author,authorEmail,classifiers,dependencyCount,description,downloadCount,firstReleaseDate,homepageUrl,keywords,latestReleaseDate,license,licenseExpression,maintainer,maintainerEmail,packageName,projectUrl,pypiUrl,releaseCount,requiresDist,requiresPython,retrievedAt,summary,version,yanked,yankedReason,_run_id,_dataset_id ,Qiskit Development Team ,"[""Environment :: Console"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""Operating System :: MacOS"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX :: Linux"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Scientific/Engineering""]",18,"# Qiskit [![License](https://img.shields.io/github/license/Qiskit/qiskit.svg?)](https://opensource.org/licenses/Apache-2.0) [![Current Release](https://img.shields.io/github/release/Qiskit/qiskit.svg?logo=Qiskit)](https://github.com/Qiskit/qiskit/releases) [![Extended Support Release](https://img.shields.io/github/v/release/Qiskit/qiskit?sort=semver&filter=1.*&logo=Qiskit&label=extended%20support)](https://github.com/Qiskit/qiskit/releases?q=tag%3A1) [![Downloads](https://img.shields.io/pypi/dm/qiskit.svg)](https://pypi.org/project/qiskit/) [![Coverage Status](https://coveralls.io/repos/github/Qiskit/qiskit/badge.svg?branch=main)](https://coveralls.io/github/Qiskit/qiskit?branch=main) ![PyPI - Python Version](https://img.shields.io/pypi/pyversions/qiskit) [![Minimum rustc 1.87](https://img.shields.io/badge/rustc-1.87+-blue.svg)](https://rust-lang.github.io/rfcs/2495-min-rust-version.html) [![Downloads](https://static.pepy.tech/badge/qiskit)](https://pepy.tech/project/qiskit) [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.2583252.svg)](https://doi.org/10.5281/zenodo.2583252) **Qiskit** is an open-source SDK for working with quantum computers at the level of extended quantum circuits, operators, and primitives. This library is the core component of Qiskit, which contains the building blocks for creating and working with quantum circuits, quantum operators, and primitive functions (Sampler and Estimator). It also contains a transpiler that supports optimizing quantum circuits, and a quantum information toolbox for creating advanced operators. Qiskit provides two public APIs: a Python API and a C API. The Python API is the primary interface and prior to Qiskit 2.0 was the only public API available for Qiskit. The C API is designed to provide direct access to Qiskit's internal data model (which is written in Rust). The C API can be consumed as either a shared library (`libqiskit.so`) for st",,2017-08-24T18:48:25.045080Z,,"qiskit, quantum circuit, quantum computing, quantum programming language, quantum, sdk",2026-07-23T19:21:42.009326Z,,Apache-2.0,,,qiskit,https://pypi.org/project/qiskit/,https://pypi.org/project/qiskit/,207,"[""numpy<3,>=2.0"", ""scipy>=1.14"", ""rustworkx>=0.15.0"", ""dill>=0.3"", ""stevedore>=3.0.0"", ""typing-extensions"", ""qiskit-qasm3-import>=0.1.0; extra == \""qasm3-import\"""", ""matplotlib>=3.3; extra == \""visualization\"""", ""pydot; extra == \""visualization\"""", ""Pillow>=4.2.1; extra == \""visualization\"""", ""pylatexenc>=1.4; extra == \""visualization\"""", ""seaborn>=0.9.0; extra == \""visualization\"""", ""sympy>=1.3; extra == \""visualization\"""", ""z3-solver>=4.7; extra == \""crosstalk-pass\"""", ""python-constraint>=1.4; extra == \""csp-layout-pass\"""", ""symengine<0.14,>=0.11; extra == \""qpy-compat\"""", ""sympy>1.3; extra == \""qpy-compat\"""", ""qiskit[crosstalk-pass,csp-layout-pass,qasm3-import,qpy-compat,visualization]; extra == \""all\""""]",>=3.10,2026-08-03T21:34:57.774149+00:00,"An open-source SDK for working with quantum computers at the level of extended quantum circuits, operators, and primitives.",2.5.1,False,,QeqWfcaWwR5ZFWV8D,e8QvezgMZCNhotXcb Quantopian Inc.,opensource@quantopian.com,"[""Development Status :: 4 - Beta"", ""Framework :: IPython"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""Programming Language :: Python :: 2"", ""Programming Language :: Python :: 2.7"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.3"", ""Programming Language :: Python :: 3.4"", ""Programming Language :: Python :: 3.5"", ""Topic :: Multimedia :: Graphics"", ""Topic :: Office/Business :: Financial"", ""Topic :: Scientific/Engineering :: Information Analysis""]",0,An Interactive Grid for Sorting and Filtering DataFrames in Jupyter Notebook,,2014-10-11T20:39:20.348250Z,https://github.com/quantopian/qgrid,"ipython,jupyter,widgets",2020-04-07T16:43:54.895025Z,Apache-2.0,,,,qgrid,https://pypi.org/project/qgrid/,https://pypi.org/project/qgrid/,68,[],,2026-08-03T21:34:57.926007+00:00,An Interactive Grid for Sorting and Filtering DataFrames in Jupyter Notebook,1.3.1,False,,QeqWfcaWwR5ZFWV8D,e8QvezgMZCNhotXcb Andrey Vasnetsov,andrey@qdrant.tech,"[""License :: OSI Approved :: Apache Software License"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14""]",13,"

Python Client library for the Qdrant vector search engine.

