semvec/pypi-packages huggingface dataset:
ml-feature-toolkit 0.0.1
A package for analyzing feature interactions in machine learning models
Requires Python: >=3.6

# pymltools

A comprehensive Python toolkit for analyzing feature interactions in machine learning models, combining multiple methodologies to provide deep insights into feature relationships and their impact on model behavior.

## Features

### Interaction Analysis Methods
- **SHAP Interaction Analysis**: Leverages SHAP values to detect and quantify feature interactions
- **Feature Binning Analysis**: Uses optimal binning techniques to identify non-linear relationships
- **Sensitivity Analysis**: Implements Sobol indices to measure feature interaction effects

### Key Capabilities
- Statistical significance testing for interactions
- Visualization of interaction effects
- Multiple testing correction

## Installation

```bash
pip install ml-feature-toolkit
CrawlUpDetec 1.0.3
a package help detect website update or not
Requires Python: >=3.8

# Crawler Update detector

This Python package provides the following features:

Website Content Hash Checking
It calculates the hash value of the entire website content using MD5 or SHA algorithms and regularly checks if the website content has changed. If the website content's hash value changes, the package detects that the website has been updated.

Text Change Analysis
When a change in the website content is detected, the package extracts the changed text and uses the Azure GPT API to analyze whether the text change is important information. For example, it can identify whether there are new key news items, product updates, policy changes, etc.

XPath for Updated Information
For the detected text changes, the package provides the corresponding XPath to easily locate the updated content, allowing users to further process or update their scraping logic.
aiofixproto 0.0.1
Speak FIX using asyncio
Requires Python: >=3.9

![Python versions](https://img.shields.io/pypi/pyversions/aiofixproto.svg) ![GitHub Actions Workflow Status](https://img.shields.io/github/actions/workflow/status/TeaEngineering/aiofixproto/check.yml) [![PyPI version](https://badge.fury.io/py/aiofixproto.svg)](https://badge.fury.io/py/aiofixproto)

# aiofixproto

This is a toy FIX protocol server/client used to test various other systems over the years.

In particular the server component can deliver precise Rejects/BusinessMessageRejects for malformed custom messages with little extra code.

    $ pip install aiofixproto
    $ python -m aiofix.server &
    INFO:root:Serving on ('127.0.0.1', 8888)
    ...
    INFO:fix-1-127.0.0.1:49516:Socket connected
    INFO:fix-1-127.0.0.1:49516:post_login (server) reached - hb_interval=5

    $ python -m aiofix.client
    INFO:fix-1-127.0.0.1:8888:post_connect (client) reached - hb_interval=5
    INFO:fix-1-127.0.0.1:8888:Socket connected


## Supported FIX versions
* FIX42
* FIX44