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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>
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<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>
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<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>
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<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>
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<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>
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<div id="survey-of-consumer-finances-scf" class="section level1 unnumbered hasAnchor">
<h1>Survey of Consumer Finances (SCF)<a href="survey-of-consumer-finances-scf.html#survey-of-consumer-finances-scf" 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/scf/actions"><img src="https://github.com/asdfree/scf/actions/workflows/r.yml/badge.svg" alt="Github Actions Badge"></a></p>
<p>A comprehensive survey of household wealth, the U.S. central bank studies net worth across the country by asking about both active and passive income, mortgages, pensions, credit card debt, even car leases.</p>
<ul>
<li><p>Five implicates, each containing one row per sampled household to account for statistical uncertainty.</p></li>
<li><p>A complex sample survey designed to generalize to the civilian non-institutional U.S. population.</p></li>
<li><p>Released triennially since 1989.</p></li>
<li><p>Administered by the <a href="https://www.federalreserve.gov/">Board of Governors of the Federal Reserve System</a>.</p></li>
</ul>
<hr />
<p>Please skim before you begin:</p>
<ol style="list-style-type: decimal">
<li><p><a href="https://www.federalreserve.gov/econresdata/scf/files/brickertextspring16bpea.pdf">Measuring Income and Wealth at the Top Using Administrative and Survey Data</a></p></li>
<li><p><a href="https://en.wikipedia.org/wiki/Survey_of_Consumer_Finances">Wikipedia Entry</a></p></li>
<li><p>A haiku regarding this microdata:</p></li>
</ol>
<div class="sourceCode" id="cb1282"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1282-1"><a href="survey-of-consumer-finances-scf.html#cb1282-1" tabindex="-1"></a><span class="co"># incomes, assets, debts</span></span>
<span id="cb1282-2"><a href="survey-of-consumer-finances-scf.html#cb1282-2" tabindex="-1"></a><span class="co"># high net worth oversample</span></span>
<span id="cb1282-3"><a href="survey-of-consumer-finances-scf.html#cb1282-3" tabindex="-1"></a><span class="co"># pig bank laproscope</span></span></code></pre></div>
<hr />
<div id="function-definitions-11" class="section level2 unnumbered hasAnchor">
<h2>Function Definitions<a href="survey-of-consumer-finances-scf.html#function-definitions-11" class="anchor-section" aria-label="Anchor link to header"></a></h2>
<p>This survey uses a multiply-imputed variance estimation technique described in the <a href="https://www.federalreserve.gov/econres/files/2004_codebk2004.txt">2004 Codebook</a>. Most users do not need to study this function carefully. Define a function specific to only this dataset:</p>
<div class="sourceCode" id="cb1283"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1283-1"><a href="survey-of-consumer-finances-scf.html#cb1283-1" tabindex="-1"></a>scf_MIcombine <span class="ot">&lt;-</span></span>
<span id="cb1283-2"><a href="survey-of-consumer-finances-scf.html#cb1283-2" tabindex="-1"></a>    <span class="cf">function</span> (results, variances, <span class="at">call =</span> <span class="fu">sys.call</span>(), <span class="at">df.complete =</span> <span class="cn">Inf</span>, ...) {</span>
<span id="cb1283-3"><a href="survey-of-consumer-finances-scf.html#cb1283-3" tabindex="-1"></a>        m <span class="ot">&lt;-</span> <span class="fu">length</span>(results)</span>
<span id="cb1283-4"><a href="survey-of-consumer-finances-scf.html#cb1283-4" tabindex="-1"></a>        oldcall <span class="ot">&lt;-</span> <span class="fu">attr</span>(results, <span class="st">&quot;call&quot;</span>)</span>
<span id="cb1283-5"><a href="survey-of-consumer-finances-scf.html#cb1283-5" tabindex="-1"></a>        <span class="cf">if</span> (<span class="fu">missing</span>(variances)) {</span>
<span id="cb1283-6"><a href="survey-of-consumer-finances-scf.html#cb1283-6" tabindex="-1"></a>            variances <span class="ot">&lt;-</span> <span class="fu">suppressWarnings</span>(<span class="fu">lapply</span>(results, vcov))</span>
<span id="cb1283-7"><a href="survey-of-consumer-finances-scf.html#cb1283-7" tabindex="-1"></a>            results <span class="ot">&lt;-</span> <span class="fu">lapply</span>(results, coef)</span>
<span id="cb1283-8"><a href="survey-of-consumer-finances-scf.html#cb1283-8" tabindex="-1"></a>        }</span>
<span id="cb1283-9"><a href="survey-of-consumer-finances-scf.html#cb1283-9" tabindex="-1"></a>        vbar <span class="ot">&lt;-</span> variances[[<span class="dv">1</span>]]</span>
<span id="cb1283-10"><a href="survey-of-consumer-finances-scf.html#cb1283-10" tabindex="-1"></a>        cbar <span class="ot">&lt;-</span> results[[<span class="dv">1</span>]]</span>
<span id="cb1283-11"><a href="survey-of-consumer-finances-scf.html#cb1283-11" tabindex="-1"></a>        <span class="cf">for</span> (i <span class="cf">in</span> <span class="dv">2</span><span class="sc">:</span>m) {</span>
<span id="cb1283-12"><a href="survey-of-consumer-finances-scf.html#cb1283-12" tabindex="-1"></a>            cbar <span class="ot">&lt;-</span> cbar <span class="sc">+</span> results[[i]]</span>
<span id="cb1283-13"><a href="survey-of-consumer-finances-scf.html#cb1283-13" tabindex="-1"></a>            <span class="co"># MODIFICATION:</span></span>
<span id="cb1283-14"><a href="survey-of-consumer-finances-scf.html#cb1283-14" tabindex="-1"></a>            <span class="co"># vbar &lt;- vbar + variances[[i]]</span></span>
<span id="cb1283-15"><a href="survey-of-consumer-finances-scf.html#cb1283-15" tabindex="-1"></a>        }</span>
<span id="cb1283-16"><a href="survey-of-consumer-finances-scf.html#cb1283-16" tabindex="-1"></a>        cbar <span class="ot">&lt;-</span> cbar<span class="sc">/</span>m</span>
<span id="cb1283-17"><a href="survey-of-consumer-finances-scf.html#cb1283-17" tabindex="-1"></a>        <span class="co"># MODIFICATION:</span></span>
<span id="cb1283-18"><a href="survey-of-consumer-finances-scf.html#cb1283-18" tabindex="-1"></a>        <span class="co"># vbar &lt;- vbar/m</span></span>
<span id="cb1283-19"><a href="survey-of-consumer-finances-scf.html#cb1283-19" tabindex="-1"></a>        evar <span class="ot">&lt;-</span> <span class="fu">var</span>(<span class="fu">do.call</span>(<span class="st">&quot;rbind&quot;</span>, results))</span>
<span id="cb1283-20"><a href="survey-of-consumer-finances-scf.html#cb1283-20" tabindex="-1"></a>        r <span class="ot">&lt;-</span> (<span class="dv">1</span> <span class="sc">+</span> <span class="dv">1</span><span class="sc">/</span>m) <span class="sc">*</span> evar<span class="sc">/</span>vbar</span>