# Python Qdrant Client Client library and SDK for the [Qdrant](https://github.com/qdrant/qdrant) vector search engine. Library contains type definitions for all Qdrant API and allows to make both Sync and Async requests. Client allows calls for all [Qdrant API methods](https://api.qdrant.tech/) directly. It also provides some additional helper methods for frequently required operations, e.g. initial collection uploading. See [QuickStart](https://qdrant.tech/documentation/quick-start/#create-collection) for more details! ## Installation ``` pip install qdrant-client ``` ## Features - Type hints for all API methods - Local mode - use same API without running server - REST and gRPC support - Minimal dep",,2021-02-09T16:38:29.849158Z,,"vector, search, neural, matching, client",2026-05-11T14:12:38.702771Z,Apache-2.0,,,,qdrant-client,https://pypi.org/project/qdrant-client/,https://pypi.org/project/qdrant-client/,124,"[""fastembed<0.9,>=0.8; extra == \""fastembed\"""", ""fastembed-gpu<0.9,>=0.8; extra == \""fastembed-gpu\"""", ""grpcio>=1.41.0"", ""httpx[http2]>=0.20.0"", ""numpy>=1.21; python_version == \""3.11\"""", ""numpy<2.3.0,>=1.21; python_version == \""3.10\"""", ""numpy>=1.26; python_version == \""3.12\"""", ""numpy>=2.1.0; python_version == \""3.13\"""", ""numpy>=2.3.0; python_version >= \""3.14\"""", ""portalocker<4.0,>=2.7.0"", ""protobuf>=3.20.0"", ""pydantic!=2.0.*,!=2.1.*,!=2.2.0,>=1.10.8"", ""urllib3<3,>=1.26.14""]",>=3.10,2026-08-03T21:34:57.964473+00:00,Client library for the Qdrant vector search engine,1.18.0,False,,QeqWfcaWwR5ZFWV8D,e8QvezgMZCNhotXcb Sylvain Corlay and the Spyder Development Team,spyder.python@gmail.com,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Topic :: Software Development :: User Interfaces""]",1,"# QtAwesome [![license](https://img.shields.io/pypi/l/qtawesome.svg)](./LICENSE) [![pypi version](https://img.shields.io/pypi/v/qtawesome.svg)](https://pypi.org/project/qtawesome/) [![conda version](https://img.shields.io/conda/vn/conda-forge/qtawesome.svg)](https://www.anaconda.com/download/) [![download count](https://img.shields.io/conda/d/conda-forge/qtawesome.svg)](https://www.anaconda.com/download/) [![OpenCollective Backers](https://opencollective.com/spyder/backers/badge.svg?color=blue)](#backers) [![Join the chat at https://gitter.im/spyder-ide/public](https://badges.gitter.im/spyder-ide/spyder.svg)](https://gitter.im/spyder-ide/public)
[![PyPI status](https://img.shields.io/pypi/status/qtawesome.svg)](https://github.com/spyder-ide/qtawesome) [![Github Windows build status](https://github.com/spyder-ide/qtawesome/workflows/Windows%20tests/badge.svg)](https://github.com/spyder-ide/qtawesome/actions) [![Github Linux build status](https://github.com/spyder-ide/qtawesome/workflows/Linux%20tests/badge.svg)](https://github.com/spyder-ide/qtawesome/actions) [![Github MacOS build status](https://github.com/spyder-ide/qtawesome/workflows/Macos%20tests/badge.svg)](https://github.com/spyder-ide/qtawesome/actions) [![Documentation Status](https://readthedocs.org/projects/qtawesome/badge/?version=latest)](https://qtawesome.readthedocs.io/en/latest/?badge=latest) [![codecov](https://codecov.io/gh/spyder-ide/qtawesome/branch/master/graph/badge.svg?token=Cylan0teq1)](https://codecov.io/gh/spyder-ide/qtawesome) *Copyright © 2015- Spyder Project Contributors* ## Description QtAwesome enables iconic fonts such as Font Awesome and Elusive Icons in PyQt and PySide applications. It started as a Python port of the [QtAwesome]( https://github.com/Gamecreature/qtawesome) C++ library by Rick Blommers. ## Installation Using `conda`: ``` conda install qtawesome ``` or using `pip` (only if you don't have conda installed): ``` pip install qtawesome ``` ## Usage ### Su",,2015-03-16T21:07:44.752992Z,https://github.com/spyder-ide/qtawesome,"PyQt, PySide, Icons, Font Awesome, Fonts",2026-04-10T18:49:46.037733Z,MIT,,Spyder Development Team and QtAwesome Contributors,spyder.python@gmail.com,QtAwesome,https://pypi.org/project/QtAwesome/,https://pypi.org/project/QtAwesome/,49,"[""qtpy""]",>=3.7,2026-08-03T21:34:58.017121+00:00,FontAwesome