-example-8"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#analysis-examples-with-dplyr-1"><i class="fa fa-check"></i>Analysis Examples with <code>dplyr</code>  </a></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#analysis-examples-with-data.table-1"><i class="fa fa-check"></i>Analysis Examples with <code>data.table</code>  </a></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#analysis-examples-with-duckdb-1"><i class="fa fa-check"></i>Analysis Examples with <code>duckdb</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html"><i class="fa fa-check"></i>Current Population Survey (CPS)</a>
<ul>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#download-import-preparation-10"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#save-locally-9"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#survey-design-definition-7"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#variable-recoding-9"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#analysis-examples-with-the-survey-library-7"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#unweighted-counts-9"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#weighted-counts-7"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#descriptive-statistics-9"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#subsetting-9"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#measures-of-uncertainty-9"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#regression-models-and-tests-of-association-9"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#replication-example-9"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#poverty-and-inequality-estimation-with-convey-1"><i class="fa fa-check"></i>Poverty and Inequality Estimation with <code>convey</code>  </a></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#analysis-examples-with-srvyr-6"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html"><i class="fa fa-check"></i>Exame Nacional de Desempenho de Estudantes (ENADE)</a>
<ul>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#download-import-preparation-11"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#save-locally-10"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#variable-recoding-10"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#analysis-examples-with-base-r-2"><i class="fa fa-check"></i>Analysis Examples with base R  </a>
<ul>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#unweighted-counts-10"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#descriptive-statistics-10"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#subsetting-10"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#measures-of-uncertainty-10"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#regression-models-and-tests-of-association-10"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#replication-example-10"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#analysis-examples-with-dplyr-2"><i class="fa fa-check"></i>Analysis Examples with <code>dplyr</code>  </a></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#analysis-examples-with-data.table-2"><i class="fa fa-check"></i>Analysis Examples with <code>data.table</code>  </a></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#analysis-examples-with-duckdb-2"><i class="fa fa-check"></i>Analysis Examples with <code>duckdb</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html"><i class="fa fa-check"></i>Exame Nacional do Ensino Medio (ENEM)</a>
<ul>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#download-import-preparation-12"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#save-locally-11"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#variable-recoding-11"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#analysis-examples-with-base-r-3"><i class="fa fa-check"></i>Analysis Examples with base R  </a>
<ul>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#unweighted-counts-11"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#descriptive-statistics-11"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#subsetting-11"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#measures-of-uncertainty-11"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#regression-models-and-tests-of-association-11"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#replication-example-11"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#analysis-examples-with-dplyr-3"><i class="fa fa-check"></i>Analysis Examples with <code>dplyr</code>  </a></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#analysis-examples-with-data.table-3"><i class="fa fa-check"></i>Analysis Examples with <code>data.table</code>  </a></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#analysis-examples-with-duckdb-3"><i class="fa fa-check"></i>Analysis Examples with <code>duckdb</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html"><i class="fa fa-check"></i>European Social Survey (ESS)</a>
<ul>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#download-import-preparation-13"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#save-locally-12"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#survey-design-definition-8"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#variable-recoding-12"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#analysis-examples-with-the-survey-library-8"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#unweighted-counts-12"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#weighted-counts-8"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#descriptive-statistics-12"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#subsetting-12"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#measures-of-uncertainty-12"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#regression-models-and-tests-of-association-12"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#replication-example-12"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#analysis-examples-with-srvyr-7"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html"><i class="fa fa-check"></i>FDA Adverse Event Reporting System (FAERS)</a>
<ul>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#function-definitions-3"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#download-import-preparation-14"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#save-locally-13"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#variable-recoding-13"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#analysis-examples-with-base-r-4"><i class="fa fa-check"></i>Analysis Examples with base R  </a>
<ul>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#unweighted-counts-13"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#descriptive-statistics-13"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#subsetting-13"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#measures-of-uncertainty-13"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#regression-models-and-tests-of-association-13"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#replication-example-13"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#analysis-examples-with-dplyr-4"><i class="fa fa-check"></i>Analysis Examples with <code>dplyr</code>  </a></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#analysis-examples-with-data.table-4"><i class="fa fa-check"></i>Analysis Examples with <code>data.table</code>  </a></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#analysis-examples-with-duckdb-4"><i class="fa fa-check"></i>Analysis Examples with <code>duckdb</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html"><i class="fa fa-check"></i>General Social Survey (GSS)</a>
<ul>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#download-import-preparation-15"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#save-locally-14"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#survey-design-definition-9"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#variable-recoding-14"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#analysis-examples-with-the-survey-library-9"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#unweighted-counts-14"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#weighted-counts-9"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#descriptive-statistics-14"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#subsetting-14"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#measures-of-uncertainty-14"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#regression-models-and-tests-of-association-14"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#replication-example-14"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#analysis-examples-with-srvyr-8"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html"><i class="fa fa-check"></i>Health and Retirement Study (HRS)</a>
<ul>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#download-import-preparation-16"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#save-locally-15"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#survey-design-definition-10"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#variable-recoding-15"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#analysis-examples-with-the-survey-library-10"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#unweighted-counts-15"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#weighted-counts-10"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#descriptive-statistics-15"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#subsetting-15"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#measures-of-uncertainty-15"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#regression-models-and-tests-of-association-15"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#replication-example-15"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#analysis-examples-with-srvyr-9"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html"><i class="fa fa-check"></i>Medicare Current Beneficiary Survey (MCBS)</a>
