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  1. Interaction-Based-OP-of-PM2.5 Interaction-Based-OP-of-PM2.5 Public

    The Jupiter Notebook contains the code for training and evaluating the machine learning model, SHAP analysis and for generating visualizations and plots.

    Jupyter Notebook 4

  2. FLIT-SHAP FLIT-SHAP Public

    This function takes in SHAP values and the global intercept then generates the FLIT-SHAP values.

    Jupyter Notebook 2

  3. global_Oxidative-Potential global_Oxidative-Potential Public

    This repository contain the codes for statistical and machine learning analysis and figures in the manuscript titled "Source-Resolved PM2.5 Oxidative Potential Drives Global Mortality Burden: A Mac…

    Jupyter Notebook 1

  4. OP_Mortality OP_Mortality Public

    This repository contain the codes for statistical analysis and figures in the manuscript titled "Oxidative Potential Reveals Global Uncertainties in Mass-Based PM2.5 Mortality Risk"

    Jupyter Notebook