<span id="cb1283-21"><a href="survey-of-consumer-finances-scf.html#cb1283-21" tabindex="-1"></a>        df <span class="ot">&lt;-</span> (m <span class="sc">-</span> <span class="dv">1</span>) <span class="sc">*</span> (<span class="dv">1</span> <span class="sc">+</span> <span class="dv">1</span><span class="sc">/</span>r)<span class="sc">^</span><span class="dv">2</span></span>
<span id="cb1283-22"><a href="survey-of-consumer-finances-scf.html#cb1283-22" tabindex="-1"></a>        <span class="cf">if</span> (<span class="fu">is.matrix</span>(df)) df <span class="ot">&lt;-</span> <span class="fu">diag</span>(df)</span>
<span id="cb1283-23"><a href="survey-of-consumer-finances-scf.html#cb1283-23" tabindex="-1"></a>        <span class="cf">if</span> (<span class="fu">is.finite</span>(df.complete)) {</span>
<span id="cb1283-24"><a href="survey-of-consumer-finances-scf.html#cb1283-24" tabindex="-1"></a>            dfobs <span class="ot">&lt;-</span> ((df.complete <span class="sc">+</span> <span class="dv">1</span>)<span class="sc">/</span>(df.complete <span class="sc">+</span> <span class="dv">3</span>)) <span class="sc">*</span> df.complete <span class="sc">*</span></span>
<span id="cb1283-25"><a href="survey-of-consumer-finances-scf.html#cb1283-25" tabindex="-1"></a>            vbar<span class="sc">/</span>(vbar <span class="sc">+</span> evar)</span>
<span id="cb1283-26"><a href="survey-of-consumer-finances-scf.html#cb1283-26" tabindex="-1"></a>            <span class="cf">if</span> (<span class="fu">is.matrix</span>(dfobs)) dfobs <span class="ot">&lt;-</span> <span class="fu">diag</span>(dfobs)</span>
<span id="cb1283-27"><a href="survey-of-consumer-finances-scf.html#cb1283-27" tabindex="-1"></a>            df <span class="ot">&lt;-</span> <span class="dv">1</span><span class="sc">/</span>(<span class="dv">1</span><span class="sc">/</span>dfobs <span class="sc">+</span> <span class="dv">1</span><span class="sc">/</span>df)</span>
<span id="cb1283-28"><a href="survey-of-consumer-finances-scf.html#cb1283-28" tabindex="-1"></a>        }</span>
<span id="cb1283-29"><a href="survey-of-consumer-finances-scf.html#cb1283-29" tabindex="-1"></a>        <span class="cf">if</span> (<span class="fu">is.matrix</span>(r)) r <span class="ot">&lt;-</span> <span class="fu">diag</span>(r)</span>
<span id="cb1283-30"><a href="survey-of-consumer-finances-scf.html#cb1283-30" tabindex="-1"></a>        rval <span class="ot">&lt;-</span> <span class="fu">list</span>(<span class="at">coefficients =</span> cbar, <span class="at">variance =</span> vbar <span class="sc">+</span> evar <span class="sc">*</span></span>
<span id="cb1283-31"><a href="survey-of-consumer-finances-scf.html#cb1283-31" tabindex="-1"></a>        (m <span class="sc">+</span> <span class="dv">1</span>)<span class="sc">/</span>m, <span class="at">call =</span> <span class="fu">c</span>(oldcall, call), <span class="at">nimp =</span> m, <span class="at">df =</span> df,</span>
<span id="cb1283-32"><a href="survey-of-consumer-finances-scf.html#cb1283-32" tabindex="-1"></a>        <span class="at">missinfo =</span> (r <span class="sc">+</span> <span class="dv">2</span><span class="sc">/</span>(df <span class="sc">+</span> <span class="dv">3</span>))<span class="sc">/</span>(r <span class="sc">+</span> <span class="dv">1</span>))</span>
<span id="cb1283-33"><a href="survey-of-consumer-finances-scf.html#cb1283-33" tabindex="-1"></a>        <span class="fu">class</span>(rval) <span class="ot">&lt;-</span> <span class="st">&quot;MIresult&quot;</span></span>
<span id="cb1283-34"><a href="survey-of-consumer-finances-scf.html#cb1283-34" tabindex="-1"></a>        rval</span>
<span id="cb1283-35"><a href="survey-of-consumer-finances-scf.html#cb1283-35" tabindex="-1"></a>    }</span></code></pre></div>
<hr />
<p>Define a function to download and import each stata file:</p>
<div class="sourceCode" id="cb1284"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1284-1"><a href="survey-of-consumer-finances-scf.html#cb1284-1" tabindex="-1"></a><span class="fu">library</span>(haven)</span>
<span id="cb1284-2"><a href="survey-of-consumer-finances-scf.html#cb1284-2" tabindex="-1"></a></span>
<span id="cb1284-3"><a href="survey-of-consumer-finances-scf.html#cb1284-3" tabindex="-1"></a>scf_dta_import <span class="ot">&lt;-</span></span>
<span id="cb1284-4"><a href="survey-of-consumer-finances-scf.html#cb1284-4" tabindex="-1"></a>    <span class="cf">function</span>( this_url ){</span>
<span id="cb1284-5"><a href="survey-of-consumer-finances-scf.html#cb1284-5" tabindex="-1"></a>        </span>
<span id="cb1284-6"><a href="survey-of-consumer-finances-scf.html#cb1284-6" tabindex="-1"></a>        this_tf <span class="ot">&lt;-</span> <span class="fu">tempfile</span>()</span>
<span id="cb1284-7"><a href="survey-of-consumer-finances-scf.html#cb1284-7" tabindex="-1"></a>        </span>
<span id="cb1284-8"><a href="survey-of-consumer-finances-scf.html#cb1284-8" tabindex="-1"></a>        <span class="fu">download.file</span>( this_url , this_tf , <span class="at">mode =</span> <span class="st">&#39;wb&#39;</span> )</span>
<span id="cb1284-9"><a href="survey-of-consumer-finances-scf.html#cb1284-9" tabindex="-1"></a>        </span>
<span id="cb1284-10"><a href="survey-of-consumer-finances-scf.html#cb1284-10" tabindex="-1"></a>        this_tbl <span class="ot">&lt;-</span> <span class="fu">read_dta</span>( this_tf )</span>
<span id="cb1284-11"><a href="survey-of-consumer-finances-scf.html#cb1284-11" tabindex="-1"></a>        </span>
<span id="cb1284-12"><a href="survey-of-consumer-finances-scf.html#cb1284-12" tabindex="-1"></a>        this_df <span class="ot">&lt;-</span> <span class="fu">data.frame</span>( this_tbl )</span>
<span id="cb1284-13"><a href="survey-of-consumer-finances-scf.html#cb1284-13" tabindex="-1"></a>        </span>
<span id="cb1284-14"><a href="survey-of-consumer-finances-scf.html#cb1284-14" tabindex="-1"></a>        <span class="fu">file.remove</span>( this_tf )</span>
<span id="cb1284-15"><a href="survey-of-consumer-finances-scf.html#cb1284-15" tabindex="-1"></a>        </span>
<span id="cb1284-16"><a href="survey-of-consumer-finances-scf.html#cb1284-16" tabindex="-1"></a>        <span class="fu">names</span>( this_df ) <span class="ot">&lt;-</span> <span class="fu">tolower</span>( <span class="fu">names</span>( this_df ) )</span>
<span id="cb1284-17"><a href="survey-of-consumer-finances-scf.html#cb1284-17" tabindex="-1"></a>        </span>
<span id="cb1284-18"><a href="survey-of-consumer-finances-scf.html#cb1284-18" tabindex="-1"></a>        this_df</span>
<span id="cb1284-19"><a href="survey-of-consumer-finances-scf.html#cb1284-19" tabindex="-1"></a>    }</span></code></pre></div>
<hr />
</div>
<div id="download-import-preparation-44" class="section level2 unnumbered hasAnchor">
