Credit Default Prediction

This notebook investigates predicting credit card defaults using this dataset.

Dependencies

• Python 3
• Jupyter notebook
• Pandas
• scikit-learn
• plotnine
• xlrd

How to run

• Clone the repository

$ git clone [email protected]:panteha/default-prediction.git
$ cd default-prediction

• Set up a virtual environment

$ pip3 install virtualenv
$ virtualenv env
$ . env/bin/activate

• Install dependencies

$ pip3 install jupyter
$ pip3 install pandas
$ pip3 install matplotlib
$ pip3 install sklearn
$ pip3 install scipy
$ pip3 install plotnine
$ pip3 install xlrd

• Download the dataset

$ mkdir data
$ curl -o ./data/defaults.xls 'https://archive.ics.uci.edu/ml/machine-learning-databases/00350/default%20of%20credit%20card%20clients.xls'

• Run Jupyer notebook

$ jupyter notebook