<ul>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#download-import-preparation-17"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#save-locally-16"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#survey-design-definition-11"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#variable-recoding-16"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#analysis-examples-with-the-survey-library-11"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#unweighted-counts-16"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#weighted-counts-11"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#descriptive-statistics-16"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#subsetting-16"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#measures-of-uncertainty-16"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#regression-models-and-tests-of-association-16"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#replication-example-16"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#analysis-examples-with-srvyr-10"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html"><i class="fa fa-check"></i>Medical Expenditure Panel Survey (MEPS)</a>
<ul>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#function-definitions-4"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#download-import-preparation-18"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#save-locally-17"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#survey-design-definition-12"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#variable-recoding-17"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#analysis-examples-with-the-survey-library-12"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#unweighted-counts-17"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#weighted-counts-12"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#descriptive-statistics-17"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#subsetting-17"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#measures-of-uncertainty-17"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#regression-models-and-tests-of-association-17"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#replication-example-17"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#analysis-examples-with-srvyr-11"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html"><i class="fa fa-check"></i>Medical Large Claims Experience Study (MLCES)</a>
<ul>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#download-import-preparation-19"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#save-locally-18"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#variable-recoding-18"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#analysis-examples-with-base-r-5"><i class="fa fa-check"></i>Analysis Examples with base R  </a>
<ul>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#unweighted-counts-18"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#descriptive-statistics-18"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#subsetting-18"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#measures-of-uncertainty-18"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#regression-models-and-tests-of-association-18"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#replication-example-18"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#analysis-examples-with-dplyr-5"><i class="fa fa-check"></i>Analysis Examples with <code>dplyr</code>  </a></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#analysis-examples-with-data.table-5"><i class="fa fa-check"></i>Analysis Examples with <code>data.table</code>  </a></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#analysis-examples-with-duckdb-5"><i class="fa fa-check"></i>Analysis Examples with <code>duckdb</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html"><i class="fa fa-check"></i>National Agricultural Workers Survey (NAWS)</a>
<ul>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#download-import-preparation-20"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#save-locally-19"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#survey-design-definition-13"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#variable-recoding-19"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#analysis-examples-with-the-survey-library-13"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#unweighted-counts-19"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#weighted-counts-13"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#descriptive-statistics-19"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#subsetting-19"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#measures-of-uncertainty-19"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#regression-models-and-tests-of-association-19"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#replication-example-19"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#analysis-examples-with-srvyr-12"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html"><i class="fa fa-check"></i>National Beneficiary Survey (NBS)</a>
<ul>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#download-import-preparation-21"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#save-locally-20"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#survey-design-definition-14"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#variable-recoding-20"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#analysis-examples-with-the-survey-library-14"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#unweighted-counts-20"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#weighted-counts-14"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#descriptive-statistics-20"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#subsetting-20"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#measures-of-uncertainty-20"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#regression-models-and-tests-of-association-20"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#replication-example-20"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#analysis-examples-with-srvyr-13"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html"><i class="fa fa-check"></i>National Crime Victimization Survey (NCVS)</a>
<ul>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#function-definitions-5"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#download-import-preparation-22"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#save-locally-21"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#survey-design-definition-15"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#variable-recoding-21"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#analysis-examples-with-the-survey-library-15"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#unweighted-counts-21"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#weighted-counts-15"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#descriptive-statistics-21"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#subsetting-21"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#measures-of-uncertainty-21"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#regression-models-and-tests-of-association-21"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#replication-example-21"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#analysis-examples-with-srvyr-14"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html"><i class="fa fa-check"></i>National Financial Capability Study (NFCS)</a>
<ul>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#download-import-preparation-23"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#save-locally-22"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#survey-design-definition-16"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#variable-recoding-22"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#analysis-examples-with-the-survey-library-16"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#unweighted-counts-22"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#weighted-counts-16"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#descriptive-statistics-22"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#subsetting-22"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#measures-of-uncertainty-22"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#regression-models-and-tests-of-association-22"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#replication-example-22"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#analysis-examples-with-srvyr-15"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html"><i class="fa fa-check"></i>National Health and Nutrition Examination Survey (NHANES)</a>
<ul>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#download-import-preparation-24"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#save-locally-23"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#survey-design-definition-17"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#variable-recoding-23"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#analysis-examples-with-the-survey-library-17"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#unweighted-counts-23"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#weighted-counts-17"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#descriptive-statistics-23"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#subsetting-23"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#measures-of-uncertainty-23"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#regression-models-and-tests-of-association-23"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#direct-method-of-age-adjustment-replication-example"><i class="fa fa-check"></i>Direct Method of Age-Adjustment Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#analysis-examples-with-srvyr-16"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html"><i class="fa fa-check"></i>National Health Interview Survey (NHIS)</a>