<h2>Download, Import, Preparation<a href="survey-of-consumer-finances-scf.html#download-import-preparation-44" class="anchor-section" aria-label="Anchor link to header"></a></h2>
<p>Download and import the full, summary extract, and replicate weights tables:</p>
<div class="sourceCode" id="cb1285"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1285-1"><a href="survey-of-consumer-finances-scf.html#cb1285-1" tabindex="-1"></a>scf_df <span class="ot">&lt;-</span> <span class="fu">scf_dta_import</span>( <span class="st">&quot;https://www.federalreserve.gov/econres/files/scf2022s.zip&quot;</span> )</span>
<span id="cb1285-2"><a href="survey-of-consumer-finances-scf.html#cb1285-2" tabindex="-1"></a></span>
<span id="cb1285-3"><a href="survey-of-consumer-finances-scf.html#cb1285-3" tabindex="-1"></a>ext_df <span class="ot">&lt;-</span> <span class="fu">scf_dta_import</span>( <span class="st">&quot;https://www.federalreserve.gov/econres/files/scfp2022s.zip&quot;</span> )</span>
<span id="cb1285-4"><a href="survey-of-consumer-finances-scf.html#cb1285-4" tabindex="-1"></a></span>
<span id="cb1285-5"><a href="survey-of-consumer-finances-scf.html#cb1285-5" tabindex="-1"></a>scf_rw_df <span class="ot">&lt;-</span> <span class="fu">scf_dta_import</span>( <span class="st">&quot;https://www.federalreserve.gov/econres/files/scf2022rw1s.zip&quot;</span> )</span></code></pre></div>
<p>Confirm both the full public data and the summary extract contain five records per family:</p>
<div class="sourceCode" id="cb1286"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1286-1"><a href="survey-of-consumer-finances-scf.html#cb1286-1" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">nrow</span>( scf_df ) <span class="sc">==</span> <span class="fu">nrow</span>( scf_rw_df ) <span class="sc">*</span> <span class="dv">5</span> )</span>
<span id="cb1286-2"><a href="survey-of-consumer-finances-scf.html#cb1286-2" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">nrow</span>( scf_df ) <span class="sc">==</span> <span class="fu">nrow</span>( ext_df ) )</span></code></pre></div>
<p>Confirm only the primary economic unit and the five implicate identifiers overlap:</p>
<div class="sourceCode" id="cb1287"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1287-1"><a href="survey-of-consumer-finances-scf.html#cb1287-1" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">all</span>( <span class="fu">sort</span>( <span class="fu">intersect</span>( <span class="fu">names</span>( scf_df ) , <span class="fu">names</span>( ext_df ) ) ) <span class="sc">==</span> <span class="fu">c</span>( <span class="st">&#39;y1&#39;</span> , <span class="st">&#39;yy1&#39;</span> ) ) )</span>
<span id="cb1287-2"><a href="survey-of-consumer-finances-scf.html#cb1287-2" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">all</span>( <span class="fu">sort</span>( <span class="fu">intersect</span>( <span class="fu">names</span>( scf_df ) , <span class="fu">names</span>( scf_rw_df ) ) ) <span class="sc">==</span> <span class="fu">c</span>( <span class="st">&#39;y1&#39;</span> , <span class="st">&#39;yy1&#39;</span> ) ) )</span>
<span id="cb1287-3"><a href="survey-of-consumer-finances-scf.html#cb1287-3" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">all</span>( <span class="fu">sort</span>( <span class="fu">intersect</span>( <span class="fu">names</span>( ext_df ) , <span class="fu">names</span>( scf_rw_df ) ) ) <span class="sc">==</span> <span class="fu">c</span>( <span class="st">&#39;y1&#39;</span> , <span class="st">&#39;yy1&#39;</span> ) ) )</span></code></pre></div>
<p>Remove the implicate identifier from the replicate weights table, add a column of fives for weighting:</p>
<div class="sourceCode" id="cb1288"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1288-1"><a href="survey-of-consumer-finances-scf.html#cb1288-1" tabindex="-1"></a>scf_rw_df[ , <span class="st">&#39;y1&#39;</span> ] <span class="ot">&lt;-</span> <span class="cn">NULL</span></span>
<span id="cb1288-2"><a href="survey-of-consumer-finances-scf.html#cb1288-2" tabindex="-1"></a></span>
<span id="cb1288-3"><a href="survey-of-consumer-finances-scf.html#cb1288-3" tabindex="-1"></a>scf_df[ , <span class="st">&#39;five&#39;</span> ] <span class="ot">&lt;-</span> <span class="dv">5</span></span></code></pre></div>
<div id="save-locally-43" class="section level3 unnumbered hasAnchor">
<h3>Save Locally  <a href="survey-of-consumer-finances-scf.html#save-locally-43" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Save the object at any point:</p>
<div class="sourceCode" id="cb1289"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1289-1"><a href="survey-of-consumer-finances-scf.html#cb1289-1" tabindex="-1"></a><span class="co"># scf_fn &lt;- file.path( path.expand( &quot;~&quot; ) , &quot;SCF&quot; , &quot;this_file.rds&quot; )</span></span>
<span id="cb1289-2"><a href="survey-of-consumer-finances-scf.html#cb1289-2" tabindex="-1"></a><span class="co"># saveRDS( scf_df , file = scf_fn , compress = FALSE )</span></span></code></pre></div>
<p>Load the same object:</p>
<div class="sourceCode" id="cb1290"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1290-1"><a href="survey-of-consumer-finances-scf.html#cb1290-1" tabindex="-1"></a><span class="co"># scf_df &lt;- readRDS( scf_fn )</span></span></code></pre></div>
</div>
<div id="survey-design-definition-35" class="section level3 unnumbered hasAnchor">
<h3>Survey Design Definition<a href="survey-of-consumer-finances-scf.html#survey-design-definition-35" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Construct a multiply-imputed, complex sample survey design:</p>
<p>Break the main table into five different implicates based on the final character of the column <code>y1</code>:</p>
<div class="sourceCode" id="cb1291"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1291-1"><a href="survey-of-consumer-finances-scf.html#cb1291-1" tabindex="-1"></a><span class="fu">library</span>(stringr)</span>
<span id="cb1291-2"><a href="survey-of-consumer-finances-scf.html#cb1291-2" tabindex="-1"></a></span>
<span id="cb1291-3"><a href="survey-of-consumer-finances-scf.html#cb1291-3" tabindex="-1"></a>s1_df <span class="ot">&lt;-</span> scf_df[ <span class="fu">str_sub</span>( scf_df[ , <span class="st">&#39;y1&#39;</span> ] , <span class="sc">-</span><span class="dv">1</span> , <span class="sc">-</span><span class="dv">1</span> ) <span class="sc">==</span> <span class="dv">1</span> , ]</span>
<span id="cb1291-4"><a href="survey-of-consumer-finances-scf.html#cb1291-4" tabindex="-1"></a>s2_df <span class="ot">&lt;-</span> scf_df[ <span class="fu">str_sub</span>( scf_df[ , <span class="st">&#39;y1&#39;</span> ] , <span class="sc">-</span><span class="dv">1</span> , <span class="sc">-</span><span class="dv">1</span> ) <span class="sc">==</span> <span class="dv">2</span> , ]</span>
