Metadata-Version: 2.1
Name: westat
Version: 0.1.4
Summary: A package for stat and data miner,calculate woe and iv,and plot woe ,plot iv,calculate ks ,plot ks and auc,plot roc
Project-URL: homepage, http://www.pyminer.com
Project-URL: documentation, https://gitee.com/py2cn/pyminer/wikis
Project-URL: repository, https://gitee.com/py2cn/pyminer
Author-email: py2cn <aboutlong@qq.com>
License-File: LICENSE
Keywords: auc,iv,ks,psi,roc,stat,woe
Classifier: Development Status :: 3 - Alpha
Classifier: Environment :: Console
Classifier: Intended Audience :: Science/Research
Classifier: License :: OSI Approved :: GNU General Public License v3 (GPLv3)
Classifier: Operating System :: OS Independent
Classifier: Programming Language :: Python :: 3
Classifier: Topic :: Scientific/Engineering
Requires-Python: >=3.8
Description-Content-Type: text/markdown

<p></p>

<img src="static/logo.png" width = "300" height = "500" alt="westat logo" align=center />

<p></p>

### Description 
A package for stat and data miner,calculate woe and iv,and plot woe ,plot iv,calculate ks ,plot ks and auc,plot roc


This is a simple stat package. You can see more from 
[GitHub](https://github.com/stat-fit/westat).
Or 
[PyPI](https://pypi.org/project/westat/).


#### 安装

```bash
pip install westat
```

#### 查看westat版本号
```bash
import westat
westat.version
```

### 计算 AUC 和 KS
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<img src="static/计算AUC和KS.png" width = "300" height = "500" alt="计算AUC和KS" align=center />

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### 根据决策树分箱计算WoE和IV
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<img src="static/决策树计算IV.png" width = "300" height = "500" alt="根据决策树分箱计算WoE和IV" align=center />

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### 等频分箱计算WoE和IV
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<img src="static/等频分箱计算WoE和IV.png" width = "300" height = "500" alt="等频分箱计算WoE和IV" align=center />

<p></p>

### 根据切分点计算WoE和IV
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<img src="static/根据切分点计算WoE和IV.png" width = "300" height = "500" alt="根据切分点计算WoE和IV" align=center />

<p></p>

### 计算提升度Lift
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<img src="static/计算提升度Lift.png" width = "300" height = "500" alt="计算提升度Lift" align=center />

<p></p>

### 计算稳定性PSI
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<img src="static/计算稳定性PSI.png" width = "300" height = "500" alt="计算稳定性PSI" align=center />

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### 评分卡开发
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<img src="static/评分卡开发.png" width = "300" height = "500" alt="评分卡开发" align=center />

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### 预测模型分数
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<img src="static/预测模型分数.png" width = "300" height = "500" alt="预测模型分数" align=center />

<p></p>