<ul>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#function-definitions-6"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#download-import-preparation-25"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#save-locally-24"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#survey-design-definition-18"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#variable-recoding-24"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#analysis-examples-with-the-survey-library-18"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#unweighted-counts-24"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#weighted-counts-18"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#descriptive-statistics-24"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#subsetting-24"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#measures-of-uncertainty-24"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#regression-models-and-tests-of-association-24"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#replication-example-23"><i class="fa fa-check"></i>Replication Example</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html"><i class="fa fa-check"></i>National Household Travel Survey (NHTS)</a>
<ul>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#download-import-preparation-26"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#save-locally-25"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#survey-design-definition-19"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#variable-recoding-25"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#analysis-examples-with-the-survey-library-19"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#unweighted-counts-25"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#weighted-counts-19"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#descriptive-statistics-25"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#subsetting-25"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#measures-of-uncertainty-25"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#regression-models-and-tests-of-association-25"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#replication-example-24"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#analysis-examples-with-srvyr-17"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html"><i class="fa fa-check"></i>National Immunization Survey (NIS)</a>
<ul>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#download-import-preparation-27"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#save-locally-26"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#survey-design-definition-20"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#variable-recoding-26"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#analysis-examples-with-the-survey-library-20"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#unweighted-counts-26"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#weighted-counts-20"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#descriptive-statistics-26"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#subsetting-26"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#measures-of-uncertainty-26"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#regression-models-and-tests-of-association-26"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#replication-example-25"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#analysis-examples-with-srvyr-18"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html"><i class="fa fa-check"></i>National Plan and Provider Enumeration System (NPPES)</a>
<ul>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#download-import-preparation-28"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#save-locally-27"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#variable-recoding-27"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#analysis-examples-with-base-r-6"><i class="fa fa-check"></i>Analysis Examples with base R  </a>
<ul>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#unweighted-counts-27"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#descriptive-statistics-27"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#subsetting-27"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#measures-of-uncertainty-27"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#regression-models-and-tests-of-association-27"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#analysis-examples-with-dplyr-6"><i class="fa fa-check"></i>Analysis Examples with <code>dplyr</code>  </a></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#analysis-examples-with-data.table-6"><i class="fa fa-check"></i>Analysis Examples with <code>data.table</code>  </a></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#analysis-examples-with-duckdb-6"><i class="fa fa-check"></i>Analysis Examples with <code>duckdb</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html"><i class="fa fa-check"></i>National Survey of Children’s Health (NSCH)</a>
<ul>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#function-definitions-7"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#download-import-preparation-29"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#save-locally-28"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#survey-design-definition-21"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#variable-recoding-28"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#analysis-examples-with-the-survey-library-21"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#unweighted-counts-28"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#weighted-counts-21"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#descriptive-statistics-28"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#subsetting-28"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#measures-of-uncertainty-28"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#regression-models-and-tests-of-association-28"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#replication-example-26"><i class="fa fa-check"></i>Replication Example</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html"><i class="fa fa-check"></i>National Survey on Drug Use and Health (NSDUH)</a>
<ul>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#download-import-preparation-30"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#save-locally-29"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#survey-design-definition-22"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#variable-recoding-29"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#analysis-examples-with-the-survey-library-22"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#unweighted-counts-29"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#weighted-counts-22"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#descriptive-statistics-29"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#subsetting-29"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#measures-of-uncertainty-29"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#regression-models-and-tests-of-association-29"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#replication-example-27"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#analysis-examples-with-srvyr-19"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html"><i class="fa fa-check"></i>National Survey of Family Growth (NSFG)</a>
<ul>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#download-import-preparation-31"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#save-locally-30"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#survey-design-definition-23"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#variable-recoding-30"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#analysis-examples-with-the-survey-library-23"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#unweighted-counts-30"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#weighted-counts-23"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#descriptive-statistics-30"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#subsetting-30"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#measures-of-uncertainty-30"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#regression-models-and-tests-of-association-30"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#replication-example-28"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#analysis-examples-with-srvyr-20"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html"><i class="fa fa-check"></i>National Sample Survey of Registered Nurses (NSSRN)</a>
<ul>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#download-import-preparation-32"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#save-locally-31"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#survey-design-definition-24"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#variable-recoding-31"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#analysis-examples-with-the-survey-library-24"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#unweighted-counts-31"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#weighted-counts-24"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#descriptive-statistics-31"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#subsetting-31"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#measures-of-uncertainty-31"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#regression-models-and-tests-of-association-31"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#replication-example-29"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#analysis-examples-with-srvyr-21"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html"><i class="fa fa-check"></i>New York City Housing and Vacancy Survey (NYCHVS)</a>
<ul>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#function-definitions-8"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#download-import-preparation-33"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#save-locally-32"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#survey-design-definition-25"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#variable-recoding-32"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#analysis-examples-with-the-survey-library-25"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#unweighted-counts-32"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#weighted-counts-25"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#descriptive-statistics-32"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#subsetting-32"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#measures-of-uncertainty-32"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#regression-models-and-tests-of-association-32"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#replication-example-30"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#analysis-examples-with-srvyr-22"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html"><i class="fa fa-check"></i>Pew Research Center (PEW)</a>