icons in PyQt and PySide applications,1.4.2,False,,QeqWfcaWwR5ZFWV8D,e8QvezgMZCNhotXcb QuantLib Team,quantlib-users@lists.sourceforge.net,"[""Development Status :: 6 - Mature"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Intended Audience :: Education"", ""Intended Audience :: End Users/Desktop"", ""Intended Audience :: Financial and Insurance Industry"", ""Intended Audience :: Science/Research"", ""Operating System :: OS Independent"", ""Programming Language :: C++"", ""Programming Language :: Python"", ""Programming Language :: Python :: Free Threading :: 2 - Beta"", ""Topic :: Office/Business :: Financial"", ""Topic :: Scientific/Engineering""]",0," QuantLib (https://www.quantlib.org/) is a free/open-source C++ library for financial quantitative analysts and developers, aimed at providing a comprehensive software framework for quantitative finance. QuantLib is Non-Copylefted Free Software and OSI Certified Open Source Software. Free-threading wheels are also provided. Note, though, that the underlying C++ library is not thread-safe. It has globals (most notably, the evaluation date) that in the current version of the wheels can't be set per thread. Also, we suggest to avoid sharing objects and state across threads; each thread should have its set of curves and instruments. Given that they calculate and cache results lazily, sharing them will probably lead to data races. ",,2019-08-30T19:45:43.698295Z,https://www.quantlib.org,,2026-07-14T08:41:36.355038Z,BSD-3-Clause,,,,QuantLib,https://pypi.org/project/QuantLib/,https://pypi.org/project/QuantLib/,31,[],,2026-08-03T21:34:58.066099+00:00,Python bindings for the QuantLib library,1.43,False,,QeqWfcaWwR5ZFWV8D,e8QvezgMZCNhotXcb AER Development Team,qiskit@us.ibm.com,"[""Environment :: Console"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: Apache Software License"", ""Operating System :: MacOS"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX :: Linux"", ""Programming Language :: C++"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Topic :: Scientific/Engineering""]",5,"# Aer - high performance quantum circuit simulation for Qiskit [![License](https://img.shields.io/github/license/Qiskit/qiskit-aer.svg?style=popout-square)](https://opensource.org/licenses/Apache-2.0) [![Build](https://github.com/Qiskit/qiskit-aer/actions/workflows/build.yml/badge.svg?branch=main)](https://github.com/Qiskit/qiskit-aer/actions/workflows/build.yml) [![Tests](https://github.com/Qiskit/qiskit-aer/actions/workflows/tests.yml/badge.svg?branch=main)](https://github.com/Qiskit/qiskit-aer/actions/workflows/tests.yml) [![](https://img.shields.io/github/release/Qiskit/qiskit-aer.svg?style=popout-square)](https://github.com/Qiskit/qiskit-aer/releases) [![](https://img.shields.io/pypi/dm/qiskit-aer.svg?style=popout-square)](https://pypi.org/project/qiskit-aer/) **Aer** is a high performance simulator for quantum circuits written in Qiskit, that includes realistic noise models. ## Installation We encourage installing Aer via the pip tool (a python package manager): ```bash pip install qiskit-aer ``` Pip will handle all dependencies automatically for us, and you will always install the latest (and well-tested) version. To install from source, follow the instructions in the [contribution guidelines](CONTRIBUTING.md). ## Installing GPU support In order to install and run the GPU supported simulators on Linux, you need CUDA® 11.2 or newer previously installed. CUDA® itself would require a set of specific GPU drivers. Please follow CUDA® installation procedure in the NVIDIA® [web](https://www.nvidia.com/drivers). If you want to install our GPU supported simulators, you have to install this other package: ```bash pip install qiskit-aer-gpu ``` The package above is for CUDA® 12, so if your system has CUDA® 11 installed, install separate package: ```bash pip install qiskit-aer-gpu-cu11 ``` This will overwrite your current `qiskit-aer` package installation giving