<span id="cb1291-5"><a href="survey-of-consumer-finances-scf.html#cb1291-5" tabindex="-1"></a>s3_df <span class="ot">&lt;-</span> scf_df[ <span class="fu">str_sub</span>( scf_df[ , <span class="st">&#39;y1&#39;</span> ] , <span class="sc">-</span><span class="dv">1</span> , <span class="sc">-</span><span class="dv">1</span> ) <span class="sc">==</span> <span class="dv">3</span> , ]</span>
<span id="cb1291-6"><a href="survey-of-consumer-finances-scf.html#cb1291-6" tabindex="-1"></a>s4_df <span class="ot">&lt;-</span> scf_df[ <span class="fu">str_sub</span>( scf_df[ , <span class="st">&#39;y1&#39;</span> ] , <span class="sc">-</span><span class="dv">1</span> , <span class="sc">-</span><span class="dv">1</span> ) <span class="sc">==</span> <span class="dv">4</span> , ]</span>
<span id="cb1291-7"><a href="survey-of-consumer-finances-scf.html#cb1291-7" tabindex="-1"></a>s5_df <span class="ot">&lt;-</span> scf_df[ <span class="fu">str_sub</span>( scf_df[ , <span class="st">&#39;y1&#39;</span> ] , <span class="sc">-</span><span class="dv">1</span> , <span class="sc">-</span><span class="dv">1</span> ) <span class="sc">==</span> <span class="dv">5</span> , ]</span></code></pre></div>
<p>Combine these into a single <code>list</code>, then merge each implicate with the summary extract:</p>
<div class="sourceCode" id="cb1292"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1292-1"><a href="survey-of-consumer-finances-scf.html#cb1292-1" tabindex="-1"></a>scf_imp <span class="ot">&lt;-</span> <span class="fu">list</span>( s1_df , s2_df , s3_df , s4_df , s5_df )</span>
<span id="cb1292-2"><a href="survey-of-consumer-finances-scf.html#cb1292-2" tabindex="-1"></a></span>
<span id="cb1292-3"><a href="survey-of-consumer-finances-scf.html#cb1292-3" tabindex="-1"></a>scf_list <span class="ot">&lt;-</span> <span class="fu">lapply</span>( scf_imp , merge , ext_df )</span></code></pre></div>
<p>Replace all missing values in the replicate weights table with zeroes, multiply the replicate weights by the multiplication factor, then only keep the unique identifier and the final (combined) replicate weights:</p>
<div class="sourceCode" id="cb1293"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1293-1"><a href="survey-of-consumer-finances-scf.html#cb1293-1" tabindex="-1"></a>scf_rw_df[ <span class="fu">is.na</span>( scf_rw_df ) ] <span class="ot">&lt;-</span> <span class="dv">0</span></span>
<span id="cb1293-2"><a href="survey-of-consumer-finances-scf.html#cb1293-2" tabindex="-1"></a></span>
<span id="cb1293-3"><a href="survey-of-consumer-finances-scf.html#cb1293-3" tabindex="-1"></a>scf_rw_df[ , <span class="fu">paste0</span>( <span class="st">&#39;wgt&#39;</span> , <span class="dv">1</span><span class="sc">:</span><span class="dv">999</span> ) ] <span class="ot">&lt;-</span></span>
<span id="cb1293-4"><a href="survey-of-consumer-finances-scf.html#cb1293-4" tabindex="-1"></a>    scf_rw_df[ , <span class="fu">paste0</span>( <span class="st">&#39;wt1b&#39;</span> , <span class="dv">1</span><span class="sc">:</span><span class="dv">999</span> ) ] <span class="sc">*</span> scf_rw_df[ , <span class="fu">paste0</span>( <span class="st">&#39;mm&#39;</span> , <span class="dv">1</span><span class="sc">:</span><span class="dv">999</span> ) ]</span>
<span id="cb1293-5"><a href="survey-of-consumer-finances-scf.html#cb1293-5" tabindex="-1"></a></span>
<span id="cb1293-6"><a href="survey-of-consumer-finances-scf.html#cb1293-6" tabindex="-1"></a>scf_rw_df <span class="ot">&lt;-</span> scf_rw_df[ , <span class="fu">c</span>( <span class="st">&#39;yy1&#39;</span> , <span class="fu">paste0</span>( <span class="st">&#39;wgt&#39;</span> , <span class="dv">1</span><span class="sc">:</span><span class="dv">999</span> ) ) ]</span></code></pre></div>
<p>Sort both the five implicates and also the replicate weights table by the unique identifier:</p>
<div class="sourceCode" id="cb1294"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1294-1"><a href="survey-of-consumer-finances-scf.html#cb1294-1" tabindex="-1"></a>scf_list <span class="ot">&lt;-</span> <span class="fu">lapply</span>( scf_list , <span class="cf">function</span>( w ) w[ <span class="fu">order</span>( w[ , <span class="st">&#39;yy1&#39;</span> ] ) , ] )</span>
<span id="cb1294-2"><a href="survey-of-consumer-finances-scf.html#cb1294-2" tabindex="-1"></a></span>
<span id="cb1294-3"><a href="survey-of-consumer-finances-scf.html#cb1294-3" tabindex="-1"></a>scf_rw_df <span class="ot">&lt;-</span> scf_rw_df[ <span class="fu">order</span>( scf_rw_df[ , <span class="st">&#39;yy1&#39;</span> ] ) , ]</span></code></pre></div>
<p>Define the design:</p>
<div class="sourceCode" id="cb1295"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1295-1"><a href="survey-of-consumer-finances-scf.html#cb1295-1" tabindex="-1"></a><span class="fu">library</span>(survey)</span>
<span id="cb1295-2"><a href="survey-of-consumer-finances-scf.html#cb1295-2" tabindex="-1"></a><span class="fu">library</span>(mitools)</span>
<span id="cb1295-3"><a href="survey-of-consumer-finances-scf.html#cb1295-3" tabindex="-1"></a></span>
<span id="cb1295-4"><a href="survey-of-consumer-finances-scf.html#cb1295-4" tabindex="-1"></a>scf_design <span class="ot">&lt;-</span> </span>
<span id="cb1295-5"><a href="survey-of-consumer-finances-scf.html#cb1295-5" tabindex="-1"></a>    <span class="fu">svrepdesign</span>( </span>
<span id="cb1295-6"><a href="survey-of-consumer-finances-scf.html#cb1295-6" tabindex="-1"></a>        <span class="at">weights =</span> <span class="sc">~</span>wgt , </span>
<span id="cb1295-7"><a href="survey-of-consumer-finances-scf.html#cb1295-7" tabindex="-1"></a>        <span class="at">repweights =</span> scf_rw_df[ , <span class="sc">-</span><span class="dv">1</span> ] , </span>
<span id="cb1295-8"><a href="survey-of-consumer-finances-scf.html#cb1295-8" tabindex="-1"></a>        <span class="at">data =</span> <span class="fu">imputationList</span>( scf_list ) , </span>
<span id="cb1295-9"><a href="survey-of-consumer-finances-scf.html#cb1295-9" tabindex="-1"></a>        <span class="at">scale =</span> <span class="dv">1</span> ,</span>
<span id="cb1295-10"><a href="survey-of-consumer-finances-scf.html#cb1295-10" tabindex="-1"></a>        <span class="at">rscales =</span> <span class="fu">rep</span>( <span class="dv">1</span> <span class="sc">/</span> <span class="dv">998</span> , <span class="dv">999</span> ) ,</span>
<span id="cb1295-11"><a href="survey-of-consumer-finances-scf.html#cb1295-11" tabindex="-1"></a>        <span class="at">mse =</span> <span class="cn">FALSE</span> ,</span>
<span id="cb1295-12"><a href="survey-of-consumer-finances-scf.html#cb1295-12" tabindex="-1"></a>        <span class="at">type =</span> <span class="st">&quot;other&quot;</span> ,</span>
<span id="cb1295-13"><a href="survey-of-consumer-finances-scf.html#cb1295-13" tabindex="-1"></a>        <span class="at">combined.weights =</span> <span class="cn">TRUE</span></span>
<span id="cb1295-14"><a href="survey-of-consumer-finances-scf.html#cb1295-14" tabindex="-1"></a>    )</span></code></pre></div>