<ul>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#download-import-preparation-34"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#save-locally-33"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#survey-design-definition-26"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#variable-recoding-33"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#analysis-examples-with-the-survey-library-26"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#unweighted-counts-33"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#weighted-counts-26"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#descriptive-statistics-33"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#subsetting-33"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#measures-of-uncertainty-33"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#regression-models-and-tests-of-association-33"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#replication-example-31"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#analysis-examples-with-srvyr-23"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><i class="fa fa-check"></i>Programme for the International Assessment of Adult Competencies (PIAAC)</a>
<ul>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#download-import-preparation-35"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#save-locally-34"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#survey-design-definition-27"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#variable-recoding-34"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#analysis-examples-with-the-survey-library-27"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#unweighted-counts-34"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#weighted-counts-27"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#descriptive-statistics-34"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#subsetting-34"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#measures-of-uncertainty-34"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#regression-models-and-tests-of-association-34"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#replication-example-32"><i class="fa fa-check"></i>Replication Example</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html"><i class="fa fa-check"></i>Progress in International Reading Literacy Study (PIRLS)</a>
<ul>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#function-definitions-9"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#download-import-preparation-36"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#save-locally-35"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#survey-design-definition-28"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#variable-recoding-35"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#analysis-examples-with-the-survey-library-28"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#unweighted-counts-35"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#weighted-counts-28"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#descriptive-statistics-35"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#subsetting-35"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#measures-of-uncertainty-35"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#regression-models-and-tests-of-association-35"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#replication-example-33"><i class="fa fa-check"></i>Replication Example</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html"><i class="fa fa-check"></i>Public Libraries Survey (PLS)</a>
<ul>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#download-import-preparation-37"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#save-locally-36"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#variable-recoding-36"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#analysis-examples-with-base-r-7"><i class="fa fa-check"></i>Analysis Examples with base R  </a>
<ul>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#unweighted-counts-36"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#descriptive-statistics-36"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#subsetting-36"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#measures-of-uncertainty-36"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#regression-models-and-tests-of-association-36"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#replication-example-34"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#analysis-examples-with-dplyr-7"><i class="fa fa-check"></i>Analysis Examples with <code>dplyr</code>  </a></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#analysis-examples-with-data.table-7"><i class="fa fa-check"></i>Analysis Examples with <code>data.table</code>  </a></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#analysis-examples-with-duckdb-7"><i class="fa fa-check"></i>Analysis Examples with <code>duckdb</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><i class="fa fa-check"></i>Pesquisa Nacional por Amostra de Domicilios (PNAD)</a>
<ul>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#download-import-preparation-38"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#save-locally-37"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#survey-design-definition-29"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#variable-recoding-37"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#analysis-examples-with-the-survey-library-29"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#unweighted-counts-37"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#weighted-counts-29"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#descriptive-statistics-37"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#subsetting-37"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#measures-of-uncertainty-37"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#regression-models-and-tests-of-association-37"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#replication-example-35"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#poverty-and-inequality-estimation-with-convey-2"><i class="fa fa-check"></i>Poverty and Inequality Estimation with <code>convey</code>  </a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#analysis-examples-with-srvyr-24"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html"><i class="fa fa-check"></i>Pesquisa Nacional de Saude (PNS)</a>
<ul>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#download-import-preparation-39"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#save-locally-38"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#survey-design-definition-30"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#variable-recoding-38"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#analysis-examples-with-the-survey-library-30"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#unweighted-counts-38"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#weighted-counts-30"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#descriptive-statistics-38"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#subsetting-38"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#measures-of-uncertainty-38"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#regression-models-and-tests-of-association-38"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#replication-example-36"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#analysis-examples-with-srvyr-25"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html"><i class="fa fa-check"></i>Pesquisa de Orcamentos Familiares (POF)</a>
<ul>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#download-import-preparation-40"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#save-locally-39"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#survey-design-definition-31"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#variable-recoding-39"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#analysis-examples-with-the-survey-library-31"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#unweighted-counts-39"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#weighted-counts-31"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#descriptive-statistics-39"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#subsetting-39"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#measures-of-uncertainty-39"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#regression-models-and-tests-of-association-39"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#replication-example-37"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#poverty-and-inequality-estimation-with-convey-3"><i class="fa fa-check"></i>Poverty and Inequality Estimation with <code>convey</code>  </a></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#analysis-examples-with-srvyr-26"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html"><i class="fa fa-check"></i>Residential Energy Consumption Survey (RECS)</a>
<ul>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#download-import-preparation-41"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#save-locally-40"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#survey-design-definition-32"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#variable-recoding-40"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#analysis-examples-with-the-survey-library-32"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#unweighted-counts-40"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#weighted-counts-32"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#descriptive-statistics-40"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#subsetting-40"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#measures-of-uncertainty-40"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#regression-models-and-tests-of-association-40"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#replication-example-38"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#analysis-examples-with-srvyr-27"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html"><i class="fa fa-check"></i>Rapid Surveys System (RSS)</a>
