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docs: normalize entry names to lowercase

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Standardize display names to lowercase across all categories (audioFlux,
EasyOCR, UltraPlot, PySpark, cx_Freeze, OpenBB, DearPyGui, WeasyPrint,
Pillow, Quads, TaskFlow, Metrics, spaCy, funNLP, PynamoDB, Surprise,
Bowler, zeroRPC, SimPy, XlsxWriter, HTTPretty) for consistent formatting.

Co-Authored-By: Claude <noreply@anthropic.com>
This commit is contained in:
Vinta Chen
2026-03-19 01:27:54 +08:00
parent 6204196083
commit 2cbb2d7c60
1 changed files with 21 additions and 21 deletions
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@@ -144,7 +144,7 @@ _Libraries for asynchronous, concurrent and parallel execution. Also see [awesom
_Libraries for manipulating audio and its metadata._
- Audio
- [audioFlux](https://github.com/libAudioFlux/audioFlux) - A library for audio and music analysis, feature extraction.
- [audioflux](https://github.com/libAudioFlux/audioFlux) - A library for audio and music analysis, feature extraction.
- [audioread](https://github.com/beetbox/audioread) - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
- [dejavu](https://github.com/worldveil/dejavu) - Audio fingerprinting and recognition.
- [gTTS](https://github.com/pndurette/gTTS) - Python library and CLI tool for converting text to speech using Google Translate TTS.
@@ -286,7 +286,7 @@ _Useful CLI-based tools for productivity._
_Libraries for Computer Vision._
- [EasyOCR](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported.
- [easyocr](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported.
- [kornia](https://github.com/kornia/kornia/) - Open Source Differentiable Computer Vision Library for PyTorch.
- [opencv](https://github.com/opencv/opencv-python) - Open Source Computer Vision Library.
- [pytesseract](https://github.com/madmaze/pytesseract) - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr).
@@ -349,7 +349,7 @@ _Libraries for visualizing data. Also see [awesome-javascript](https://github.co
- [pyqtgraph](https://github.com/pyqtgraph/pyqtgraph) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
- [seaborn](https://github.com/mwaskom/seaborn) - Statistical data visualization using Matplotlib.
- [streamlit](https://github.com/streamlit/streamlit) - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.
- [UltraPlot](https://github.com/ultraplot/UltraPlot) - Matplotlib wrapper for publication-ready scientific figures with minimal code. Includes advanced subplot management, panel layouts, and batteries-included geoscience plotting.
- [ultraplot](https://github.com/ultraplot/UltraPlot) - Matplotlib wrapper for publication-ready scientific figures with minimal code. Includes advanced subplot management, panel layouts, and batteries-included geoscience plotting.
- [vispy](https://github.com/vispy/vispy) - High-performance scientific visualization based on OpenGL.
## Database
@@ -456,7 +456,7 @@ _Frameworks and libraries for Distributed Computing._
- [dask](https://github.com/dask/dask) - A flexible parallel computing library for analytic computing.
- [luigi](https://github.com/spotify/luigi) - A module that helps you build complex pipelines of batch jobs.
- [mpi4py](https://github.com/mpi4py/mpi4py) - Python bindings for MPI.
- [PySpark](https://github.com/apache/spark) - [Apache Spark](https://spark.apache.org/) Python API.
- [pyspark](https://github.com/apache/spark) - [Apache Spark](https://spark.apache.org/) Python API.
- [ray](https://github.com/ray-project/ray/) - A system for parallel and distributed Python that unifies the machine learning ecosystem.
- Stream Processing
- [streamparse](https://github.com/Parsely/streamparse) - Run Python code against real-time streams of data via [Apache Storm](http://storm.apache.org/).
@@ -465,7 +465,7 @@ _Frameworks and libraries for Distributed Computing._
_Libraries to create packaged executables for release distribution._
- [cx_Freeze](https://github.com/marcelotduarte/cx_Freeze) - It is a Python tool that converts Python scripts into standalone executables and installers for Windows, macOS, and Linux.
- [cx-Freeze](https://github.com/marcelotduarte/cx_Freeze) - It is a Python tool that converts Python scripts into standalone executables and installers for Windows, macOS, and Linux.
- [Nuitka](https://github.com/Nuitka/Nuitka) - Compiles Python programs into high-performance standalone executables (cross-platform, supports all Python versions).
- [py2app](https://github.com/ronaldoussoren/py2app) - Freezes Python scripts (Mac OS X).
- [py2exe](https://github.com/py2exe/py2exe) - Freezes Python scripts (Windows).
@@ -491,7 +491,7 @@ _Libraries for downloading._
- Financial Data
- [akshare](https://github.com/jindaxiang/akshare) - A financial data interface library, built for human beings!
- [edgartools](https://github.com/dgunning/edgartools) - Library for downloading structured data from SEC EDGAR filings and XBRL financial statements.
- [OpenBB](https://github.com/OpenBB-finance/OpenBB) - A financial data platform for analysts, quants and AI agents.