</div>
<div id="variable-recoding-43" class="section level3 unnumbered hasAnchor">
<h3>Variable Recoding<a href="survey-of-consumer-finances-scf.html#variable-recoding-43" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Add new columns to the data set:</p>
<div class="sourceCode" id="cb1296"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1296-1"><a href="survey-of-consumer-finances-scf.html#cb1296-1" tabindex="-1"></a>scf_design <span class="ot">&lt;-</span> </span>
<span id="cb1296-2"><a href="survey-of-consumer-finances-scf.html#cb1296-2" tabindex="-1"></a>    <span class="fu">update</span>( </span>
<span id="cb1296-3"><a href="survey-of-consumer-finances-scf.html#cb1296-3" tabindex="-1"></a>        scf_design , </span>
<span id="cb1296-4"><a href="survey-of-consumer-finances-scf.html#cb1296-4" tabindex="-1"></a>        </span>
<span id="cb1296-5"><a href="survey-of-consumer-finances-scf.html#cb1296-5" tabindex="-1"></a>        <span class="at">hhsex =</span> <span class="fu">factor</span>( hhsex , <span class="at">levels =</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">2</span> , <span class="at">labels =</span> <span class="fu">c</span>( <span class="st">&quot;male&quot;</span> , <span class="st">&quot;female&quot;</span> ) ) ,</span>
<span id="cb1296-6"><a href="survey-of-consumer-finances-scf.html#cb1296-6" tabindex="-1"></a>        </span>
<span id="cb1296-7"><a href="survey-of-consumer-finances-scf.html#cb1296-7" tabindex="-1"></a>        <span class="at">married =</span> <span class="fu">as.numeric</span>( married <span class="sc">==</span> <span class="dv">1</span> ) ,</span>
<span id="cb1296-8"><a href="survey-of-consumer-finances-scf.html#cb1296-8" tabindex="-1"></a>        </span>
<span id="cb1296-9"><a href="survey-of-consumer-finances-scf.html#cb1296-9" tabindex="-1"></a>        <span class="at">edcl =</span> </span>
<span id="cb1296-10"><a href="survey-of-consumer-finances-scf.html#cb1296-10" tabindex="-1"></a>            <span class="fu">factor</span>( </span>
<span id="cb1296-11"><a href="survey-of-consumer-finances-scf.html#cb1296-11" tabindex="-1"></a>                edcl , </span>
<span id="cb1296-12"><a href="survey-of-consumer-finances-scf.html#cb1296-12" 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="cb1296-13"><a href="survey-of-consumer-finances-scf.html#cb1296-13" tabindex="-1"></a>                <span class="at">labels =</span> </span>
<span id="cb1296-14"><a href="survey-of-consumer-finances-scf.html#cb1296-14" tabindex="-1"></a>                    <span class="fu">c</span>( </span>
<span id="cb1296-15"><a href="survey-of-consumer-finances-scf.html#cb1296-15" tabindex="-1"></a>                        <span class="st">&quot;less than high school&quot;</span> , </span>
<span id="cb1296-16"><a href="survey-of-consumer-finances-scf.html#cb1296-16" tabindex="-1"></a>                        <span class="st">&quot;high school or GED&quot;</span> , </span>
<span id="cb1296-17"><a href="survey-of-consumer-finances-scf.html#cb1296-17" tabindex="-1"></a>                        <span class="st">&quot;some college&quot;</span> , </span>
<span id="cb1296-18"><a href="survey-of-consumer-finances-scf.html#cb1296-18" tabindex="-1"></a>                        <span class="st">&quot;college degree&quot;</span> </span>
<span id="cb1296-19"><a href="survey-of-consumer-finances-scf.html#cb1296-19" tabindex="-1"></a>                    ) </span>
<span id="cb1296-20"><a href="survey-of-consumer-finances-scf.html#cb1296-20" tabindex="-1"></a>            )</span>
<span id="cb1296-21"><a href="survey-of-consumer-finances-scf.html#cb1296-21" tabindex="-1"></a></span>
<span id="cb1296-22"><a href="survey-of-consumer-finances-scf.html#cb1296-22" tabindex="-1"></a>    )</span></code></pre></div>
<hr />
</div>
</div>
<div id="analysis-examples-with-the-survey-library-35" class="section level2 unnumbered hasAnchor">
<h2>Analysis Examples with the <code>survey</code> library  <a href="survey-of-consumer-finances-scf.html#analysis-examples-with-the-survey-library-35" class="anchor-section" aria-label="Anchor link to header"></a></h2>
<div id="unweighted-counts-43" class="section level3 unnumbered hasAnchor">
<h3>Unweighted Counts<a href="survey-of-consumer-finances-scf.html#unweighted-counts-43" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Count the unweighted number of records in the survey sample, overall and by groups:</p>
<div class="sourceCode" id="cb1297"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1297-1"><a href="survey-of-consumer-finances-scf.html#cb1297-1" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design , <span class="fu">svyby</span>( <span class="sc">~</span> five , <span class="sc">~</span> five , unwtd.count ) ) )</span>
<span id="cb1297-2"><a href="survey-of-consumer-finances-scf.html#cb1297-2" tabindex="-1"></a></span>
<span id="cb1297-3"><a href="survey-of-consumer-finances-scf.html#cb1297-3" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design , <span class="fu">svyby</span>( <span class="sc">~</span> five , <span class="sc">~</span> hhsex , unwtd.count ) ) )</span></code></pre></div>
</div>
<div id="weighted-counts-35" class="section level3 unnumbered hasAnchor">
<h3>Weighted Counts<a href="survey-of-consumer-finances-scf.html#weighted-counts-35" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Count the weighted size of the generalizable population, overall and by groups:</p>
<div class="sourceCode" id="cb1298"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1298-1"><a href="survey-of-consumer-finances-scf.html#cb1298-1" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design , <span class="fu">svytotal</span>( <span class="sc">~</span> five ) ) )</span>
<span id="cb1298-2"><a href="survey-of-consumer-finances-scf.html#cb1298-2" tabindex="-1"></a></span>
<span id="cb1298-3"><a href="survey-of-consumer-finances-scf.html#cb1298-3" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design ,</span>
<span id="cb1298-4"><a href="survey-of-consumer-finances-scf.html#cb1298-4" tabindex="-1"></a>    <span class="fu">svyby</span>( <span class="sc">~</span> five , <span class="sc">~</span> hhsex , svytotal )</span>
<span id="cb1298-5"><a href="survey-of-consumer-finances-scf.html#cb1298-5" tabindex="-1"></a>) )</span></code></pre></div>
</div>
<div id="descriptive-statistics-43" class="section level3 unnumbered hasAnchor">
<h3>Descriptive Statistics<a href="survey-of-consumer-finances-scf.html#descriptive-statistics-43" 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="cb1299"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1299-1"><a href="survey-of-consumer-finances-scf.html#cb1299-1" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design , <span class="fu">svymean</span>( <span class="sc">~</span> networth ) ) )</span>
<span id="cb1299-2"><a href="survey-of-consumer-finances-scf.html#cb1299-2" tabindex="-1"></a></span>
