lupin4 0.0.2

scorecard

lupin4

lupin4 is developed to facilitate the dichotomy model development work.

Usage

lupin4 is designed to develop standard scorecard model. It contains the main steps as follows:
1.Exploratory Data Analysis
lupin4.detect()
lupin4.quality()
lupin4.IV()
lupin4.VIF()

2.Feature Selection
lupin4.select()
lupin4.stepwise()

3.Binnings
lupin4.Combiner()
lupin4.WOETransformer()
lupin4.bin_stats()
lupin4.bin_plot()

4.Modeling
lupin4.ScoreCard()

5.Performance Measure
lupin4.perform()
lupin4.LIFT()
lupin4.score_plot()
lupin4.KS_bucket()
lupin4.PSI()
lupin4.KS()
lupin4.AUC()

Also lupin4 provides a function which runs all the steps above automaticly:
lupin4.auto_model()

For detailed usage, please refer to the wiki. Enjoy.

Install

via pip

pip install lupin4 --upgrade -i https://pypi.org/simple

via source code

python setup.py install

install_requires = [ 'numpy >= 1.18.4', 'pandas >= 0.25.1, <=0.25.3', 'scipy >= 1.3.2', 'scikit-learn =0.22.2', 'seaborn >= 0.10.1', 'statsmodels >= 0.13.1', 'tensorflow >= 2.2.0, <=2.5.0', 'hyperopt >= 0.2.7', 'pickle >= 4.0', ]