Author(s): Ross, Connor & Wells, Katie
Instructor: Handel, Andreas PhD
Course: EPID 8060
Semester: Spring 2023
Title: Potential Drivers of COVID-19 Vaccine Administration Differences in the US
Manuscript: Manuscript.docx (Manuscript.docx -> products -> connor-katie-MADA-project)
Code files can be found in the 'code' folder of the project. See below for specific file locations.
In order to ensure that this project is reproducible and all files generate as intended. Please run in the following order from first to last
wrangling.qmd (wrangling.qmd -> processing_code -> code -> connor-katie-MADA-project)
exploration.qmd (exploration.qmd -> processing_code -> code connor-katie-MADA-project)
fitting.qmd (fitting.qmd -> analysis_code -> code -> connor-katie-MADA-project)
analysis.qmd (analysis.qmd -> analysis_code -> code -> connor-katie-MADA-project)
Manuscript.qmd (Manuscript.qmd -> manuscript -> products -> connor-katie-MADA-project)
raw_data: COVID-19_Vaccinations_in_the_United_States_Jurisdiction.csv -> raw_data -> data -> connor-katie-MADA-project (OR raw_data.rds - same location)
processed_data: SubData.csv -> processed_data -> data -> connor-katie-MADA-project ( OR SubData.rds - same location)
Wrangling/Preparing the Data (wrangling.qmd -> processing_code -> code -> connor-katie-MADA-project)
Imports raw dataset. Formats date
Creates SubData which add US Region based on state information. Filters for years of interest 21 - 22
Lays framework for the graphs used in exploration of the data (found in exploration.qmd).
Exploration/Exploring and Visualizing the Data (exploration.qmd -> processing_code -> code -> connor-katie-MADA-project)
Run to see the following visualizations:
Vacccine Distribution Overtime by Manufac. US Wide
Vaccine Administration Overtime by Manufac. US Wide
Vaccines Administered in Southeast Region
Vaccines Administered in Northeast Region
Vaccines Administered in MidWest Region
Vaccines Administered in SouthWest Region
Vaccines Administered in West Region
Fitting Models (fitting.qmd -> analysis_code -> code -> connor-katie-MADA-project)
lm1:
Outcome: Overall vaccine count
Predictor: Region
lm2 - lm6:
Outcome: \
Predictor: Region
lm7:
Outcome: Administered (total)
Predictor: Region & Distributed (total)
lm8:
Outcome: Administered (total)
Predictor: Region
lm9:
Outcome: Administered (total)
Predictor: Distributed (total)
NOTE: Some include 'model checks'