you the same functionality found in the canonical `qiskit-aer` package, pl",,2018-12-19T13:55:29.924738Z,https://github.com/Qiskit/qiskit-aer,"qiskit, simulator, quantum computing, backend",2026-02-04T21:30:59.913808Z,Apache 2.0,,,,qiskit-aer,https://pypi.org/project/qiskit-aer/,https://pypi.org/project/qiskit-aer/,58,"[""qiskit>=1.1.0"", ""numpy>=1.16.3"", ""scipy>=1.0"", ""psutil>=5"", ""python-dateutil>=2.8.0""]",>=3.7,2026-08-03T21:34:58.139920+00:00,Aer - High performance simulators for Qiskit,0.17.2,False,,QeqWfcaWwR5ZFWV8D,e8QvezgMZCNhotXcb Haujet Zhao,1292756898@qq.com,"[""Development Status :: 4 - Beta"", ""Intended Audience :: End Users/Desktop"", ""License :: OSI Approved :: Mozilla Public License 2.0 (MPL 2.0)"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.5"", ""Programming Language :: Python :: 3.6"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Topic :: Multimedia :: Video""]",0,"# ![icon.ico](assets/icon.ico) Quick Math ## 📝 介绍 顾名思义，Quick Math 是用于快速输入数学公式的一个工具。 在主界面是一个画板，你可以在上边用鼠标、触摸屏、手写笔写出数学公式，然后点击识别按钮或者按下回车键，你写的公式图片就会被上传到 Mathpix 识别，然后会自动复制返回的 Latex 公式。 它是开源的，你可以免费使用它。下载安装请到 [Github releases](https://github.com/HaujetZhao/QuickMath/releases) 或者 [Gitee releases](https://gitee.com/haujet/QuickMath/releases) 界面。 目前在两个仓库更新： - https://github.com/HaujetZhao/QuickMath - https://gitee.com/haujet/QuickMath 使用界面： ![image-20200904070647991](assets/image-20200904070647991.png) ![image-20200904075335241](assets/image-20200904075335241.png) ## 🔮 使用说明 首先本软件识别数学公式使用的是 Mathpix 在线服务的 API。 有两种方式： * 第一种，是使用自己的 API。你需要到 [Mathpix 官网](https://mathpix.com/ocr) 申请一个 Mathpix 账号，然后开通一个 OCR API 。 开通 API 需要绑定信用卡，支持银联，绑定的时候会扣费1美元。 Mathpix Api 的价格是：每个月前1000次免费，第 1-100K 次每次请求 0.004美元（约合人民币 0.028 元），第 100K-300K 次每次请求 0.002美元，第 300k 次这后每次请求 0.001​美元，如果超过了第1000次，自动从信用卡扣费。你可以从官网页面看到这个月已经使用多少次。Quick Math 本身也提供了 API 使用次数统计的功能。 申请完 API 后，回到软件在设置界面填入，就可以使用了。 * 第二种是使用 LatexLive。[LatexLive](https://latexlive.com) 是 B 站科普 UP 主 [@妈咪说MommyTalk](https://space.bilibili.com/223146252/) 搭建的一个 Latex 数学公式编辑、识别网站，也使用了 Mathpix 的 API，不过 API 费用都是 [@妈咪说MommyTalk](https://space.bilibili.com/223146252/) 自个替用户掏了。我在 Quick Math 里面加入了 LatexLive 的页面，同时也加入了使用 LatexLive 图片接口进行识别的功能，你只要在设置界面选择**使用 LatexLive 识别** 就可以免费识别你的手写公式了。不过请尊重 [@妈咪说MommyTalk](https://space.bilibili.com/223146252/) 自己掏钱为普通人提供便利的初心，不要滥用 LatexLive，你的每一次使用，都是有 UP 主在为你掏钱给 Mathpix，都是在白嫖 UP 的钱包。 所以我的建议是：先自己注册一个 Mathpix 的 API，使用自己的 1000 次每月的免费额度，不够了再使用 LatexLive 的方法。 在主界面是一个画板，你可以在上边用鼠标、触摸屏、手写笔写出数学公式，然后点击识别按钮或者按下回车键，你写的公式图片就会被上传到 Mathpix 识别，然后会自动复制返回的 Latex 公式。 ## 🔨 参与贡献 作者只有 Win10 64 位系统，有空了发一个打包版本，不过还是建议使用 pip 安装。如果你用的是其它系统电脑，比如 windows 32 位、MacOS、Linux，你可以参与志愿打包。 只要安装上 requirements.txt 中的 python 依赖包，确保源码能跑起来，再用 pyinstaller 将 QuickHand.py 打包 再将： - `misc` 文件夹 - `icon.ico` 文件 - `sponsor.jpg` 文件 - `style.css` 文件 都复制到打包出的 QuickMath 文件夹根目录，再打包成压缩包，即可。 Linux 和 MacOS 用户可能还需要将打包出的 QuickMath 文件夹根目录内的可执行文件加",,2020-09-04T00:28:49.474003Z,https://github.com/HaujetZhao/QuickMath,,2020-10-05T12:05:17.760887Z,MPL-2.0 License,,Haujet Zhao,1292756898@qq.com,QuickMath,https://pypi.org/project/QuickMath/,https://pypi.org/project/QuickMath/,10,[],">=3.5, <4",2026-08-03T21:34:58.170515+00:00,快速的数学公式手写插入工具（使用了 Mathpix API）,1.5.0,False,,QeqWfcaWwR5ZFWV8D,e8QvezgMZCNhotXcb Yann Lanthony,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Natural Language :: English"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Topic :: Software Development :: Build Tools"", ""Topic :: Software Development :: Libraries :: Python Modules""]",1,"# QtSASS: Compile SCSS files to Qt stylesheets [![License - MIT](https://img.shields.io/github/license/spyder-ide/qtsass.svg)](./LICENSE.txt) [![OpenCollective Backers](https://opencollective.com/spyder/backers/badge.svg?color=blue)](#backers) [![Join the chat at https://gitter.im/spyder-ide/public](https://badges.gitter.im/spyder-ide/spyder.svg)](https://gitter.im/spyder-ide/public)
