semvec/pypi-packages huggingface dataset:
shapmat 0.1.5
SHAP-based Microbiome Analyses Tool
License: MIT

<a name="readme-top"></a>


<!-- PROJECT LOGO -->
<br />
<div align="center">
  <!-- <a href="https://github.com/othneildrew/Best-README-Template">
    <img src="images/logo.png" alt="Logo" width="80" height="80">
  </a> -->

  <h2 align="center">SHAP-based Mircrobiome Analysis Tool (SHAPMAT)</h2>

  <p align="center">
    Leveraging Explainable AI for Microbiome Data Analysis
    <br />
    <!-- <a href="https://github.com/othneildrew/Best-README-Template"><strong>Explore the docs »</strong></a>
    <br />
    <br /> -->
    <a href="https://github.com/ryzary/shapmat_tutorial">View Tutorial</a>
    <!-- ·
    <a href="https://github.com/othneildrew/Best-README-Template/issues">Report Bug</a>
    ·
    <a href="https://github.com/othneildrew/Best-README-Template/issues">Request Feature</a> -->
  </p>
</div>



<!-- TABLE OF CONTENTS
<details>
  <summary>Table of Contents</summary>
  <ol>
    <li>
      <a href="#about-the-project">About The Project</a>
      <ul>
        <li><a href="#built-with">Built With</a></li>
      </ul>
    </li>
    <li>
      <a href="#getting-started">Getting Started</a>
      <ul>
        <li><a href="#prerequisites">Prerequisites</a></li>
        <li><a href="#installation">Installation</a></li>
      </ul>
    </li>
    <li><a href="#usage">Usage</a></li>
    <li><a href="#roadmap">Roadmap</a></li>
    <li><a href="#contributing">Contributing</a></li>
    <li><a href="#license">License</a></li>
    <li><a href="#contact">Contact</a></li>
    <li><a href="#acknowledgments">Acknowledgments</a></li>
  </ol>
</details> -->



<!-- ABOUT THE PROJECT -->
## About The Project

<!-- [![Product Name Screen Shot][product-screenshot]](https://example.com) -->

SHAPMAT leverages SHAP (SHapley Additive exPlanations) for microbiome data analyese that includes local explanation-based feature importance analysis and phenotype subytping/clustering.

<!-- <p align="right">(<a href="#readme-top">back to top</a>)</p> -->

<!-- GETTING STARTED -->
## Getting Started

This is an example of how you may give instructions on setting up your project locally.
To get a local copy up and running follow these simple example steps.

### Prerequisites

Please check the `requirements.txt` file for the required dependencies.

### Installation

Use pip to install this library: 
```
pip install shapmat
```

<!-- <p align="right">(<a href="#readme-top">back to top</a>)</p> -->



<!-- USAGE EXAMPLES -->
<!-- ## Usage -->

<!-- Use this space to show useful examples of how a project can be used. Additional screenshots, code examples and demos work well in this space. You may also link to more resources.

_For more examples, please refer to the [Documentation](https://example.com)_

<p align="right">(<a href="#readme-top">back to top</a>)</p> -->


<!-- LICENSE -->
## License

Distributed under the MIT License. See `LICENSE.txt` for more information.

<!-- <p align="right">(<a href="#readme-top">back to top</a>)</p> -->



<!-- CONTACT -->
## Contact

Ryza Rynazal - [Email](ryzary25@gmail.com) 

<!-- <p align="right">(<a href="#readme-top">back to top</a>)</p> -->
economynlp 0.0.18
Communicate in Economy with python
License: MIT
Keywords: python,economy,intelligent economy,linguistic turn,linguistic


# Python Narrative packages
- [politicsnlp](https://pypi.org/project/politicsnlp/) for Politics
- [religionnlp](https://pypi.org/project/religionnlp/) for Religion
- [lawnlp](https://pypi.org/project/lawnlp/) for Law
- [economynlp](https://pypi.org/project/economynlp/) for Economy
- [cpanlp](https://pypi.org/project/cpanlp/) for Business
- [militarynlp](https://pypi.org/project/militarynlp/) for Military

## python narrating economy
  

<img src="https://raw.githubusercontent.com/python-narrative/economynlp/main/economynlp.jpg" width = "220" height = "100" alt="logo" align=center />

<br/>

[![PyPI - Python Version](https://img.shields.io/static/v1?label=pypi&message=v0.0.12&color=blue)](https://pypi.org/project/economynlp/)
[![Downloads](https://static.pepy.tech/badge/economynlp/week)](https://pepy.tech/project/economynlp)

