Scroll over a county for further data
Updated: 2022-05-20
* Vaccination rates are counts percentages by county.
Source: Ohio Department of Health Dashboard Data

Scroll over a point for more information
Lower RUCC and UIC values are more urban
Updated: 2022-05-20
* Vaccination rates are counts percentages by county.
Sources: Ohio Department of Health Dashboard Data, American Community Survey, USDA Rural-Urban Continuum Codes, USDA Urban-Influence Codes,

Contributors

Austin Chamroontaneskul, Ethan Chapman, Darek Davis, John Doll, Angela Famera, Trung Le, Ashley Lefebvre, Elliot Maceda, Joshua McCoy, Madison McMillen, Deirdre Sperry, Abby Tietjen

Advisor

Dr. A. John Bailer

IT Server Support

Brad Koby

Revised: 2022-04-14

Sources

Data

• The Ohio COVID-19 data was obtained from a CSV data set downloaded from the Ohio Department of Health COVID-19 Dashboard
• The Population Data was obtained from a CSV data set downloaded from the Census Bureau
• The Rural-Urban Continiuum Codes and Urban-Influence Codes were obtained from the US Department of Agriculture

R Libraries

• C. Sievert. Interactive Web-Based Data Visualization with R, plotly, and shiny. Chapman and Hall/CRC Florida, 2020.
• Carson Sievert and Joe Cheng (2021). bslib: Custom 'Bootstrap' 'Sass' Themes for 'shiny' and 'rmarkdown'. R package version 0.3.1. https://CRAN.R-project.org/package=bslib
• Garrett Grolemund, Hadley Wickham (2011). Dates and Times Made Easy with lubridate. Journal of Statistical Software, 40(3), 1-25. URL http://www.jstatsoft.org/v40/i03/
• Matt Dancho and Davis Vaughan (2020). tidyquant: Tidy Quantitative Financial Analysis. R package version 1.0.1. https://CRAN.R-project.org/package=tidyquant
• Wickham et al., (2019). Welcome to the tidyverse. Journal of Open Source Software, 4(43), 1686, https://doi.org/10.21105/joss.01686
• Winston Chang, Joe Cheng, JJ Allaire, Yihui Xie and Jonathan McPherson (2020). shiny: Web Application Framework for R. R package version 1.5.0. https://CRAN.R-project.org/package=shiny