[![Github build status](https://github.com/spyder-ide/qtsass/workflows/Tests/badge.svg)](https://github.com/spyder-ide/qtsass/actions) [![Codecov coverage](https://img.shields.io/codecov/c/github/spyder-ide/qtsass/master.svg)](https://codecov.io/gh/spyder-ide/qtsass) [![Scrutinizer Code Quality](https://scrutinizer-ci.com/g/spyder-ide/qtsass/badges/quality-score.png?b=master)](https://scrutinizer-ci.com/g/spyder-ide/qtsass/?branch=master) *Copyright © 2015 Yann Lanthony* *Copyright © 2017–2018 Spyder Project Contributors* ## Overview [SASS](http://sass-lang.com/) brings countless amazing features to CSS. Besides being used in web development, CSS is also the way to stylize Qt-based desktop applications. However, Qt's CSS has a few variations that prevent the direct use of SASS compiler. The purpose of this tool is to fill the gap between SASS and Qt-CSS by handling those variations. ## Qt's CSS specificities The goal of QtSASS is to be able to generate a Qt-CSS stylesheet based on a 100% valid SASS file. This is how it deals with Qt's specifics and how you should modify your CSS stylesheet to use QtSASS. #### ""!"" in selectors Qt allows to define the style of a widget according to its states, like this: ```css QLineEdit:enabled { ... } ``` However, a ""not"" state is problematic because it introduces an exclamation mark in the selector's name, which is not valid SASS/CSS: ```css QLineEdit:!editable { ... } ``` QtSASS allows ""!"" in selectors' names; the SASS file is preprocessed and any occurence of `:!` is replaced by `:_qnot_` (for ""Qt not""). However, using this feature",,2019-04-27T00:59:34.638780Z,https://github.com/spyder-ide/qtsass,qt sass qtsass scss css qss stylesheets,2023-03-27T22:48:14.063470Z,MIT,,The Spyder Project Contributors,qtsass@spyder-ide.org,qtsass,https://pypi.org/project/qtsass/,https://pypi.org/project/qtsass/,6,"[""libsass (>=0.22.0)""]",>=3.7,2026-08-03T21:34:58.209802+00:00,Compile SCSS files to valid Qt stylesheets.,0.4.0,False,,QeqWfcaWwR5ZFWV8D,e8QvezgMZCNhotXcb ,Riverbank Computing Limited ,[],2,"# PyQt5 - Comprehensive Python Bindings for Qt v5 Qt is set of cross-platform C++ libraries that implement high-level APIs for accessing many aspects of modern desktop and mobile systems. These include location and positioning services, multimedia, NFC and Bluetooth connectivity, a Chromium based web browser, as well as traditional UI development. PyQt5 is a comprehensive set of Python bindings for Qt v5. It is implemented as more than 35 extension modules and enables Python to be used as an alternative application development language to C++ on all supported platforms including iOS and Android. PyQt5 may also be embedded in C++ based applications to allow users of those applications to configure or enhance the functionality of those applications. ## Author PyQt5 is copyright (c) Riverbank Computing Limited. Its homepage is https://www.riverbankcomputing.com/software/pyqt/. Support may be obtained from the PyQt mailing list at https://www.riverbankcomputing.com/mailman/listinfo/pyqt/. ## License PyQt5 is released under the GPL v3 license and under a commercial license that allows for the development of proprietary applications. ## Documentation The documentation for the latest release can be found [here](https://www.riverbankcomputing.com/static/Docs/PyQt5/). ## Installation The GPL version of PyQt5 can be installed from PyPI: pip install PyQt5 `pip` will also build and install the bindings from the sdist package but Qt's `qmake` tool must be on `PATH`. The `sip-install` tool will also install the bindings from the sdist package but will allow you to configure many aspects of the installation. ",,2016-04-28T11:07:41.076261Z,,,2024-07-19T08:39:57.756170Z,GPL v3,,,,PyQt5,https://pypi.org/project/PyQt5/,https://pypi.org/project/PyQt5/,35,"[""PyQt5-sip<13,>=12.15"", ""PyQt5-Qt5<5.16.0,>=5.15.2""]",>=3.8,2026-08-03T21:34:58.240244+00:00,Python bindings for the Qt cross platform application toolkit,5.15.11,False,,QeqWfcaWwR5ZFWV8D,e8QvezgMZCNhotXcb Travis E. Oliphant et al.,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""Operating System :: MacOS"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Operating System :: Unix"", ""Programming Language :: C"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Implementation :: CPython"", ""Topic :: Scientific/Engineering"", ""Topic :: Software Development"", ""Typing :: Typed""]",0,"


