Metadata-Version: 2.1
Name: toad
Version: 0.0.57a0
Summary: python utils for detect data
Home-page: https://github.com/amphibian-dev/toad
Author: ESC Team
Author-email: secbone@gmail.com
License: MIT
Platform: UNKNOWN
Classifier: Operating System :: POSIX
Classifier: Operating System :: Microsoft :: Windows
Classifier: Operating System :: MacOS :: MacOS X
Classifier: Programming Language :: Python :: 3.5
Classifier: Programming Language :: Python :: 3.6
Classifier: Programming Language :: Python :: 3.7
Requires-Python: >=3.5
Description-Content-Type: text/markdown
Requires-Dist: numpy (>=1.15)
Requires-Dist: pandas
Requires-Dist: scipy
Requires-Dist: scikit-learn
Requires-Dist: statsmodels (>=0.10)
Requires-Dist: seaborn

<div align="center">
    <img src="https://raw.githubusercontent.com/amphibian-dev/toad/master/images/toadlogo.png" width="256px" />
</div>

# TOAD


[![PyPi version][pypi-image]][pypi-url]
[![Python version][python-image]][pypi-url]
[![Build Status][travis-image]][travis-url]


**Toad is developed to facilitate the model development work - especially credit risk scorecard.**
 It provides intuitive tools for (1) data handling, (2) feature selection and WOE binning, (3) model selection (4) results evaluation and model validation, and (5) scorecard transformation.

A [basic tutorial](https://toad.readthedocs.io/en/latest/tutorial.html) is provided on readthedocs.

By the **ESC Team**

## Install


via pip

```bash
pip install toad
```

via source code

```bash
python setup.py install
```

## Usage

```python
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](https://toad.readthedocs.io/en/latest/)


[pypi-image]: https://img.shields.io/pypi/v/toad.svg?style=flat-square
[pypi-url]: https://pypi.org/project/toad/
[python-image]: https://img.shields.io/pypi/pyversions/toad.svg?style=flat-square
[travis-image]: https://img.shields.io/travis/amphibian-dev/toad/master.svg?style=flat-square
[travis-url]: https://travis-ci.org/amphibian-dev/toad


