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 ![werpy-logo-word-error-rate](https://user-images.githubusercontent.com/52817125/235063664-2f21629c-0fad-46b6-a487-c2b5ef6f80e9.png)
 
-<h1 align="center">werpy - Word Error Rate for Python</h1>
 
-<!-- badges: start -->
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+<!--<h1 align="center">werpy - Word Error Rate for Python</h1>-->
+<h1 align="left">werpy - Word Error Rate for Python
+<a href="https://twitter.com/intent/tweet?text=Introducing%20%23werpy%20-%20the%20Python%20package%20for%20fast%20and%20accurate%20Word%20Error%20Rate%20(WER)%20calculation.%20Easily%20analyze%20text%20accuracy%2C%20enhance%20%23NLP%20models%2C%20and%20improve%20%23SpeechRecognition%20systems.%20Try%20it%20now%3A%20https%3A%2F%2Fgithub.com%2Fanalyticsinmotion%2Fwerpy.
+&url=https://github.com/analyticsinmotion/julia-packages-data&via=analyticsmotion&hashtags=PythonPackage,WordErrorRate,WER,NLP">
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 [![Python Version](https://img.shields.io/badge/python-3.8%7C3.9%7C3.10%7C3.11-blue?logo=python&logoColor=ffdd54)](https://www.python.org/downloads/)&nbsp;&nbsp;
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 [![Codacy Security Scan](https://github.com/analyticsinmotion/werpy/actions/workflows/codacy.yml/badge.svg)](https://github.com/analyticsinmotion/werpy/actions/workflows/codacy.yml)&nbsp;&nbsp;
 [![Pylint](https://github.com/analyticsinmotion/werpy/actions/workflows/pylint.yml/badge.svg)](https://github.com/analyticsinmotion/werpy/actions/workflows/pylint.yml)&nbsp;&nbsp;
 [![Bandit](https://github.com/analyticsinmotion/werpy/actions/workflows/bandit.yml/badge.svg)](https://github.com/analyticsinmotion/werpy/actions/workflows/bandit.yml)&nbsp;&nbsp;
-[![Pypi](https://img.shields.io/pypi/v/werpy)](https://pypi.org/project/werpy/)&nbsp;&nbsp;
-[![PyPI Downloads](https://img.shields.io/pypi/dm/werpy)](https://pypi.org/project/werpy/)&nbsp;&nbsp;
+[![Pypi](https://img.shields.io/pypi/v/werpy?label=PyPI)](https://pypi.org/project/werpy/)&nbsp;&nbsp;
+[![PyPI Downloads](https://img.shields.io/pypi/dm/werpy?label=PyPI%20downloads)](https://pypi.org/project/werpy/)&nbsp;&nbsp;
 [![Analytics in Motion](https://raw.githubusercontent.com/analyticsinmotion/.github/main/assets/images/analytics-in-motion-github-badge-rounded.svg)](https://www.analyticsinmotion.com)
 
 
 
 
 
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+| Meta | [![Python Version](https://img.shields.io/badge/python-3.8%7C3.9%7C3.10%7C3.11-blue?logo=python&logoColor=ffdd54)](https://www.python.org/downloads/)&nbsp;&nbsp; [![werpy License](https://img.shields.io/badge/License-BSD_3--Clause-blue.svg)](https://github.com/analyticsinmotion/werpy/blob/main/LICENSE)&nbsp;&nbsp; ![Maintained](https://img.shields.io/badge/Maintained%3F-yes-green.svg)&nbsp;&nbsp; [![Analytics in Motion](https://raw.githubusercontent.com/analyticsinmotion/.github/main/assets/images/analytics-in-motion-github-badge-rounded.svg)](https://www.analyticsinmotion.com) |
+| Testing | [![CodeQL](https://github.com/analyticsinmotion/werpy/actions/workflows/codeql.yml/badge.svg)](https://github.com/analyticsinmotion/werpy/actions/workflows/codeql.yml)&nbsp;&nbsp; [![Codacy Security Scan](https://github.com/analyticsinmotion/werpy/actions/workflows/codacy.yml/badge.svg)](https://github.com/analyticsinmotion/werpy/actions/workflows/codacy.yml)&nbsp;&nbsp; [![Pylint](https://github.com/analyticsinmotion/werpy/actions/workflows/pylint.yml/badge.svg)](https://github.com/analyticsinmotion/werpy/actions/workflows/pylint.yml)&nbsp;&nbsp; [![Bandit](https://github.com/analyticsinmotion/werpy/actions/workflows/bandit.yml/badge.svg)](https://github.com/analyticsinmotion/werpy/actions/workflows/bandit.yml)&nbsp;&nbsp; |
+| Package | [![Pypi](https://img.shields.io/pypi/v/werpy?label=PyPI)](https://pypi.org/project/werpy/)&nbsp;&nbsp; [![PyPI Downloads](https://img.shields.io/pypi/dm/werpy?label=PyPI%20downloads)](https://pypi.org/project/werpy/)&nbsp;&nbsp; |
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 ## What is werpy?