<ul>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#download-import-preparation-42"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#save-locally-41"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#survey-design-definition-33"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#variable-recoding-41"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#analysis-examples-with-the-survey-library-33"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#unweighted-counts-41"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#weighted-counts-33"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#descriptive-statistics-41"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#subsetting-41"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#measures-of-uncertainty-41"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#regression-models-and-tests-of-association-41"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#replication-example-39"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#analysis-examples-with-srvyr-28"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html"><i class="fa fa-check"></i>Survey of Business Owners (SBO)</a>
<ul>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#function-definitions-10"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#download-import-preparation-43"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#save-locally-42"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#survey-design-definition-34"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#variable-recoding-42"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#analysis-examples-with-the-survey-library-34"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#unweighted-counts-42"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#weighted-counts-34"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#descriptive-statistics-42"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#subsetting-42"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#measures-of-uncertainty-42"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#regression-models-and-tests-of-association-42"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#replication-example-40"><i class="fa fa-check"></i>Replication Example</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html"><i class="fa fa-check"></i>Survey of Consumer Finances (SCF)</a>
<ul>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#function-definitions-11"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#download-import-preparation-44"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#save-locally-43"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#survey-design-definition-35"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#variable-recoding-43"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#analysis-examples-with-the-survey-library-35"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#unweighted-counts-43"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#weighted-counts-35"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#descriptive-statistics-43"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#subsetting-43"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#measures-of-uncertainty-43"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#regression-models-and-tests-of-association-43"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#replication-example-41"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#poverty-and-inequality-estimation-with-convey-4"><i class="fa fa-check"></i>Poverty and Inequality Estimation with <code>convey</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html"><i class="fa fa-check"></i>Survey of Income and Program Participation (SIPP)</a>
<ul>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#download-import-preparation-45"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#save-locally-44"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#survey-design-definition-36"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#variable-recoding-44"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#analysis-examples-with-the-survey-library-36"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#unweighted-counts-44"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#weighted-counts-36"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#descriptive-statistics-44"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#subsetting-44"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#measures-of-uncertainty-44"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#regression-models-and-tests-of-association-44"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#replication-example-42"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#poverty-and-inequality-estimation-with-convey-5"><i class="fa fa-check"></i>Poverty and Inequality Estimation with <code>convey</code>  </a></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#analysis-examples-with-srvyr-29"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html"><i class="fa fa-check"></i>Social Security Public-Use Data Files (SSA)</a>
<ul>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#download-import-preparation-46"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#save-locally-45"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#variable-recoding-45"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#analysis-examples-with-base-r-8"><i class="fa fa-check"></i>Analysis Examples with base R  </a>
<ul>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#unweighted-counts-45"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#descriptive-statistics-45"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#subsetting-45"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#measures-of-uncertainty-45"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#regression-models-and-tests-of-association-45"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#replication-example-43"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#analysis-examples-with-dplyr-8"><i class="fa fa-check"></i>Analysis Examples with <code>dplyr</code>  </a></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#analysis-examples-with-data.table-8"><i class="fa fa-check"></i>Analysis Examples with <code>data.table</code>  </a></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#analysis-examples-with-duckdb-8"><i class="fa fa-check"></i>Analysis Examples with <code>duckdb</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html"><i class="fa fa-check"></i>Trends in International Mathematics and Science Study (TIMSS)</a>
<ul>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#function-definitions-12"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#download-import-preparation-47"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#save-locally-46"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#survey-design-definition-37"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#variable-recoding-46"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#analysis-examples-with-the-survey-library-37"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#unweighted-counts-46"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#weighted-counts-37"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#descriptive-statistics-46"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#subsetting-46"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#measures-of-uncertainty-46"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#regression-models-and-tests-of-association-46"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#replication-example-44"><i class="fa fa-check"></i>Replication Example</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html"><i class="fa fa-check"></i>Violence Against Children And Youth Surveys (VACS)</a>
<ul>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#download-import-preparation-48"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#save-locally-47"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#survey-design-definition-38"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#variable-recoding-47"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#analysis-examples-with-the-survey-library-38"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#unweighted-counts-47"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#weighted-counts-38"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#descriptive-statistics-47"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#subsetting-47"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#measures-of-uncertainty-47"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#regression-models-and-tests-of-association-47"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#replication-example-45"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#analysis-examples-with-srvyr-30"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html"><i class="fa fa-check"></i>Youth Risk Behavior Surveillance System (YRBSS)</a>
<ul>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#download-import-preparation-49"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#save-locally-48"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#survey-design-definition-39"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#variable-recoding-48"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#analysis-examples-with-the-survey-library-39"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#unweighted-counts-48"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#weighted-counts-39"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#descriptive-statistics-48"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#subsetting-48"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#measures-of-uncertainty-48"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#regression-models-and-tests-of-association-48"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#replication-example-46"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#analysis-examples-with-srvyr-31"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
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<div id="area-health-resources-files-ahrf" class="section level1 unnumbered hasAnchor">
