reproducible-agile / COVID-19

Understanding COVID-19 Effects on Mobility: A Community-Engaged Approach

Understanding COVID-19 Effects on Mobility: A Community-Engaged Approach

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This repository contains the code for Understanding COVID-19 Effects on Mobility: A Community-Engaged Approach which is under review at AGILE 2022.

Given aggregated privacy-protected mobile device data, we aim to understand the impact of COVID-19 policy interventions on mobility.

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Steps to replicate results:

Mapping and analyzing human mobility changes:

Execute Mobility Reports.ipynb to replicate Figure 7 to 10 and Figure 16.

    Mobility Reports AGILE 2022.ipynb

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Long-duration visits for outbreak and non-outbreak group:

Execute Outbreaks.ipynb to replicate Figure 11.

    Outbreaks AGILE 2022.ipynb

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Observed and Predicted miles in traffic network:

Execute Traffic Network.ipynb to replicate Figure 13a to 13b using traffic_data.csv

    Traffic Network AGILE 2022.ipynb

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Miscilleanous Reports:

Execute Mobility Reports AGILE 2022.ipynb to replicate Time Spent at Home” and “Distance Travel from Home : Figure 14(a) and Figure 14(b) Mobility Assesment in MN : Figure 17(a) and Figure 17(b)

    Mobility Assesment AGILE 2022.ipynb

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Citation

Please cite using the following bibtex entry:

@article{,
  title={Understanding COVID-19 Effects on Mobility: A Community-Engaged Approach},
  author={Sharma, Arun},
  journal={},
  year={2022}
}