<span id="cb1299-3"><a href="survey-of-consumer-finances-scf.html#cb1299-3" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design ,</span>
<span id="cb1299-4"><a href="survey-of-consumer-finances-scf.html#cb1299-4" tabindex="-1"></a>    <span class="fu">svyby</span>( <span class="sc">~</span> networth , <span class="sc">~</span> hhsex , svymean )</span>
<span id="cb1299-5"><a href="survey-of-consumer-finances-scf.html#cb1299-5" tabindex="-1"></a>) )</span></code></pre></div>
<p>Calculate the distribution of a categorical variable, overall and by groups:</p>
<div class="sourceCode" id="cb1300"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1300-1"><a href="survey-of-consumer-finances-scf.html#cb1300-1" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design , <span class="fu">svymean</span>( <span class="sc">~</span> edcl ) ) )</span>
<span id="cb1300-2"><a href="survey-of-consumer-finances-scf.html#cb1300-2" tabindex="-1"></a></span>
<span id="cb1300-3"><a href="survey-of-consumer-finances-scf.html#cb1300-3" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design ,</span>
<span id="cb1300-4"><a href="survey-of-consumer-finances-scf.html#cb1300-4" tabindex="-1"></a>    <span class="fu">svyby</span>( <span class="sc">~</span> edcl , <span class="sc">~</span> hhsex , svymean )</span>
<span id="cb1300-5"><a href="survey-of-consumer-finances-scf.html#cb1300-5" tabindex="-1"></a>) )</span></code></pre></div>
<p>Calculate the sum of a linear variable, overall and by groups:</p>
<div class="sourceCode" id="cb1301"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1301-1"><a href="survey-of-consumer-finances-scf.html#cb1301-1" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design , <span class="fu">svytotal</span>( <span class="sc">~</span> networth ) ) )</span>
<span id="cb1301-2"><a href="survey-of-consumer-finances-scf.html#cb1301-2" tabindex="-1"></a></span>
<span id="cb1301-3"><a href="survey-of-consumer-finances-scf.html#cb1301-3" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design ,</span>
<span id="cb1301-4"><a href="survey-of-consumer-finances-scf.html#cb1301-4" tabindex="-1"></a>    <span class="fu">svyby</span>( <span class="sc">~</span> networth , <span class="sc">~</span> hhsex , svytotal )</span>
<span id="cb1301-5"><a href="survey-of-consumer-finances-scf.html#cb1301-5" tabindex="-1"></a>) )</span></code></pre></div>
<p>Calculate the weighted sum of a categorical variable, overall and by groups:</p>
<div class="sourceCode" id="cb1302"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1302-1"><a href="survey-of-consumer-finances-scf.html#cb1302-1" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design , <span class="fu">svytotal</span>( <span class="sc">~</span> edcl ) ) )</span>
<span id="cb1302-2"><a href="survey-of-consumer-finances-scf.html#cb1302-2" tabindex="-1"></a></span>
<span id="cb1302-3"><a href="survey-of-consumer-finances-scf.html#cb1302-3" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design ,</span>
<span id="cb1302-4"><a href="survey-of-consumer-finances-scf.html#cb1302-4" tabindex="-1"></a>    <span class="fu">svyby</span>( <span class="sc">~</span> edcl , <span class="sc">~</span> hhsex , svytotal )</span>
<span id="cb1302-5"><a href="survey-of-consumer-finances-scf.html#cb1302-5" 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="cb1303"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1303-1"><a href="survey-of-consumer-finances-scf.html#cb1303-1" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design ,</span>
<span id="cb1303-2"><a href="survey-of-consumer-finances-scf.html#cb1303-2" tabindex="-1"></a>    <span class="fu">svyquantile</span>(</span>
<span id="cb1303-3"><a href="survey-of-consumer-finances-scf.html#cb1303-3" tabindex="-1"></a>        <span class="sc">~</span> networth ,</span>
<span id="cb1303-4"><a href="survey-of-consumer-finances-scf.html#cb1303-4" tabindex="-1"></a>        <span class="fl">0.5</span> , <span class="at">se =</span> <span class="cn">TRUE</span> , <span class="at">interval.type =</span> <span class="st">&#39;quantile&#39;</span> </span>
<span id="cb1303-5"><a href="survey-of-consumer-finances-scf.html#cb1303-5" tabindex="-1"></a>) ) )</span>
<span id="cb1303-6"><a href="survey-of-consumer-finances-scf.html#cb1303-6" tabindex="-1"></a></span>
<span id="cb1303-7"><a href="survey-of-consumer-finances-scf.html#cb1303-7" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design ,</span>
<span id="cb1303-8"><a href="survey-of-consumer-finances-scf.html#cb1303-8" tabindex="-1"></a>    <span class="fu">svyby</span>(</span>
<span id="cb1303-9"><a href="survey-of-consumer-finances-scf.html#cb1303-9" tabindex="-1"></a>        <span class="sc">~</span> networth , <span class="sc">~</span> hhsex , svyquantile ,</span>
<span id="cb1303-10"><a href="survey-of-consumer-finances-scf.html#cb1303-10" tabindex="-1"></a>        <span class="fl">0.5</span> , <span class="at">se =</span> <span class="cn">TRUE</span> , <span class="at">interval.type =</span> <span class="st">&#39;quantile&#39;</span> ,</span>
<span id="cb1303-11"><a href="survey-of-consumer-finances-scf.html#cb1303-11" tabindex="-1"></a>        <span class="at">ci =</span> <span class="cn">TRUE</span> </span>
<span id="cb1303-12"><a href="survey-of-consumer-finances-scf.html#cb1303-12" tabindex="-1"></a>) ) )</span></code></pre></div>
<p>Estimate a ratio:</p>
<div class="sourceCode" id="cb1304"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1304-1"><a href="survey-of-consumer-finances-scf.html#cb1304-1" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design ,</span>
<span id="cb1304-2"><a href="survey-of-consumer-finances-scf.html#cb1304-2" tabindex="-1"></a>    <span class="fu">svyratio</span>( <span class="at">numerator =</span> <span class="sc">~</span> income , <span class="at">denominator =</span> <span class="sc">~</span> networth )</span>
<span id="cb1304-3"><a href="survey-of-consumer-finances-scf.html#cb1304-3" tabindex="-1"></a>) )</span></code></pre></div>
</div>
<div id="subsetting-43" class="section level3 unnumbered hasAnchor">
<h3>Subsetting<a href="survey-of-consumer-finances-scf.html#subsetting-43" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Restrict the survey design to labor force participants:</p>
<div class="sourceCode" id="cb1305"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1305-1"><a href="survey-of-consumer-finances-scf.html#cb1305-1" tabindex="-1"></a>sub_scf_design <span class="ot">&lt;-</span> <span class="fu">subset</span>( scf_design , lf <span class="sc">==</span> <span class="dv">1</span> )</span></code></pre></div>
<p>Calculate the mean (average) of this subset:</p>
<div class="sourceCode" id="cb1306"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1306-1"><a href="survey-of-consumer-finances-scf.html#cb1306-1" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( sub_scf_design , <span class="fu">svymean</span>( <span class="sc">~</span> networth ) ) )</span></code></pre></div>