[![Powered by NumFOCUS](https://img.shields.io/badge/powered%20by-NumFOCUS-orange.svg?style=flat&colorA=E1523D&colorB=007D8A)]( https://numfocus.org) [![PyPI Downloads](https://img.shields.io/pypi/dm/numpy.svg?label=PyPI%20downloads)]( https://pypi.org/project/numpy/) [![Conda Downloads](https://img.shields.io/conda/dn/conda-forge/numpy.svg?label=Conda%20downloads)]( https://anaconda.org/conda-forge/numpy) [![Stack Overflow](https://img.shields.io/badge/stackoverflow-Ask%20questions-blue.svg)]( https://stackoverflow.com/questions/tagged/numpy) [![Nature Paper](https://img.shields.io/badge/DOI-10.1038%2Fs41586--020--2649--2-blue)]( https://doi.org/10.1038/s41586-020-2649-2) [![LFX Health Score](https://insights.linuxfoundation.org/api/badge/health-score?project=numpy)](https://insights.linuxfoundation.org/project/numpy) [![OpenSSF Scorecard](https://api.securityscorecards.dev/projects/github.com/numpy/numpy/badge)](https://securityscorecards.dev/viewer/?uri=github.com/numpy/numpy) [![Typing](https://img.shields.io/pypi/types/numpy)](https://pypi.org/project/numpy/) NumPy is the fundamental package for scientific computing with Python. - **Website:** https://numpy.org - **Documentation:** https://numpy.org/doc - **Mailing list:** https://mail.python.org/mailman/listinfo/numpy-discussion - **Source code:** https://github.com/numpy/numpy - **Contributing:** https://numpy.org/devdocs/dev/index.html - **Bug reports:** https://github.com/numpy/numpy/issues - **Report a security vulnerability:** https://github.com/numpy/numpy/security/policy (via Tidelift) It provides: - a powerful N-dimensional array object - sophisticated (broadcasting) functions - tools for integrating C/C++ and Fortran code - useful linear algebra, Fourier transform, and random number capabilities Testing: NumPy requires `pytest` and `hypothesis`. Tests c",,2006-12-02T02:07:43Z,,,2026-07-04T17:08:00.933002Z,,BSD-3-Clause AND 0BSD AND MIT AND Zlib AND CC0-1.0,,NumPy Developers ,numpy,https://pypi.org/project/numpy/,https://pypi.org/project/numpy/,149,[],>=3.12,2026-08-03T21:34:44.830949+00:00,Fundamental package for array computing in Python,2.5.1,False,,C9usDZ6cQeak36CiM,nZyv2V95rq5XTFBE4 NLTK Team,nltk.team@gmail.com,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Education"", ""Intended Audience :: Information Technology"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: Apache Software License"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Scientific/Engineering"", ""Topic :: Scientific/Engineering :: Artificial Intelligence"", ""Topic :: Scientific/Engineering :: Human Machine Interfaces"", ""Topic :: Scientific/Engineering :: Information Analysis"", ""Topic :: Text Processing"", ""Topic :: Text Processing :: Filters"", ""Topic :: Text Processing :: General"", ""Topic :: Text Processing :: Indexing"", ""Topic :: Text Processing :: Linguistic""]",21,"The Natural Language Toolkit (NLTK) is a Python package for natural language processing. NLTK requires Python 3.10, 3.11, 3.12, 3.13, or 3.14. ",,2009-07-15T09:32:16.349425Z,https://www.nltk.org/,"NLP, CL, natural language processing, computational linguistics, parsing, tagging, tokenizing, syntax, linguistics, language, natural language, text analytics",2026-08-01T06:25:20.748838Z,"Apache License, Version 2.0",,NLTK Team,nltk.team@gmail.com,nltk,https://pypi.org/project/nltk/,https://pypi.org/project/nltk/,67,"[""defusedxml"", ""click"", ""joblib"", ""regex>=2021.8.3"", ""tqdm"", ""numpy; extra == \""machine-learning\"""", ""python-crfsuite; extra == \""machine-learning\"""", ""scikit-learn; extra == \""machine-learning\"""", ""scipy; extra == \""machine-learning\"""", ""matplotlib; extra == \""plot\"""", ""pyparsing; extra == \""tgrep\"""", ""twython; extra == \""twitter\"""", ""requests; extra == \""corenlp\"""", ""twython; extra == \""all\"""", ""requests; extra == \""all\"""", ""numpy; extra == \""all\"""", ""pyparsing; extra == \""all\"""", ""matplotlib; extra == \""all\"""", ""scikit-learn; extra == \""all\"""", ""scipy; extra == \""all\"""", ""python-crfsuite; extra == \""all\""""]",>=3.10,2026-08-03T21:34:44.861932+00:00,Natural Language Toolkit,3.10.1,False,,C9usDZ6cQeak36CiM,nZyv2V95rq5XTFBE4 ,Aric Hagberg ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Scientific/Engineering :: Bio-Informatics"", ""Topic :: Scientific/Engineering :: Information Analysis"", ""Topic :: Scientific/Engineering :: Mathematics"", ""Topic :: Scientific/Engineering :: Physics"", ""Topic :: Software Development :: Libraries :: Python Modules""]",37,"NetworkX ======== .. image:: https://github.com/networkx/networkx/actions/workflows/test.yml/badge.svg?branch=main :target: https://github.com/networkx/networkx/actions/workflows/test.yml .. image:: https://img.shields.io/pypi/v/networkx.svg? :target: https://pypi.python.org/pypi/networkx .. image:: https://img.shields.io/pypi/l/networkx.svg? :target: https://github.com/networkx/networkx/blob/main/LICENSE.txt .. image:: https://img.shields.io/pypi/pyversions/networkx.svg? :target: https://pypi.python.org/pypi/networkx .. image:: https://img.shields.io/github/labels/networkx/networkx/good%20first%20issue?color=green&label=contribute :target: https://github.com/networkx/networkx/contribute .. image:: https://insights.linuxfoundation.org/api/badge/health-score?project=networkx :target: https://insights.linuxfoundation.org/project/networkx NetworkX is a Python package for the creation, manipulation, and study of the structure, dynamics, and functions of complex networks. - **Website (including documentation):** https://networkx.org - **Mailing list:** https://groups.google.com/forum/#!forum/networkx-discuss - **Source:** https://github.com/networkx/networkx - **Bug reports:** https://github.com/networkx/networkx/issues - **Report a security vulnerability:** https://tidelift.com/security - **Tutorial:** https://networkx.org/documentation/latest/tutorial.html - **GitHub Discussions:** https://github.com/networkx/networkx/discussions - **Discord (Scientific Python) invite link:** https://discord.com/invite/vur45CbwMz - **NetworkX meetings calendar (open to all):** https://scientific-python.org/calendars/networkx.ics Simple example -------------- Find the shortest path between two nodes in an undirected graph: .. code:: pycon >>> import networkx as nx >>> G = nx.Graph() >>> G.add_edge(""A"", ""B"", weight=4) >>> G.add_edge(""B"", ""D"", weight=2) >>> G.add_edge(""A"", ""C"", weight=3) >>> G.add_edge(""",,2007-04-13T01:49:38Z,,"Networks, Graph Theory, Mathematics, network, graph, discrete mathematics, math",2025-12-08T17:02:39.908840Z,,BSD-3-Clause,,NetworkX Developers ,networkx,https://pypi.org/project/networkx/,https://pypi.org/project/networkx/,96,"[""asv; extra == \""benchmarking\"""", ""virtualenv; extra == \""benchmarking\"""", ""numpy>=1.25; extra == \""default\"""", ""scipy>=1.11.2; extra == \""default\"""", ""matplotlib>=3.8; extra == \""default\"""", ""pandas>=2.0; extra == \""default\"""", ""pre-commit>=4.1; extra == \""developer\"""", ""mypy>=1.15; extra == \""developer\"""", ""sphinx>=8.0; extra == \""doc\"""", ""pydata-sphinx-theme>=0.16; extra == \""doc\"""", ""sphinx-gallery>=0.18; extra == \""doc\"""", ""numpydoc>=1.8.0; extra == \""doc\"""", ""pillow>=10; extra == \""doc\"""", ""texext>=0.6.7; extra == \""doc\"""", ""myst-nb>=1.1; extra == \""doc\"""", ""intersphinx-registry; extra == \""doc\"""", ""osmnx>=2.0.0; extra == \""example\"""", ""momepy>=0.7.2; extra == \""example\"""", ""contextily>=1.6; extra == \""example\"""", ""seaborn>=0.13; extra == \""example\"""", ""cairocffi>=1.7; extra == \""example\"""", ""igraph>=0.11; extra == \""example\"""", ""scikit-learn>=1.5; extra == \""example\"""", ""iplotx>=0.9.0; extra == \""example\"""", ""lxml>=4.6; extra == \""extra\"""", ""pygraphviz>=1.14; extra == \""extra\"""", ""pydot>=3.0.1; extra == \""extra\"""", ""sympy>=1.10; extra == \""extra\"""", ""build>=0.10; extra == \""release\"""", ""twine>=4.0; extra == \""release\"""", ""wheel>=0.40; extra == \""release\"""", ""changelist==0.5; extra == \""release\"""", ""pytest>=7.2; extra == \""test\"""", ""pytest-cov>=4.0; extra == \""test\"""", ""pytest-xdist>=3.0; extra == \""test\"""", ""pytest-mpl; extra == \""test-extras\"""", ""pytest-randomly; extra == \""test-extras\""""]","!