Metadata-Version: 2.4
Name: spml2-mltools
Version: 1.0.8
Summary: A convenient package for applying machine learning workflows with a Streamlit app, generating Excel outputs and visualizations.
Project-URL: Repository, https://github.com/SermetPekin/spml2
Project-URL: Homepage, https://github.com/SermetPekin/spml2
Project-URL: Documentation, https://spml2.readthedocs.io/en/latest/home.html
Project-URL: Issues, https://github.com/SermetPekin/spml2/issues
Project-URL: Changelog, https://github.com/SermetPekin/spml2/releases
Author-email: Sermet Pekin <Sermet.Pekin@gmail.com>
License: MIT License
        
        Copyright (c) 2025 Sermet Pekin
        
        Permission is hereby granted, free of charge, to any person obtaining a copy
        of this software and associated documentation files (the "Software"), to deal
        in the Software without restriction, including without limitation the rights
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License-File: LICENSE
Requires-Python: >=3.10
Requires-Dist: imblearn>=0.0
Requires-Dist: joblib>=1.5.1
Requires-Dist: lightgbm>=4.6.0
Requires-Dist: matplotlib>=3.10.3
Requires-Dist: openpyxl>=3.1.5
Requires-Dist: pandas>=2.3.2
Requires-Dist: pyarrow>=21.0.0
Requires-Dist: pytest>=8.4.1
Requires-Dist: rich>=14.1.0
Requires-Dist: scikit-learn>=1.6.1
Requires-Dist: shap>=0.48.0
Requires-Dist: streamlit>=1.49.1
Requires-Dist: xgboost>=3.0.2
Requires-Dist: xlrd>=2.0.2
Provides-Extra: dev
Requires-Dist: black>=25.1.0; extra == 'dev'
Requires-Dist: flake8>=7.3.0; extra == 'dev'
Requires-Dist: pytest>=8.4.1; extra == 'dev'
Requires-Dist: ruff>=0.12.3; extra == 'dev'
Provides-Extra: jupyter
Requires-Dist: ipykernel>=6.30.0; extra == 'jupyter'
Requires-Dist: nbconvert>=7.0.0; extra == 'jupyter'
Requires-Dist: nbformat>=5.10.4; extra == 'jupyter'
Description-Content-Type: text/markdown

# SPML2-mltools

[![Python package](https://github.com/SermetPekin/spml2/actions/workflows/package.yml/badge.svg)](https://github.com/SermetPekin/spml2/actions/workflows/package.yml)

## Installation

```bash
pip install spml2-mltools

```
## Usage

```bash

spml2 web.py

```


---
## Features
- Web Runner
- ROC curves
- Feature importances
- SHAP graphs
---

## TODO
- [x] Web Runner
- [x] ROC curves
- [x] Feature importances
- [x] SHAP graphs
---
