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Interpretation of Polish Credit dataset with Catboos and Partial Dependence Plots

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Polish Credit Partial Dependence Plots with bootstrapped confidence intervals

See Molnar 2021 http://arxiv.org/abs/2109.01433 for details.
Dataset https://archive.ics.uci.edu/ml/datasets/Polish+companies+bankruptcy+data

Install all required packages in your python environment

pip install scipy catboost shap seaborn jupyter statsmodels

or create a separate conda env

conda create -n pdenv python==3.9 scipy catboost shap seaborn jupyter statsmodels
conda activate pdenv

download dataset

python download.py

See jupyter notebook for examples

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Interpretation of Polish Credit dataset with Catboos and Partial Dependence Plots

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