COVID-19 Analysis Report: United States

Executive Summary: Project for data analysis and visualization that shows statistics, trends and predictions for the COVID-19 pandemic in the United States of America.
This project presents a comprehensive analysis and visualization of COVID-19 infection, death rates, vaccination trends, hospitalization occupancy, lockdown orders, and economic indicators at both national and state levels. It also highlights the difference between forecasted infection rates and actual COVID-19 data.

103M+
Total Cases
1.2M+
Total Deaths
347M
Population
206M+
Vaccinations

Data source:

Data was collected from multiple sources including Centers for Disease Control and Prevention or US Bureau Of Labor Statistics.

Included plots:

Confirmed cases

Interactive visualization showing the progression of confirmed COVID-19 cases across different time periods.

Confirmed deaths

Interactive visualization showing the progression of confirmed COVID-19 deaths across different time periods.

Cumulative number of cases

Animated plot showing the cumulative number of confirmed COVID-19 cases in comparison to other countries.
cumulative_number_of_cases

Cumulative number of deaths

Animated plot showing the cumulative number of confirmed COVID-19 deaths in comparison to other countries.
cumulative_number_of_deaths

Total deaths by State

Map displaying total number of COVID-19 deaths by state with interactive features.

Normalized deaths by State

Map displaying death rate per 100 000 people by state with interactive features.

Countrywide Vaccination Trends

Overview of COVID-19 vaccination trends (full, 1 dose, boosters) countrywide.
usa_vaccinations

Statewide Vaccination Trends

Interactive overview of COVID-19 vaccination trends (full, 1 dose, boosters) statewide.

Hospital admissions vs new cases

Animated plot showing weekly COVID-19 hospital admissions compared to weekly new cases.
usa_hospital_vs_new_cases

Hospital vs ICU occupancy

Animated plot showing COVID-19 related hospital vs ICU occupancy.
usa_hospital_icu

Weekly new cases forecast with ARIMA

Statistical forecasting model (ARIMA) predicting weekly new cases vs actual data.
usa_covid_weekly_forecast_ARIMA

Weekly new cases forecast with SARIMA

Statistical forecasting model (SARIMA) predicting weekly new cases vs actual data.
usa_covid_weekly_forecast_SARIMA

Covid-19 cases in US colleges

Cumulative COVID-19 cases in US colleges during the 2020/2021 academic year

Statewide stay-at-home orders

Map visualizing states that did (or did not) issue a stay-at-home order in response to the pandemic.

Economic indicators

Interactive plot showing how economic indicators such as unemployment rate, export and import were affected during COVID-19 outbreak.

Unemployment rate per state

Map displaying state-level unemployment rate changes throughout the years.