<h1>Area Health Resources Files (AHRF)<a href="area-health-resources-files-ahrf.html#area-health-resources-files-ahrf" class="anchor-section" aria-label="Anchor link to header"></a></h1>
<p><a href="https://www.gnu.org/licenses/gpl-3.0"><img src="https://img.shields.io/badge/License-GPLv3-blue.svg" alt="License: GPL v3" /></a> <a href="https://github.com/asdfree/ahrf/actions"><img src="https://github.com/asdfree/ahrf/actions/workflows/r.yml/badge.svg" alt="Github Actions Badge"></a></p>
<p>National, state, and county-level data on health care professions, health facilities, population characteristics, health workforce training, hospital utilization and expenditure, and the environment.</p>
<ul>
<li><p>One table with one row per county and a second table with one row per state.</p></li>
<li><p>Replaced annually with the latest available county- and state-level statistics.</p></li>
<li><p>Compiled by the <a href="https://bhw.hrsa.gov/">Bureau of Health Workforce</a> at the <a href="http://www.hrsa.gov/">Health Services and Resources Administration</a>.</p></li>
</ul>
<hr />
<p>Please skim before you begin:</p>
<ol style="list-style-type: decimal">
<li><p><a href="https://data.hrsa.gov/DataDownload/AHRF/AHRF%202021-2022_User_Tech.zip">User Documentation for the County Area Health Resources File (AHRF) 2021-2022 Release</a></p></li>
<li><p><a href="https://data.hrsa.gov/faq">Frequently Asked Questions</a></p></li>
<li><p>A haiku regarding this microdata:</p></li>
</ol>
<div class="sourceCode" id="cb51"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb51-1"><a href="area-health-resources-files-ahrf.html#cb51-1" tabindex="-1"></a><span class="co"># local aggregates</span></span>
<span id="cb51-2"><a href="area-health-resources-files-ahrf.html#cb51-2" tabindex="-1"></a><span class="co"># to spread merge join spline regress</span></span>
<span id="cb51-3"><a href="area-health-resources-files-ahrf.html#cb51-3" tabindex="-1"></a><span class="co"># like fresh buttered bread</span></span></code></pre></div>
<hr />
<div id="download-import-preparation-2" class="section level2 unnumbered hasAnchor">
<h2>Download, Import, Preparation<a href="area-health-resources-files-ahrf.html#download-import-preparation-2" class="anchor-section" aria-label="Anchor link to header"></a></h2>
<p>Download and import the most current county-level file:</p>
<div class="sourceCode" id="cb52"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb52-1"><a href="area-health-resources-files-ahrf.html#cb52-1" tabindex="-1"></a><span class="fu">library</span>(haven)</span>
<span id="cb52-2"><a href="area-health-resources-files-ahrf.html#cb52-2" tabindex="-1"></a></span>
<span id="cb52-3"><a href="area-health-resources-files-ahrf.html#cb52-3" tabindex="-1"></a>tf <span class="ot">&lt;-</span> <span class="fu">tempfile</span>()</span>
<span id="cb52-4"><a href="area-health-resources-files-ahrf.html#cb52-4" tabindex="-1"></a></span>
<span id="cb52-5"><a href="area-health-resources-files-ahrf.html#cb52-5" tabindex="-1"></a>ahrf_url <span class="ot">&lt;-</span> <span class="st">&quot;https://data.hrsa.gov//DataDownload/AHRF/AHRF_2021-2022_SAS.zip&quot;</span></span>
<span id="cb52-6"><a href="area-health-resources-files-ahrf.html#cb52-6" tabindex="-1"></a></span>
<span id="cb52-7"><a href="area-health-resources-files-ahrf.html#cb52-7" tabindex="-1"></a><span class="fu">download.file</span>( ahrf_url , tf , <span class="at">mode =</span> <span class="st">&#39;wb&#39;</span> )</span>
<span id="cb52-8"><a href="area-health-resources-files-ahrf.html#cb52-8" tabindex="-1"></a></span>
<span id="cb52-9"><a href="area-health-resources-files-ahrf.html#cb52-9" tabindex="-1"></a>unzipped_files <span class="ot">&lt;-</span> <span class="fu">unzip</span>( tf , <span class="at">exdir =</span> <span class="fu">tempdir</span>() )</span>
<span id="cb52-10"><a href="area-health-resources-files-ahrf.html#cb52-10" tabindex="-1"></a></span>
<span id="cb52-11"><a href="area-health-resources-files-ahrf.html#cb52-11" tabindex="-1"></a>sas_fn <span class="ot">&lt;-</span> <span class="fu">grep</span>( <span class="st">&quot;</span><span class="sc">\\</span><span class="st">.sas7bdat$&quot;</span> , unzipped_files , <span class="at">value =</span> <span class="cn">TRUE</span> )</span>
<span id="cb52-12"><a href="area-health-resources-files-ahrf.html#cb52-12" tabindex="-1"></a></span>
<span id="cb52-13"><a href="area-health-resources-files-ahrf.html#cb52-13" tabindex="-1"></a>ahrf_tbl <span class="ot">&lt;-</span> <span class="fu">read_sas</span>( sas_fn )</span>
<span id="cb52-14"><a href="area-health-resources-files-ahrf.html#cb52-14" tabindex="-1"></a></span>
<span id="cb52-15"><a href="area-health-resources-files-ahrf.html#cb52-15" tabindex="-1"></a>ahrf_df <span class="ot">&lt;-</span> <span class="fu">data.frame</span>( ahrf_tbl )</span>
<span id="cb52-16"><a href="area-health-resources-files-ahrf.html#cb52-16" tabindex="-1"></a></span>
<span id="cb52-17"><a href="area-health-resources-files-ahrf.html#cb52-17" tabindex="-1"></a><span class="fu">names</span>( ahrf_df ) <span class="ot">&lt;-</span> <span class="fu">tolower</span>( <span class="fu">names</span>( ahrf_df ) )</span></code></pre></div>
<div id="save-locally-1" class="section level3 unnumbered hasAnchor">
<h3>Save Locally  <a href="area-health-resources-files-ahrf.html#save-locally-1" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Save the object at any point:</p>
<div class="sourceCode" id="cb53"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb53-1"><a href="area-health-resources-files-ahrf.html#cb53-1" tabindex="-1"></a><span class="co"># ahrf_fn &lt;- file.path( path.expand( &quot;~&quot; ) , &quot;AHRF&quot; , &quot;this_file.rds&quot; )</span></span>
<span id="cb53-2"><a href="area-health-resources-files-ahrf.html#cb53-2" tabindex="-1"></a><span class="co"># saveRDS( ahrf_df , file = ahrf_fn , compress = FALSE )</span></span></code></pre></div>
<p>Load the same object:</p>
<div class="sourceCode" id="cb54"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb54-1"><a href="area-health-resources-files-ahrf.html#cb54-1" tabindex="-1"></a><span class="co"># ahrf_df &lt;- readRDS( ahrf_fn )</span></span></code></pre></div>
</div>
<div id="variable-recoding-1" class="section level3 unnumbered hasAnchor">
<h3>Variable Recoding<a href="area-health-resources-files-ahrf.html#variable-recoding-1" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Add new columns to the data set:</p>
<div class="sourceCode" id="cb55"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb55-1"><a href="area-health-resources-files-ahrf.html#cb55-1" tabindex="-1"></a>ahrf_df <span class="ot">&lt;-</span> </span>
<span id="cb55-2"><a href="area-health-resources-files-ahrf.html#cb55-2" tabindex="-1"></a>    <span class="fu">transform</span>( </span>
<span id="cb55-3"><a href="area-health-resources-files-ahrf.html#cb55-3" tabindex="-1"></a>        ahrf_df , </span>
<span id="cb55-4"><a href="area-health-resources-files-ahrf.html#cb55-4" tabindex="-1"></a>        </span>
<span id="cb55-5"><a href="area-health-resources-files-ahrf.html#cb55-5" tabindex="-1"></a>        <span class="at">cbsa_indicator_code =</span> </span>
<span id="cb55-6"><a href="area-health-resources-files-ahrf.html#cb55-6" tabindex="-1"></a>            <span class="fu">factor</span>( </span>
<span id="cb55-7"><a href="area-health-resources-files-ahrf.html#cb55-7" tabindex="-1"></a>                <span class="fu">as.numeric</span>( f1406720 ) , </span>
<span id="cb55-8"><a href="area-health-resources-files-ahrf.html#cb55-8" tabindex="-1"></a>                <span class="at">levels =</span> <span class="dv">0</span><span class="sc">:</span><span class="dv">2</span> ,</span>
<span id="cb55-9"><a href="area-health-resources-files-ahrf.html#cb55-9" tabindex="-1"></a>                <span class="at">labels =</span> <span class="fu">c</span>( <span class="st">&quot;not metro&quot;</span> , <span class="st">&quot;metro&quot;</span> , <span class="st">&quot;micro&quot;</span> ) </span>
<span id="cb55-10"><a href="area-health-resources-files-ahrf.html#cb55-10" tabindex="-1"></a>            ) ,</span>
<span id="cb55-11"><a href="area-health-resources-files-ahrf.html#cb55-11" tabindex="-1"></a>            </span>
<span id="cb55-12"><a href="area-health-resources-files-ahrf.html#cb55-12" tabindex="-1"></a>        <span class="at">mhi_2020 =</span> f1322620 ,</span>
<span id="cb55-13"><a href="area-health-resources-files-ahrf.html#cb55-13" tabindex="-1"></a>        </span>
<span id="cb55-14"><a href="area-health-resources-files-ahrf.html#cb55-14" tabindex="-1"></a>        <span class="at">whole_county_hpsa_2022 =</span> <span class="fu">as.numeric</span>( f0978722 ) <span class="sc">==</span> <span class="dv">1</span> ,</span>
<span id="cb55-15"><a href="area-health-resources-files-ahrf.html#cb55-15" tabindex="-1"></a>        </span>
<span id="cb55-16"><a href="area-health-resources-files-ahrf.html#cb55-16" tabindex="-1"></a>        <span class="at">census_region =</span> </span>
<span id="cb55-17"><a href="area-health-resources-files-ahrf.html#cb55-17" tabindex="-1"></a>            <span class="fu">factor</span>( </span>
<span id="cb55-18"><a href="area-health-resources-files-ahrf.html#cb55-18" tabindex="-1"></a>                <span class="fu">as.numeric</span>( f04439 ) , </span>
<span id="cb55-19"><a href="area-health-resources-files-ahrf.html#cb55-19" tabindex="-1"></a>                <span class="at">levels =</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">4</span> ,</span>
<span id="cb55-20"><a href="area-health-resources-files-ahrf.html#cb55-20" tabindex="-1"></a>                <span class="at">labels =</span> <span class="fu">c</span>( <span class="st">&quot;northeast&quot;</span> , <span class="st">&quot;midwest&quot;</span> , <span class="st">&quot;south&quot;</span> , <span class="st">&quot;west&quot;</span> ) </span>
<span id="cb55-21"><a href="area-health-resources-files-ahrf.html#cb55-21" tabindex="-1"></a>            )</span>
<span id="cb55-22"><a href="area-health-resources-files-ahrf.html#cb55-22" tabindex="-1"></a></span>
<span id="cb55-23"><a href="area-health-resources-files-ahrf.html#cb55-23" tabindex="-1"></a>    )</span></code></pre></div>
