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python utils for detect data

Project description

TOAD

PyPi version Python version Build Status

Toad is developed to facilitate the model development work - especially credit risk scorecard.

It provides intuitive tools for

  • data handling
  • feature selection and WOE binning
  • model selection
  • results evaluation and model validation
  • scorecard transformation.

A basic tutorial is provided on readthedocs.

By the ESC Team

Install

via pip

pip install toad

via source code

python setup.py install

Usage

import toad


data = pd.read_csv('test.csv')

toad.detect(data)

toad.quality(data, target = 'TARGET', iv_only = True)

toad.IV(feature, target, method = 'dt', min_samples = 0.1)

Documents

A simple API docs

Project details


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Files for toad, version 0.0.58
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