For detailed installation instructions, see the [documentation](https://economynlp.com/documentation).
```python
pip install economynlp
import economynlp as ep
```

## Example

Information Asymmetry
```python
info = p.AsymmetricInformation(sender="investor", receiver="company_A", message="I am very interested in investing in your business", hidden_information="I have a limited budget")
info.get_advantage()
```

## Module:

|  Module   | Content  |
|  :----:  | :----:  |
| **Abnormal**  | `Winner Curse`，`Bubble`|
| **Belief**  | `Rational Beliefs`，`Rational Expectations`，`Belief Distortions`|
| **Cognitive**  | `BlackSwan`，`Grey Rhino`，`Herd Behavior` ，`Invisible Hand`，`Revolving Door` ，`Tunneling`，`Putting All Your Eggs in One Basket` |
| **Culture**  | `Entrepreneurship`，`Craftsmanship`，`Business Philosophy` |
| **Environment**  | `Economic Environment`，`Industry Environment`，`Credit Environment`，`Market Environment`|
| **Game**  | |
| **Information**  | `Signal`，`Speculative Information`，`Asymmetric Information` |
| **Incentive**  |   |
| **Market**  | `Commodity`，`Goods`，`Market`，`Market Failure`，`Market Access`|
| **Policy** |  `Fiscal Policy` ，`Fiscal Stimulus` ，`Industrial Policy`，`Macroprudential` ，`Monetary Policy`，`Tobin Taxes`|
| **Structure**  | `Monopoly`，`Oligopoly`，`PerfectlyCompetitive`|
| **System** |  `Digital Economy` ，`Physical Economy` ，`Market Economy`，`Planned  Economy` |


Check out: https://cpanlp.com
politicsnlp 0.0.21
Python Narrating Politics
License: MIT
Keywords: python,politics,freedom,justice,power,democracy,party,intelligent politics,linguistic turn,linguistic,intelligent party,natural language processing,machine learning,policy




## Python Narrative Politics
 <img src="https://raw.githubusercontent.com/python-narrative/politicsnlp/main/politics.jpg" width = "220" height = "100" alt="logo" align=center />

<br/>

[![PyPI - Python Version](https://img.shields.io/static/v1?label=pypi&message=v0.0.16&color=blue)](https://pypi.org/project/politicsnlp/)
[![Downloads](https://static.pepy.tech/badge/politicsnlp/week)](https://pepy.tech/project/politicsnlp)

For detailed installation instructions, see the
[documentation](https://cpanlp.com/documentation).

```python
pip install politicsnlp
import politicsnlp as poli
```


## Module:
|  Module   | Content  |
|  :----:  | :----:  |
| **Core**  | `Democracy`，`Freedom`，`Natural Rights`|
| **Diplomacy**  | `Coercive Diplomacy`，`Hegemony`，`Wolf WarriorDiplomacy`|
| **Form Of Government**  | `Aristocracy`，`Autocracy`，`Colonialism`|
| **Ideology**  | `Confucianism`，`Nationalism`|
| **Individual**  | `Civil Servant`，`Monarch`，`Strongman`，`Tyrant`|
| **Institutions**  | `Administration`，`Judiciary`，`Legislature`|
| **Marxism**  | `Marxism`，`Mao Zedong Thought`，`Deng Xiaoping Theory`，`Xi Jinping Thought`|
| **Organisation**  | `Nato`|
| **Party**  | `Conservative Party`，`CCP`，`UKIP`|
| **People**  | `Crowd`，`Refugee`，`RedGeneration`|
| **Power**  | `Discourse Power`|
| **Stance**  | `Hawk`，`Leftist`，`Rightist`，`Neutral`|
| **Uprisings_Protests**  | `Arab Spring`，`Blank Revolution`，`Jasmine Revolution`|


## Python Narrative packages
- [politicsnlp](https://pypi.org/project/politicsnlp/) for Politics
- [religionnlp](https://pypi.org/project/religionnlp/) for Religion
- [lawnlp](https://pypi.org/project/lawnlp/) for Law
- [economynlp](https://pypi.org/project/economynlp/) 
for Economy
- [cpanlp](https://pypi.org/project/cpanlp/) for 
Business
- [militarynlp](https://pypi.org/project/militarynlp/) for Military

Check out: https://cpanlp.com