- [openbb](https://github.com/OpenBB-finance/OpenBB) - A financial data platform for analysts, quants and AI agents.
- [yfinance](https://github.com/ranaroussi/yfinance) - Easy Pythonic way to download market and financial data from Yahoo Finance.
## Editor Plugins and IDEs
@@ -560,7 +560,7 @@ _Libraries for working with graphical user interface applications._
- [curses](https://docs.python.org/3/library/curses.html) - Built-in wrapper for [ncurses](http://www.gnu.org/software/ncurses/) used to create terminal GUI applications.
- [customtkinter](https://github.com/tomschimansky/customtkinter) - A modern and customizable python UI-library based on Tkinter.
- [DearPyGui](https://github.com/RaylockLLC/DearPyGui/) - A Simple GPU accelerated Python GUI framework
- [dearpygui](https://github.com/RaylockLLC/DearPyGui/) - A Simple GPU accelerated Python GUI framework
- [enaml](https://github.com/nucleic/enaml) - Creating beautiful user-interfaces with Declarative Syntax like QML.
- [flet](https://github.com/flet-dev/flet) - Cross-platform GUI framework for building modern apps in pure Python.
- [flexx](https://github.com/zoofIO/flexx) - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.
@@ -620,7 +620,7 @@ _Libraries for working with HTML and XML._
- [markupsafe](https://github.com/pallets/markupsafe) - Implements a XML/HTML/XHTML Markup safe string for Python.
- [pyquery](https://github.com/gawel/pyquery) - A jQuery-like library for parsing HTML.
- [untangle](https://github.com/stchris/untangle) - Converts XML documents to Python objects for easy access.
- [WeasyPrint](https://github.com/Kozea/WeasyPrint) - A visual rendering engine for HTML and CSS that can export to PDF.
- [weasyprint](https://github.com/Kozea/WeasyPrint) - A visual rendering engine for HTML and CSS that can export to PDF.
- [xmldataset](https://github.com/spurin/xmldataset) - Simple XML Parsing.
- [xmltodict](https://github.com/martinblech/xmltodict) - Working with XML feel like you are working with JSON.
@@ -646,12 +646,12 @@ _Libraries for programming with hardware._
_Libraries for manipulating images._
- [Pillow](https://github.com/python-pillow/Pillow) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
- [pillow](https://github.com/python-pillow/Pillow) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
- [pymatting](https://github.com/pymatting/pymatting) - A library for alpha matting.
- [python-barcode](https://github.com/WhyNotHugo/python-barcode) - Create barcodes in Python with no extra dependencies.
- [python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator.
- [pyvips](https://github.com/libvips/pyvips) - A fast image processing library with low memory needs.
- [Quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
- [quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
- [scikit-image](https://github.com/scikit-image/scikit-image) - A Python library for (scientific) image processing.
- [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
- [wand](https://github.com/emcconville/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
@@ -699,7 +699,7 @@ _Libraries for scheduling jobs._
- [prefect](https://github.com/PrefectHQ/prefect) - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
- [schedule](https://github.com/dbader/schedule) - Python job scheduling for humans.
- [SpiffWorkflow](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python.
- [TaskFlow](https://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
- [taskflow](https://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
## Logging
@@ -723,7 +723,7 @@ _Libraries for Machine Learning. Also see [awesome-machine-learning](https://git
- [instructor](https://github.com/567-labs/instructor) - A library for extracting structured data from LLMs, powered by Pydantic.
- [langchain](https://github.com/langchain-ai/langchain) - Building applications with LLMs through composability.
- [llama_index](https://github.com/run-llama/llama_index) - A data framework for your LLM application.
- [Metrics](https://github.com/benhamner/Metrics) - Machine learning evaluation metrics.
- [metrics](https://github.com/benhamner/Metrics) - Machine learning evaluation metrics.
- [mindsdb](https://github.com/mindsdb/mindsdb) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
- [pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for probabilistic graphical models and Bayesian networks.
- [PraisonAI](https://github.com/MervinPraison/PraisonAI) - Production-ready Multi-AI Agents framework with self-reflection, 100+ LLM support, MCP integration, and agentic workflows.
@@ -763,10 +763,10 @@ _Libraries for working with human languages._
- [nltk](https://github.com/nltk/nltk) - A leading platform for building Python programs to work with human language data.
- [pattern](https://github.com/clips/pattern) - A web mining module.
- [polyglot](https://github.com/aboSamoor/polyglot) - Natural language pipeline supporting hundreds of languages.
- [spaCy](https://github.com/explosion/spaCy) - A library for industrial-strength natural language processing in Python and Cython.
- [spacy](https://github.com/explosion/spaCy) - A library for industrial-strength natural language processing in Python and Cython.
- [stanza](https://github.com/stanfordnlp/stanza) - The Stanford NLP Group's official Python library, supporting 60+ languages.
- Chinese
- [funNLP](https://github.com/fighting41love/funNLP) - A collection of tools and datasets for Chinese NLP.
