Data comes from ?df_county_unemployment. The choropleth is rendered with the function ?state_choropleth in the choroplethr package. Note that this command will write files to your local file system - see ?choroplethr_animate in the choroplethr package for details.
Add the following code to your website.
For more information on customizing the embed code, read Embedding Snippets.