Metadata-Version: 2.1
Name: imputepy
Version: 0.1.1
Summary: Impute missing values using machine learning models
License: MIT
Author: Sam Fo
Requires-Python: >=3.9,<4.0
Classifier: License :: OSI Approved :: MIT License
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Requires-Dist: lightgbm (>=4.3.0,<5.0.0)
Requires-Dist: numpy (>=1.26.4,<2.0.0)
Requires-Dist: pandas (>=2.2.0,<3.0.0)
Requires-Dist: scikit-learn (>=1.4.0,<2.0.0)
Description-Content-Type: text/markdown

# imputepy

Impute missing values using Lightgbm

## Installation

```bash
pip install imputepy
```

## Features

- **Identify Columns with Missing Values:** Automatically detect columns in a DataFrame that have missing data.
- **Find Missing Indices:** Get the indices of missing values for targeted imputation.
- **Categorical Column Detection:** Identify potential categorical columns based on the count of unique values.
- **Automated Imputation:** Utilize LightGBM models to impute missing values, choosing between regression and classification based on the data type.

## Contributing

Interested in contributing? Check out the contributing guidelines. Please note that this project is released with a Code of Conduct. By contributing to this project, you agree to abide by its terms.

## License

`imputepy` was created by Sam Fo. It is licensed under the terms of the MIT license.

## Credits

`imputepy` was created with [`cookiecutter`](https://cookiecutter.readthedocs.io/en/latest/) and the `py-pkgs-cookiecutter` [template](https://github.com/py-pkgs/py-pkgs-cookiecutter).