- [funnlp](https://github.com/fighting41love/funNLP) - A collection of tools and datasets for Chinese NLP.
- [jieba](https://github.com/fxsjy/jieba) - The most popular Chinese text segmentation library.
- [pkuseg-python](https://github.com/lancopku/pkuseg-python) - A toolkit for Chinese word segmentation in various domains.
- [snownlp](https://github.com/isnowfy/snownlp) - A library for processing Chinese text.
@@ -796,7 +796,7 @@ _Libraries that implement Object-Relational Mapping or data mapping techniques._
- [beanie](https://github.com/BeanieODM/beanie) - An asynchronous Python object-document mapper (ODM) for MongoDB.
- [mongoengine](https://github.com/MongoEngine/mongoengine) - A Python Object-Document-Mapper for working with MongoDB.
- [odmantic](https://github.com/art049/odmantic) - Sync and Async ODM for MongoDB built on top of Pydantic for model definition and validation.
- [PynamoDB](https://github.com/pynamodb/PynamoDB) - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/).
- [pynamodb](https://github.com/pynamodb/PynamoDB) - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/).
## Package Management
@@ -859,14 +859,14 @@ _Libraries for building recommender systems._
- [implicit](https://github.com/benfred/implicit) - A fast Python implementation of collaborative filtering for implicit datasets.
- [lightfm](https://github.com/lyst/lightfm) - A Python implementation of a number of popular recommendation algorithms.
- [spotlight](https://github.com/maciejkula/spotlight) - Deep recommender models using PyTorch.
- [Surprise](https://github.com/NicolasHug/Surprise) - A scikit for building and analyzing recommender systems.
- [scikit-surprise](https://github.com/NicolasHug/Surprise) - A scikit for building and analyzing recommender systems.
- [tensorrec](https://github.com/jfkirk/tensorrec) - A Recommendation Engine Framework in TensorFlow.
## Refactoring
_Refactoring tools and libraries for Python._
- [Bowler](https://github.com/facebookincubator/Bowler) - Safe code refactoring for modern Python.
- [bowler](https://github.com/facebookincubator/Bowler) - Safe code refactoring for modern Python.
- [rope](https://github.com/python-rope/rope) - Rope is a python refactoring library.
## RESTful API
@@ -900,7 +900,7 @@ _Libraries for robotics._
_RPC-compatible servers._
- [rpyc](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - A transparent and symmetric RPC library for Python
- [zeroRPC](https://github.com/0rpc/zerorpc-python) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
- [zerorpc](https://github.com/0rpc/zerorpc-python) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
## Science
@@ -925,7 +925,7 @@ _Libraries for scientific computing. Also see [Python-for-Scientists](https://gi
- [rdkit](https://github.com/rdkit/rdkit) - Cheminformatics and Machine Learning Software.
- [scipy](https://github.com/scipy/scipy) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
- [shapely](https://github.com/shapely/shapely) - Manipulation and analysis of geometric objects in the Cartesian plane.
- [SimPy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework.
- [simpy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework.
- [statsmodels](https://github.com/statsmodels/statsmodels) - Statistical modeling and econometrics in Python.
- [sympy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics.
@@ -978,7 +978,7 @@ _Libraries for parsing and manipulating specific text formats._
- [pyexcel](https://github.com/pyexcel/pyexcel) - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.
- [python-docx](https://github.com/python-openxml/python-docx) - Reads, queries and modifies Microsoft Word 2007/2008 docx files.
- [python-pptx](https://github.com/scanny/python-pptx) - Python library for creating and updating PowerPoint (.pptx) files.
- [XlsxWriter](https://github.com/jmcnamara/XlsxWriter) - A Python module for creating Excel .xlsx files.
- [xlsxwriter](https://github.com/jmcnamara/XlsxWriter) - A Python module for creating Excel .xlsx files.
- [xlwings](https://github.com/ZoomerAnalytics/xlwings) - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.
- PDF
- [pdf_oxide](https://github.com/yfedoseev/pdf_oxide) - A fast PDF library for text extraction, image extraction, and markdown conversion, powered by Rust.
@@ -1053,7 +1053,7 @@ _Libraries for testing codebases and generating test data._
- [doublex](https://pypi.org/project/doublex/) - Powerful test doubles framework for Python.
- [freezegun](https://github.com/spulec/freezegun) - Travel through time by mocking the datetime module.
- [httmock](https://github.com/patrys/httmock) - A mocking library for requests for Python 2.6+ and 3.2+.
- [HTTPretty](https://github.com/gabrielfalcao/HTTPretty) - HTTP request mock tool for Python.
- [httpretty](https://github.com/gabrielfalcao/HTTPretty) - HTTP request mock tool for Python.
- [mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
- [mocket](https://github.com/mindflayer/python-mocket) - A socket mock framework with gevent/asyncio/SSL support.
- [responses](https://github.com/getsentry/responses) - A utility library for mocking out the requests Python library.