</div>
<div id="measures-of-uncertainty-43" class="section level3 unnumbered hasAnchor">
<h3>Measures of Uncertainty<a href="survey-of-consumer-finances-scf.html#measures-of-uncertainty-43" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Extract the coefficient, standard error, confidence interval, and coefficient of variation from any descriptive statistics function result, overall and by groups:</p>
<div class="sourceCode" id="cb1307"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1307-1"><a href="survey-of-consumer-finances-scf.html#cb1307-1" tabindex="-1"></a>this_result <span class="ot">&lt;-</span></span>
<span id="cb1307-2"><a href="survey-of-consumer-finances-scf.html#cb1307-2" tabindex="-1"></a>    <span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design ,</span>
<span id="cb1307-3"><a href="survey-of-consumer-finances-scf.html#cb1307-3" tabindex="-1"></a>        <span class="fu">svymean</span>( <span class="sc">~</span> networth )</span>
<span id="cb1307-4"><a href="survey-of-consumer-finances-scf.html#cb1307-4" tabindex="-1"></a>    ) )</span>
<span id="cb1307-5"><a href="survey-of-consumer-finances-scf.html#cb1307-5" tabindex="-1"></a></span>
<span id="cb1307-6"><a href="survey-of-consumer-finances-scf.html#cb1307-6" tabindex="-1"></a><span class="fu">coef</span>( this_result )</span>
<span id="cb1307-7"><a href="survey-of-consumer-finances-scf.html#cb1307-7" tabindex="-1"></a><span class="fu">SE</span>( this_result )</span>
<span id="cb1307-8"><a href="survey-of-consumer-finances-scf.html#cb1307-8" tabindex="-1"></a><span class="fu">confint</span>( this_result )</span>
<span id="cb1307-9"><a href="survey-of-consumer-finances-scf.html#cb1307-9" tabindex="-1"></a><span class="fu">cv</span>( this_result )</span>
<span id="cb1307-10"><a href="survey-of-consumer-finances-scf.html#cb1307-10" tabindex="-1"></a></span>
<span id="cb1307-11"><a href="survey-of-consumer-finances-scf.html#cb1307-11" tabindex="-1"></a>grouped_result <span class="ot">&lt;-</span></span>
<span id="cb1307-12"><a href="survey-of-consumer-finances-scf.html#cb1307-12" tabindex="-1"></a>    <span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design ,</span>
<span id="cb1307-13"><a href="survey-of-consumer-finances-scf.html#cb1307-13" tabindex="-1"></a>        <span class="fu">svyby</span>( <span class="sc">~</span> networth , <span class="sc">~</span> hhsex , svymean )</span>
<span id="cb1307-14"><a href="survey-of-consumer-finances-scf.html#cb1307-14" tabindex="-1"></a>    ) )</span>
<span id="cb1307-15"><a href="survey-of-consumer-finances-scf.html#cb1307-15" tabindex="-1"></a></span>
<span id="cb1307-16"><a href="survey-of-consumer-finances-scf.html#cb1307-16" tabindex="-1"></a><span class="fu">coef</span>( grouped_result )</span>
<span id="cb1307-17"><a href="survey-of-consumer-finances-scf.html#cb1307-17" tabindex="-1"></a><span class="fu">SE</span>( grouped_result )</span>
<span id="cb1307-18"><a href="survey-of-consumer-finances-scf.html#cb1307-18" tabindex="-1"></a><span class="fu">confint</span>( grouped_result )</span>
<span id="cb1307-19"><a href="survey-of-consumer-finances-scf.html#cb1307-19" tabindex="-1"></a><span class="fu">cv</span>( grouped_result )</span></code></pre></div>
<p>Calculate the degrees of freedom of any survey design object:</p>
<div class="sourceCode" id="cb1308"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1308-1"><a href="survey-of-consumer-finances-scf.html#cb1308-1" tabindex="-1"></a><span class="fu">degf</span>( scf_design<span class="sc">$</span>designs[[<span class="dv">1</span>]] )</span></code></pre></div>
<p>Calculate the complex sample survey-adjusted variance of any statistic:</p>
<div class="sourceCode" id="cb1309"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1309-1"><a href="survey-of-consumer-finances-scf.html#cb1309-1" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design , <span class="fu">svyvar</span>( <span class="sc">~</span> networth ) ) )</span></code></pre></div>
<p>Include the complex sample design effect in the result for a specific statistic:</p>
<div class="sourceCode" id="cb1310"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1310-1"><a href="survey-of-consumer-finances-scf.html#cb1310-1" tabindex="-1"></a><span class="co"># SRS without replacement</span></span>
<span id="cb1310-2"><a href="survey-of-consumer-finances-scf.html#cb1310-2" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design ,</span>
<span id="cb1310-3"><a href="survey-of-consumer-finances-scf.html#cb1310-3" tabindex="-1"></a>    <span class="fu">svymean</span>( <span class="sc">~</span> networth , <span class="at">deff =</span> <span class="cn">TRUE</span> )</span>
<span id="cb1310-4"><a href="survey-of-consumer-finances-scf.html#cb1310-4" tabindex="-1"></a>) )</span>
<span id="cb1310-5"><a href="survey-of-consumer-finances-scf.html#cb1310-5" tabindex="-1"></a></span>
<span id="cb1310-6"><a href="survey-of-consumer-finances-scf.html#cb1310-6" tabindex="-1"></a><span class="co"># SRS with replacement</span></span>
<span id="cb1310-7"><a href="survey-of-consumer-finances-scf.html#cb1310-7" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design ,</span>
<span id="cb1310-8"><a href="survey-of-consumer-finances-scf.html#cb1310-8" tabindex="-1"></a>    <span class="fu">svymean</span>( <span class="sc">~</span> networth , <span class="at">deff =</span> <span class="st">&quot;replace&quot;</span> )</span>
<span id="cb1310-9"><a href="survey-of-consumer-finances-scf.html#cb1310-9" tabindex="-1"></a>) )</span></code></pre></div>
<p>Compute confidence intervals for proportions using methods that may be more accurate near 0 and 1. See <code>?svyciprop</code> for alternatives:</p>
<div class="sourceCode" id="cb1311"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1311-1"><a href="survey-of-consumer-finances-scf.html#cb1311-1" tabindex="-1"></a><span class="co"># MIsvyciprop( ~ married , scf_design ,</span></span>
<span id="cb1311-2"><a href="survey-of-consumer-finances-scf.html#cb1311-2" tabindex="-1"></a><span class="co">#   method = &quot;likelihood&quot; )</span></span></code></pre></div>
</div>
<div id="regression-models-and-tests-of-association-43" class="section level3 unnumbered hasAnchor">
<h3>Regression Models and Tests of Association<a href="survey-of-consumer-finances-scf.html#regression-models-and-tests-of-association-43" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Perform a design-based t-test:</p>
<div class="sourceCode" id="cb1312"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1312-1"><a href="survey-of-consumer-finances-scf.html#cb1312-1" tabindex="-1"></a><span class="co"># MIsvyttest( networth ~ married , scf_design )</span></span></code></pre></div>
<p>Perform a chi-squared test of association for survey data:</p>