<hr />
</div>
</div>
<div id="analysis-examples-with-base-r" class="section level2 unnumbered hasAnchor">
<h2>Analysis Examples with base R  <a href="area-health-resources-files-ahrf.html#analysis-examples-with-base-r" class="anchor-section" aria-label="Anchor link to header"></a></h2>
<div id="unweighted-counts-1" class="section level3 unnumbered hasAnchor">
<h3>Unweighted Counts<a href="area-health-resources-files-ahrf.html#unweighted-counts-1" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Count the unweighted number of records in the table, overall and by groups:</p>
<div class="sourceCode" id="cb56"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb56-1"><a href="area-health-resources-files-ahrf.html#cb56-1" tabindex="-1"></a><span class="fu">nrow</span>( ahrf_df )</span>
<span id="cb56-2"><a href="area-health-resources-files-ahrf.html#cb56-2" tabindex="-1"></a></span>
<span id="cb56-3"><a href="area-health-resources-files-ahrf.html#cb56-3" tabindex="-1"></a><span class="fu">table</span>( ahrf_df[ , <span class="st">&quot;cbsa_indicator_code&quot;</span> ] , <span class="at">useNA =</span> <span class="st">&quot;always&quot;</span> )</span></code></pre></div>
</div>
<div id="descriptive-statistics-1" class="section level3 unnumbered hasAnchor">
<h3>Descriptive Statistics<a href="area-health-resources-files-ahrf.html#descriptive-statistics-1" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Calculate the mean (average) of a linear variable, overall and by groups:</p>
<div class="sourceCode" id="cb57"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb57-1"><a href="area-health-resources-files-ahrf.html#cb57-1" tabindex="-1"></a><span class="fu">mean</span>( ahrf_df[ , <span class="st">&quot;mhi_2020&quot;</span> ] , <span class="at">na.rm =</span> <span class="cn">TRUE</span> )</span>
<span id="cb57-2"><a href="area-health-resources-files-ahrf.html#cb57-2" tabindex="-1"></a></span>
<span id="cb57-3"><a href="area-health-resources-files-ahrf.html#cb57-3" tabindex="-1"></a><span class="fu">tapply</span>(</span>
<span id="cb57-4"><a href="area-health-resources-files-ahrf.html#cb57-4" tabindex="-1"></a>    ahrf_df[ , <span class="st">&quot;mhi_2020&quot;</span> ] ,</span>
<span id="cb57-5"><a href="area-health-resources-files-ahrf.html#cb57-5" tabindex="-1"></a>    ahrf_df[ , <span class="st">&quot;cbsa_indicator_code&quot;</span> ] ,</span>
<span id="cb57-6"><a href="area-health-resources-files-ahrf.html#cb57-6" tabindex="-1"></a>    mean ,</span>
<span id="cb57-7"><a href="area-health-resources-files-ahrf.html#cb57-7" tabindex="-1"></a>    <span class="at">na.rm =</span> <span class="cn">TRUE</span> </span>
<span id="cb57-8"><a href="area-health-resources-files-ahrf.html#cb57-8" tabindex="-1"></a>)</span></code></pre></div>
<p>Calculate the distribution of a categorical variable, overall and by groups:</p>
<div class="sourceCode" id="cb58"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb58-1"><a href="area-health-resources-files-ahrf.html#cb58-1" tabindex="-1"></a><span class="fu">prop.table</span>( <span class="fu">table</span>( ahrf_df[ , <span class="st">&quot;census_region&quot;</span> ] ) )</span>
<span id="cb58-2"><a href="area-health-resources-files-ahrf.html#cb58-2" tabindex="-1"></a></span>
<span id="cb58-3"><a href="area-health-resources-files-ahrf.html#cb58-3" tabindex="-1"></a><span class="fu">prop.table</span>(</span>
<span id="cb58-4"><a href="area-health-resources-files-ahrf.html#cb58-4" tabindex="-1"></a>    <span class="fu">table</span>( ahrf_df[ , <span class="fu">c</span>( <span class="st">&quot;census_region&quot;</span> , <span class="st">&quot;cbsa_indicator_code&quot;</span> ) ] ) ,</span>
<span id="cb58-5"><a href="area-health-resources-files-ahrf.html#cb58-5" tabindex="-1"></a>    <span class="at">margin =</span> <span class="dv">2</span></span>
<span id="cb58-6"><a href="area-health-resources-files-ahrf.html#cb58-6" tabindex="-1"></a>)</span></code></pre></div>
<p>Calculate the sum of a linear variable, overall and by groups:</p>
<div class="sourceCode" id="cb59"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb59-1"><a href="area-health-resources-files-ahrf.html#cb59-1" tabindex="-1"></a><span class="fu">sum</span>( ahrf_df[ , <span class="st">&quot;mhi_2020&quot;</span> ] , <span class="at">na.rm =</span> <span class="cn">TRUE</span> )</span>
<span id="cb59-2"><a href="area-health-resources-files-ahrf.html#cb59-2" tabindex="-1"></a></span>
<span id="cb59-3"><a href="area-health-resources-files-ahrf.html#cb59-3" tabindex="-1"></a><span class="fu">tapply</span>(</span>
<span id="cb59-4"><a href="area-health-resources-files-ahrf.html#cb59-4" tabindex="-1"></a>    ahrf_df[ , <span class="st">&quot;mhi_2020&quot;</span> ] ,</span>
<span id="cb59-5"><a href="area-health-resources-files-ahrf.html#cb59-5" tabindex="-1"></a>    ahrf_df[ , <span class="st">&quot;cbsa_indicator_code&quot;</span> ] ,</span>
<span id="cb59-6"><a href="area-health-resources-files-ahrf.html#cb59-6" tabindex="-1"></a>    sum ,</span>
<span id="cb59-7"><a href="area-health-resources-files-ahrf.html#cb59-7" tabindex="-1"></a>    <span class="at">na.rm =</span> <span class="cn">TRUE</span> </span>
<span id="cb59-8"><a href="area-health-resources-files-ahrf.html#cb59-8" tabindex="-1"></a>)</span></code></pre></div>
<p>Calculate the median (50th percentile) of a linear variable, overall and by groups:</p>
<div class="sourceCode" id="cb60"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb60-1"><a href="area-health-resources-files-ahrf.html#cb60-1" tabindex="-1"></a><span class="fu">quantile</span>( ahrf_df[ , <span class="st">&quot;mhi_2020&quot;</span> ] , <span class="fl">0.5</span> , <span class="at">na.rm =</span> <span class="cn">TRUE</span> )</span>
<span id="cb60-2"><a href="area-health-resources-files-ahrf.html#cb60-2" tabindex="-1"></a></span>
<span id="cb60-3"><a href="area-health-resources-files-ahrf.html#cb60-3" tabindex="-1"></a><span class="fu">tapply</span>(</span>
<span id="cb60-4"><a href="area-health-resources-files-ahrf.html#cb60-4" tabindex="-1"></a>    ahrf_df[ , <span class="st">&quot;mhi_2020&quot;</span> ] ,</span>
<span id="cb60-5"><a href="area-health-resources-files-ahrf.html#cb60-5" tabindex="-1"></a>    ahrf_df[ , <span class="st">&quot;cbsa_indicator_code&quot;</span> ] ,</span>
<span id="cb60-6"><a href="area-health-resources-files-ahrf.html#cb60-6" tabindex="-1"></a>    quantile ,</span>
<span id="cb60-7"><a href="area-health-resources-files-ahrf.html#cb60-7" tabindex="-1"></a>    <span class="fl">0.5</span> ,</span>
<span id="cb60-8"><a href="area-health-resources-files-ahrf.html#cb60-8" tabindex="-1"></a>    <span class="at">na.rm =</span> <span class="cn">TRUE</span> </span>
<span id="cb60-9"><a href="area-health-resources-files-ahrf.html#cb60-9" tabindex="-1"></a>)</span></code></pre></div>
</div>
<div id="subsetting-1" class="section level3 unnumbered hasAnchor">
<h3>Subsetting<a href="area-health-resources-files-ahrf.html#subsetting-1" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Limit your <code>data.frame</code> to California:</p>
<div class="sourceCode" id="cb61"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb61-1"><a href="area-health-resources-files-ahrf.html#cb61-1" tabindex="-1"></a>sub_ahrf_df <span class="ot">&lt;-</span> <span class="fu">subset</span>( ahrf_df , f12424 <span class="sc">==</span> <span class="st">&quot;CA&quot;</span> )</span></code></pre></div>
<p>Calculate the mean (average) of this subset:</p>
<div class="sourceCode" id="cb62"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb62-1"><a href="area-health-resources-files-ahrf.html#cb62-1" tabindex="-1"></a><span class="fu">mean</span>( sub_ahrf_df[ , <span class="st">&quot;mhi_2020&quot;</span> ] , <span class="at">na.rm =</span> <span class="cn">TRUE</span> )</span></code></pre></div>
</div>
<div id="measures-of-uncertainty-1" class="section level3 unnumbered hasAnchor">
<h3>Measures of Uncertainty<a href="area-health-resources-files-ahrf.html#measures-of-uncertainty-1" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Calculate the variance, overall and by groups:</p>
<div class="sourceCode" id="cb63"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb63-1"><a href="area-health-resources-files-ahrf.html#cb63-1" tabindex="-1"></a><span class="fu">var</span>( ahrf_df[ , <span class="st">&quot;mhi_2020&quot;</span> ] , <span class="at">na.rm =</span> <span class="cn">TRUE</span> )</span>
<span id="cb63-2"><a href="area-health-resources-files-ahrf.html#cb63-2" tabindex="-1"></a></span>
<span id="cb63-3"><a href="area-health-resources-files-ahrf.html#cb63-3" tabindex="-1"></a><span class="fu">tapply</span>(</span>
<span id="cb63-4"><a href="area-health-resources-files-ahrf.html#cb63-4" tabindex="-1"></a>    ahrf_df[ , <span class="st">&quot;mhi_2020&quot;</span> ] ,</span>
<span id="cb63-5"><a href="area-health-resources-files-ahrf.html#cb63-5" tabindex="-1"></a>    ahrf_df[ , <span class="st">&quot;cbsa_indicator_code&quot;</span> ] ,</span>
<span id="cb63-6"><a href="area-health-resources-files-ahrf.html#cb63-6" tabindex="-1"></a>    var ,</span>
<span id="cb63-7"><a href="area-health-resources-files-ahrf.html#cb63-7" tabindex="-1"></a>    <span class="at">na.rm =</span> <span class="cn">TRUE</span> </span>
<span id="cb63-8"><a href="area-health-resources-files-ahrf.html#cb63-8" tabindex="-1"></a>)</span></code></pre></div>
</div>
<div id="regression-models-and-tests-of-association-1" class="section level3 unnumbered hasAnchor">
<h3>Regression Models and Tests of Association<a href="area-health-resources-files-ahrf.html#regression-models-and-tests-of-association-1" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Perform a t-test:</p>
<div class="sourceCode" id="cb64"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb64-1"><a href="area-health-resources-files-ahrf.html#cb64-1" tabindex="-1"></a><span class="fu">t.test</span>( mhi_2020 <span class="sc">~</span> whole_county_hpsa_2022 , ahrf_df )</span></code></pre></div>
<p>Perform a chi-squared test of association:</p>
