CliffEdge| An Integrated Assessment

An Integrated Assessment

Your challenge is to integrate various Earth Observation-derived features with available socio-economic data in order to discover or enhance our understanding of COVID-19 impacts.

Predictive Pandemic Prevention

Summary

Research and extraction of data from various sources.Extensive cleaning of data and selecting the relevant parameters in the relevant timeframe.Converting data into related matrices and arrays corresponding to countries, preventative or reactive measures and the amount of cases of coronavirus on each given day. Training regression models on data of measures implemented in each country and the current COVID-19 cases per million population on a given day to predict the spread of the pandemic over time and with the implementation of different safety measures.Comprehensive graphs of measures and predictions.Plan for correlation graphs of mobility, level of CO2 emissions and Nitrogen levels.

How We Addressed This Challenge

Our project identifies and predicts the accurate patterns and correlations between the implementation of safety measures and the spread of the pandemic.

This could be used to identify the most effective combination of measures to prevent further spread of the virus. This project could compare countries in similar socio-economic and cultural backgrounds to base the regression off of to get the most accurate predictions.

How We Developed This Project

We were inspired by hearing the daily cases on the news increase and no seeming solution come to light. With politicians confused, we knew that a tool to sugest the best preventative measures was needed.

Project Demo

https://drive.google.com/file/d/1xO_2Q7UXoE--lOi0XTzpN8vK7-2N6awj/view?usp=sharing

Project Code
Data & Resources

MOPITT – Carbon monoxide concentrations measurements subset for March and April 2019 and 2020

Ozone Monitoring Instrument (OMI) / Aura NO2 Tropospheric Column Density

Google COVID-19 Community Mobility Reports

ACAPS COVID-19: Government Measures Dataset

European Centre for Disease Prevention and Control  ecdc_covid19_cases.csv

Our World in Data COVID-19 dataset

Tags
#learning
Global Judging
This project was submitted for consideration during the Space Apps Global Judging process.