<div class="sourceCode" id="cb1313"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1313-1"><a href="survey-of-consumer-finances-scf.html#cb1313-1" tabindex="-1"></a><span class="co"># MIsvychisq( ~ married + edcl , scf_design )</span></span></code></pre></div>
<p>Perform a survey-weighted generalized linear model:</p>
<div class="sourceCode" id="cb1314"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1314-1"><a href="survey-of-consumer-finances-scf.html#cb1314-1" tabindex="-1"></a>glm_result <span class="ot">&lt;-</span> </span>
<span id="cb1314-2"><a href="survey-of-consumer-finances-scf.html#cb1314-2" tabindex="-1"></a>    <span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design ,</span>
<span id="cb1314-3"><a href="survey-of-consumer-finances-scf.html#cb1314-3" tabindex="-1"></a>        <span class="fu">svyglm</span>( networth <span class="sc">~</span> married <span class="sc">+</span> edcl )</span>
<span id="cb1314-4"><a href="survey-of-consumer-finances-scf.html#cb1314-4" tabindex="-1"></a>    ) )</span>
<span id="cb1314-5"><a href="survey-of-consumer-finances-scf.html#cb1314-5" tabindex="-1"></a>    </span>
<span id="cb1314-6"><a href="survey-of-consumer-finances-scf.html#cb1314-6" tabindex="-1"></a><span class="fu">summary</span>( glm_result )</span></code></pre></div>
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</div>
<div id="replication-example-41" class="section level2 unnumbered hasAnchor">
<h2>Replication Example<a href="survey-of-consumer-finances-scf.html#replication-example-41" class="anchor-section" aria-label="Anchor link to header"></a></h2>
<p>This example matches the “Table 4” tab’s cell Y6 of the <a href="https://www.federalreserve.gov/econres/files/scf2022_tables_public_nominal_historical.xlsx">Excel Based on Public Data</a>:</p>
<div class="sourceCode" id="cb1315"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1315-1"><a href="survey-of-consumer-finances-scf.html#cb1315-1" tabindex="-1"></a>mean_net_worth <span class="ot">&lt;-</span> <span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design , <span class="fu">svymean</span>( <span class="sc">~</span> networth ) ) )</span>
<span id="cb1315-2"><a href="survey-of-consumer-finances-scf.html#cb1315-2" tabindex="-1"></a></span>
<span id="cb1315-3"><a href="survey-of-consumer-finances-scf.html#cb1315-3" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">coef</span>( mean_net_worth ) <span class="sc">/</span> <span class="dv">1000</span> , <span class="dv">1</span> ) <span class="sc">==</span> <span class="fl">1059.5</span> )</span></code></pre></div>
<p>This example comes within $500 of the standard error of mean net worth from Table 2 of the <a href="https://www.federalreserve.gov/publications/files/scf23.pdf#page=18">Federal Reserve Bulletin</a>, displaying the minor differences between the <a href="https://www.federalreserve.gov/econres/files/scf2022_tables_internal_nominal_historical.xlsx">Internal Data</a> and <a href="https://www.federalreserve.gov/econres/files/scf2022_tables_public_nominal_historical.xlsx">Public Data</a>:</p>
<div class="sourceCode" id="cb1316"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1316-1"><a href="survey-of-consumer-finances-scf.html#cb1316-1" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">abs</span>( <span class="fl">23.2</span> <span class="sc">-</span> <span class="fu">round</span>( <span class="fu">SE</span>( mean_net_worth ) <span class="sc">/</span> <span class="dv">1000</span> , <span class="dv">1</span> ) ) <span class="sc">&lt;</span> <span class="fl">0.5</span> )</span></code></pre></div>
<p>This example matches the “Table 4” tab’s cells X6 of the <a href="https://www.federalreserve.gov/econres/files/scf2022_tables_public_nominal_historical.xlsx">Excel Based on Public Data</a>:</p>
<div class="sourceCode" id="cb1317"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1317-1"><a href="survey-of-consumer-finances-scf.html#cb1317-1" tabindex="-1"></a><span class="co"># compute quantile with all five implicates stacked (not the recommended technique)</span></span>
<span id="cb1317-2"><a href="survey-of-consumer-finances-scf.html#cb1317-2" tabindex="-1"></a>fake_design <span class="ot">&lt;-</span> <span class="fu">svydesign</span>( <span class="sc">~</span> <span class="dv">1</span> , <span class="at">data =</span> ext_df[ <span class="fu">c</span>( <span class="st">&#39;networth&#39;</span> , <span class="st">&#39;wgt&#39;</span> ) ] , <span class="at">weights =</span> <span class="sc">~</span> wgt )</span>
<span id="cb1317-3"><a href="survey-of-consumer-finances-scf.html#cb1317-3" tabindex="-1"></a></span>
<span id="cb1317-4"><a href="survey-of-consumer-finances-scf.html#cb1317-4" tabindex="-1"></a>median_net_worth_incorrect_errors <span class="ot">&lt;-</span> <span class="fu">svyquantile</span>( <span class="sc">~</span> networth , fake_design , <span class="fl">0.5</span> )</span>
<span id="cb1317-5"><a href="survey-of-consumer-finances-scf.html#cb1317-5" tabindex="-1"></a></span>
<span id="cb1317-6"><a href="survey-of-consumer-finances-scf.html#cb1317-6" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">coef</span>( median_net_worth_incorrect_errors ) <span class="sc">/</span> <span class="dv">1000</span> , <span class="dv">2</span> ) <span class="sc">==</span> <span class="fl">192.7</span> )</span></code></pre></div>
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<div id="poverty-and-inequality-estimation-with-convey-4" class="section level2 unnumbered hasAnchor">
<h2>Poverty and Inequality Estimation with <code>convey</code>  <a href="survey-of-consumer-finances-scf.html#poverty-and-inequality-estimation-with-convey-4" class="anchor-section" aria-label="Anchor link to header"></a></h2>
<p>The R <code>convey</code> library estimates measures of income concentration, poverty, inequality, and wellbeing. <a href="https://guilhermejacob.github.io/context/">This textbook</a> details the available features. As a starting point for SCF users, this code calculates the gini coefficient on complex sample survey data:</p>
<div class="sourceCode" id="cb1318"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1318-1"><a href="survey-of-consumer-finances-scf.html#cb1318-1" tabindex="-1"></a><span class="fu">library</span>(convey)</span>
<span id="cb1318-2"><a href="survey-of-consumer-finances-scf.html#cb1318-2" tabindex="-1"></a>scf_design<span class="sc">$</span>designs <span class="ot">&lt;-</span> <span class="fu">lapply</span>( scf_design<span class="sc">$</span>designs , convey_prep )</span>
<span id="cb1318-3"><a href="survey-of-consumer-finances-scf.html#cb1318-3" tabindex="-1"></a></span>
<span id="cb1318-4"><a href="survey-of-consumer-finances-scf.html#cb1318-4" tabindex="-1"></a><span class="fu">scf_MIcombine</span>( <span class="fu">with</span>( scf_design , <span class="fu">svygini</span>( <span class="sc">~</span> networth ) ) )</span></code></pre></div>

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