<div class="sourceCode" id="cb65"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb65-1"><a href="area-health-resources-files-ahrf.html#cb65-1" tabindex="-1"></a>this_table <span class="ot">&lt;-</span> <span class="fu">table</span>( ahrf_df[ , <span class="fu">c</span>( <span class="st">&quot;whole_county_hpsa_2022&quot;</span> , <span class="st">&quot;census_region&quot;</span> ) ] )</span>
<span id="cb65-2"><a href="area-health-resources-files-ahrf.html#cb65-2" tabindex="-1"></a></span>
<span id="cb65-3"><a href="area-health-resources-files-ahrf.html#cb65-3" tabindex="-1"></a><span class="fu">chisq.test</span>( this_table )</span></code></pre></div>
<p>Perform a generalized linear model:</p>
<div class="sourceCode" id="cb66"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb66-1"><a href="area-health-resources-files-ahrf.html#cb66-1" tabindex="-1"></a>glm_result <span class="ot">&lt;-</span> </span>
<span id="cb66-2"><a href="area-health-resources-files-ahrf.html#cb66-2" tabindex="-1"></a>    <span class="fu">glm</span>( </span>
<span id="cb66-3"><a href="area-health-resources-files-ahrf.html#cb66-3" tabindex="-1"></a>        mhi_2020 <span class="sc">~</span> whole_county_hpsa_2022 <span class="sc">+</span> census_region , </span>
<span id="cb66-4"><a href="area-health-resources-files-ahrf.html#cb66-4" tabindex="-1"></a>        <span class="at">data =</span> ahrf_df</span>
<span id="cb66-5"><a href="area-health-resources-files-ahrf.html#cb66-5" tabindex="-1"></a>    )</span>
<span id="cb66-6"><a href="area-health-resources-files-ahrf.html#cb66-6" tabindex="-1"></a></span>
<span id="cb66-7"><a href="area-health-resources-files-ahrf.html#cb66-7" tabindex="-1"></a><span class="fu">summary</span>( glm_result )</span></code></pre></div>
<hr />
</div>
</div>
<div id="replication-example-1" class="section level2 unnumbered hasAnchor">
<h2>Replication Example<a href="area-health-resources-files-ahrf.html#replication-example-1" class="anchor-section" aria-label="Anchor link to header"></a></h2>
<p>Match the record count in row number 8,543 of <code>AHRF 2021-2022 Technical Documentation.xlsx</code>:</p>
<div class="sourceCode" id="cb67"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb67-1"><a href="area-health-resources-files-ahrf.html#cb67-1" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">nrow</span>( ahrf_df ) <span class="sc">==</span> <span class="dv">3232</span> )</span></code></pre></div>
<hr />
</div>
<div id="analysis-examples-with-dplyr" class="section level2 unnumbered hasAnchor">
<h2>Analysis Examples with <code>dplyr</code>  <a href="area-health-resources-files-ahrf.html#analysis-examples-with-dplyr" class="anchor-section" aria-label="Anchor link to header"></a></h2>
<p>The R <code>dplyr</code> library offers an alternative grammar of data manipulation to base R and SQL syntax. <a href="https://github.com/tidyverse/dplyr/">dplyr</a> offers many verbs, such as <code>summarize</code>, <code>group_by</code>, and <code>mutate</code>, the convenience of pipe-able functions, and the <code>tidyverse</code> style of non-standard evaluation. <a href="https://cran.r-project.org/web/packages/dplyr/vignettes/dplyr.html">This vignette</a> details the available features. As a starting point for AHRF users, this code replicates previously-presented examples:</p>
<div class="sourceCode" id="cb68"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb68-1"><a href="area-health-resources-files-ahrf.html#cb68-1" tabindex="-1"></a><span class="fu">library</span>(dplyr)</span>
<span id="cb68-2"><a href="area-health-resources-files-ahrf.html#cb68-2" tabindex="-1"></a>ahrf_tbl <span class="ot">&lt;-</span> <span class="fu">as_tibble</span>( ahrf_df )</span></code></pre></div>
<p>Calculate the mean (average) of a linear variable, overall and by groups:</p>
<div class="sourceCode" id="cb69"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb69-1"><a href="area-health-resources-files-ahrf.html#cb69-1" tabindex="-1"></a>ahrf_tbl <span class="sc">%&gt;%</span></span>
<span id="cb69-2"><a href="area-health-resources-files-ahrf.html#cb69-2" tabindex="-1"></a>    <span class="fu">summarize</span>( <span class="at">mean =</span> <span class="fu">mean</span>( mhi_2020 , <span class="at">na.rm =</span> <span class="cn">TRUE</span> ) )</span>
<span id="cb69-3"><a href="area-health-resources-files-ahrf.html#cb69-3" tabindex="-1"></a></span>
<span id="cb69-4"><a href="area-health-resources-files-ahrf.html#cb69-4" tabindex="-1"></a>ahrf_tbl <span class="sc">%&gt;%</span></span>
<span id="cb69-5"><a href="area-health-resources-files-ahrf.html#cb69-5" tabindex="-1"></a>    <span class="fu">group_by</span>( cbsa_indicator_code ) <span class="sc">%&gt;%</span></span>
<span id="cb69-6"><a href="area-health-resources-files-ahrf.html#cb69-6" tabindex="-1"></a>    <span class="fu">summarize</span>( <span class="at">mean =</span> <span class="fu">mean</span>( mhi_2020 , <span class="at">na.rm =</span> <span class="cn">TRUE</span> ) )</span></code></pre></div>
<hr />
</div>
<div id="analysis-examples-with-data.table" class="section level2 unnumbered hasAnchor">
<h2>Analysis Examples with <code>data.table</code>  <a href="area-health-resources-files-ahrf.html#analysis-examples-with-data.table" class="anchor-section" aria-label="Anchor link to header"></a></h2>
<p>The R <code>data.table</code> library provides a high-performance version of base R’s data.frame with syntax and feature enhancements for ease of use, convenience and programming speed. <a href="https://r-datatable.com">data.table</a> offers concise syntax: fast to type, fast to read, fast speed, memory efficiency, a careful API lifecycle management, an active community, and a rich set of features. <a href="https://cran.r-project.org/web/packages/data.table/vignettes/datatable-intro.html">This vignette</a> details the available features. As a starting point for AHRF users, this code replicates previously-presented examples:</p>
<div class="sourceCode" id="cb70"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb70-1"><a href="area-health-resources-files-ahrf.html#cb70-1" tabindex="-1"></a><span class="fu">library</span>(data.table)</span>
<span id="cb70-2"><a href="area-health-resources-files-ahrf.html#cb70-2" tabindex="-1"></a>ahrf_dt <span class="ot">&lt;-</span> <span class="fu">data.table</span>( ahrf_df )</span></code></pre></div>
<p>Calculate the mean (average) of a linear variable, overall and by groups:</p>
<div class="sourceCode" id="cb71"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb71-1"><a href="area-health-resources-files-ahrf.html#cb71-1" tabindex="-1"></a>ahrf_dt[ , <span class="fu">mean</span>( mhi_2020 , <span class="at">na.rm =</span> <span class="cn">TRUE</span> ) ]</span>
<span id="cb71-2"><a href="area-health-resources-files-ahrf.html#cb71-2" tabindex="-1"></a></span>
<span id="cb71-3"><a href="area-health-resources-files-ahrf.html#cb71-3" tabindex="-1"></a>ahrf_dt[ , <span class="fu">mean</span>( mhi_2020 , <span class="at">na.rm =</span> <span class="cn">TRUE</span> ) , by <span class="ot">=</span> cbsa_indicator_code ]</span></code></pre></div>
<hr />
</div>
<div id="analysis-examples-with-duckdb" class="section level2 unnumbered hasAnchor">
<h2>Analysis Examples with <code>duckdb</code>  <a href="area-health-resources-files-ahrf.html#analysis-examples-with-duckdb" class="anchor-section" aria-label="Anchor link to header"></a></h2>
<p>The R <code>duckdb</code> library provides an embedded analytical data management system with support for the Structured Query Language (SQL). <a href="https://duckdb.org">duckdb</a> offers a simple, feature-rich, fast, and free SQL OLAP management system. <a href="https://duckdb.org/docs/api/r">This vignette</a> details the available features. As a starting point for AHRF users, this code replicates previously-presented examples:</p>
<div class="sourceCode" id="cb72"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb72-1"><a href="area-health-resources-files-ahrf.html#cb72-1" tabindex="-1"></a><span class="fu">library</span>(duckdb)</span>
<span id="cb72-2"><a href="area-health-resources-files-ahrf.html#cb72-2" tabindex="-1"></a>con <span class="ot">&lt;-</span> <span class="fu">dbConnect</span>( duckdb<span class="sc">::</span><span class="fu">duckdb</span>() , <span class="at">dbdir =</span> <span class="st">&#39;my-db.duckdb&#39;</span> )</span>
<span id="cb72-3"><a href="area-health-resources-files-ahrf.html#cb72-3" tabindex="-1"></a><span class="fu">dbWriteTable</span>( con , <span class="st">&#39;ahrf&#39;</span> , ahrf_df )</span></code></pre></div>
<p>Calculate the mean (average) of a linear variable, overall and by groups:</p>
<div class="sourceCode" id="cb73"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb73-1"><a href="area-health-resources-files-ahrf.html#cb73-1" tabindex="-1"></a><span class="fu">dbGetQuery</span>( con , <span class="st">&#39;SELECT AVG( mhi_2020 ) FROM ahrf&#39;</span> )</span>
<span id="cb73-2"><a href="area-health-resources-files-ahrf.html#cb73-2" tabindex="-1"></a></span>
<span id="cb73-3"><a href="area-health-resources-files-ahrf.html#cb73-3" tabindex="-1"></a><span class="fu">dbGetQuery</span>(</span>
<span id="cb73-4"><a href="area-health-resources-files-ahrf.html#cb73-4" tabindex="-1"></a>    con ,</span>
<span id="cb73-5"><a href="area-health-resources-files-ahrf.html#cb73-5" tabindex="-1"></a>    <span class="st">&#39;SELECT</span></span>
<span id="cb73-6"><a href="area-health-resources-files-ahrf.html#cb73-6" tabindex="-1"></a><span class="st">        cbsa_indicator_code ,</span></span>
<span id="cb73-7"><a href="area-health-resources-files-ahrf.html#cb73-7" tabindex="-1"></a><span class="st">        AVG( mhi_2020 )</span></span>
<span id="cb73-8"><a href="area-health-resources-files-ahrf.html#cb73-8" tabindex="-1"></a><span class="st">    FROM</span></span>
<span id="cb73-9"><a href="area-health-resources-files-ahrf.html#cb73-9" tabindex="-1"></a><span class="st">        ahrf</span></span>
<span id="cb73-10"><a href="area-health-resources-files-ahrf.html#cb73-10" tabindex="-1"></a><span class="st">    GROUP BY</span></span>
<span id="cb73-11"><a href="area-health-resources-files-ahrf.html#cb73-11" tabindex="-1"></a><span class="st">        cbsa_indicator_code&#39;</span></span>
<span id="cb73-12"><a href="area-health-resources-files-ahrf.html#cb73-12" tabindex="-1"></a>)</span></code></pre></div>

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