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# skorecard
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`scorecard` is a scikit-learn compatible python package that helps streamline the development of credit risk acceptance models (scorecards).
Scorecards are ‘traditional’ models used by banks in the credit decision process. Internally, scorecards are Logistic Regressions models that make use of features that are binned into different groups. The process of binning is usually done manually by experts, and `skorecard` provides tools to makes this process easier. `skorecard` is built on top of [scikit-learn](https://pypi.org/project/scikit-learn/) as well as other excellent open sources projects like [optbinning](https://pypi.org/project/optbinning/), [dash](https://pypi.org/project/dash/) and [plotly](https://pypi.org/project/plotly/).
## Features ⭐
- Automate bucketing of features inside scikit-learn pipelines.
- Dash webapp to help manually tweak bucketing of features with business knowledge (*not yet available*)
- Extension to `sklearn.linear_model.LogisticRegression` that is also able to report p-values
- Plots and reports to speed up analysis and writing technical documentation.
## Installation
```shell
pip3 install skorecard
```
## Documentation
See [timvink.github.io/skorecard/](https://timvink.github.io/skorecard/).
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资源分类:Python库 所属语言:Python 资源全名:skorecard-0.1.tar.gz 资源来源:官方 安装方法:https://lanzao.blog.csdn.net/article/details/101784059
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skorecard-0.1.tar.gz (39个子文件)
skorecard-0.1
MANIFEST.in 64B
PKG-INFO 3KB
skorecard
pipeline
bucketing_process.py 14KB
pipeline.py 7KB
__init__.py 268B
metrics
metrics.py 3KB
__init__.py 86B
bucketers
base_bucketer.py 5KB
__init__.py 476B
bucketers.py 35KB
data
UCI_Credit_Card.zip 31KB
bucket_mapping.py 13KB
preprocessing
_WoEEncoder.py 3KB
__init__.py 62B
datasets.py 1KB
reporting
report.py 4KB
plotting.py 5KB
__init__.py 274B
linear_model
__init__.py 79B
linear_model.py 4KB
__init__.py 366B
apps
app_callbacks.py 9KB
assets
united-bootstrap.min.css 177KB
__init__.py 82B
app_utils.py 5KB
manual_bucketer_app.py 7KB
app_layout.py 15KB
utils
dataframe.py 1KB
__init__.py 547B
arrayfuncs.py 1KB
exceptions.py 3KB
skorecard.egg-info
PKG-INFO 3KB
requires.txt 696B
SOURCES.txt 1KB
top_level.txt 10B
dependency_links.txt 1B
setup.cfg 38B
setup.py 2KB
README.md 2KB
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