Team: Jose Maldonado, Nomin Amgalan, Joshua Si
Final Report.pdf is our project report
src directory contains source code
Graphs contains our graphs from comparing data and our models
Data contains all of our compiled, processed, and extracted data (although ultimately we use final.csv in the demo)
Make sure Python 3 is installed
To ensure all requirements are installed, run:
pip3 install -r requirements.txt
To run our sample source, open predictingCases.py:
python3 predictingCases
Proceed to enter input, and it will return predictions on COVID-19 growth rates using our Neural Network and Linear Regression models.
Amit, Tomer. “Machine Learning & The Coronavirus.” Medium, Towards Data Science, 21 Mar. 2020, towardsdatascience.com/machine-learning-the-coronavirus-9cb8352e1b36.
Baragona, Steve. “Will Warmer Weather Slow COVID-19 Spread?” Voice of America, Voa News, 12 May 2020, www.voanews.com/covid-19-pandemic/will-warmer-weather-slow-covid-19-spread.
“COVID19 Global Forecasting (Week 1).” Kaggle, Kaggle, 19 Mar. 2020, www.kaggle.com/c/covid19-global-forecasting-week-1/data.
“COVID19 Global Forecasting (Week 2).” Kaggle, Kaggle, 26 Mar. 2020, www.kaggle.com/c/covid19-global-forecasting-week-2
“COVID19 Global Forecasting (Week 3).” Kaggle, Kaggle, 2 April 2020, www.kaggle.com/c/covid19-global-forecasting-week-3
“COVID19 Global Forecasting (Week 4).” Kaggle, Kaggle, 9 April 2020, www.kaggle.com/c/covid19-global-forecasting-week-4
davidbnn92. “Weather Data.” Kaggle, Kaggle, 12 Apr. 2020, www.kaggle.com/davidbnn92/weather-data.
designer, JHCHS website. “Situation Reports on the Novel Coronavirus Identified in China.” Johns Hopkins Center for Health Security, 3 June 2020, www.centerforhealthsecurity.org/resources/COVID-19/COVID-19-SituationReports.html.
Powell, Alvin. “Warm Weather May Have No Impact on COVID-19.” Harvard Gazette, 14 Apr. 2020, news.harvard.edu/gazette/story/2020/04/covid-19-may-not-go-away-in-warmer-weather-as-do-colds.
Almukhtar, S et al. (2020, March 03). Coronavirus in the U.S.: Latest Map and Case Count. Retrieved June 06, 2020, from https://www.nytimes.com/interactive/2020/us/coronavirus-us-cases.html
Smith et al. “Nytimes/Covid-19-Data.” GitHub, 6 June 2020, github.com/nytimes/covid-19-data.