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Spatiotemporal Forecasting of Opioid-related Fatal Overdoses: Towards Best Practices for Modeling and Evaluation

Data

Cook County

Cook County Data is located in the cook-county directory. Running extract_dataset.py will recreate the necessary files

Massachusetts

Massachusetts data is unable to be shared, but our cleaning scripts are included in the massachusetts directory

Models

Simple Python Models

Most models are located in the experiment-runner directory, and running recreate_table.py will re-create the results from Table 1

Other models

CASTNet, the Bayesian spatiotemporal model, and the negative binomial regression are more complex to run, and reside in their own directories

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Given previous times and locations of opioid overdose deaths, can we predict where future interventions would be effective?

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