=3.14.1,>=3.11",2026-08-03T21:34:44.893333+00:00,Python package for creating and manipulating graphs and networks,3.6.1,False,,C9usDZ6cQeak36CiM,nZyv2V95rq5XTFBE4 Ewald R. de Wit,ewald.de.wit@gmail.com,"[""Development Status :: 5 - Production/Stable"", ""Framework :: AsyncIO"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: BSD License"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.5"", ""Programming Language :: Python :: 3.6"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9""]",0,"|Build| |Status| |PyPiVersion| |License| |Downloads| Introduction ------------ By design asyncio `does not allow `_ its event loop to be nested. This presents a practical problem: When in an environment where the event loop is already running it's impossible to run tasks and wait for the result. Trying to do so will give the error ""``RuntimeError: This event loop is already running``"". The issue pops up in various environments, such as web servers, GUI applications and in Jupyter notebooks. This module patches asyncio to allow nested use of ``asyncio.run`` and ``loop.run_until_complete``. Installation ------------ .. code-block:: pip3 install nest_asyncio Python 3.5 or higher is required. Usage ----- .. code-block:: python import nest_asyncio nest_asyncio.apply() Optionally the specific loop that needs patching can be given as argument to ``apply``, otherwise the current event loop is used. An event loop can be patched whether it is already running or not. Only event loops from asyncio can be patched; Loops from other projects, such as uvloop or quamash, generally can't be patched. .. |Build| image:: https://github.com/erdewit/nest_asyncio/actions/workflows/test.yml/badge.svg?branche=master :alt: Build :target: https://github.com/erdewit/nest_asyncio/actions .. |PyPiVersion| image:: https://img.shields.io/pypi/v/nest_asyncio.svg :alt: PyPi :target: https://pypi.python.org/pypi/nest_asyncio .. |Status| image:: https://img.shields.io/badge/status-stable-green.svg :alt: .. |License| image:: https://img.shields.io/badge/license-BSD-blue.svg :alt: .. |Downloads| image:: https://static.pepy.tech/badge/nest-asyncio/month :alt: Number of downloads :target: https://pepy.tech/project/nest-asyncio ",,2018-09-07T09:32:30.021886Z,https://github.com/erdewit/nest_asyncio,"asyncio,nested,eventloop",2024-01-21T14:25:19.227547Z,BSD,,,,nest-asyncio,https://pypi.org/project/nest-asyncio/,https://pypi.org/project/nest-asyncio/,36,[],>=3.5,2026-08-03T21:34:44.928543+00:00,Patch asyncio to allow nested event loops,1.6.0,False,,C9usDZ6cQeak36CiM,nZyv2V95rq5XTFBE4 ,,"[""Development Status :: 4 - Beta"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: BSD License"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Software Development :: Compilers""]",2,"***** Numba ***** .. image:: https://img.shields.io/badge/discuss-on%20discourse-blue :target: https://numba.discourse.group/ :alt: Discourse .. image:: https://zenodo.org/badge/doi/10.5281/zenodo.4343230.svg :target: https://doi.org/10.5281/zenodo.4343230 :alt: Zenodo .. image:: https://img.shields.io/pypi/v/numba.svg :target: https://pypi.python.org/pypi/numba/ :alt: PyPI .. image:: https://dev.azure.com/numba/numba/_apis/build/status/numba.numba?branchName=main :target: https://dev.azure.com/numba/numba/_build/latest?definitionId=1?branchName=main :alt: Azure Pipelines A Just-In-Time Compiler for Numerical Functions in Python ######################################################### Numba is an open source, NumPy-aware optimizing compiler for Python sponsored by Anaconda, Inc. It uses the LLVM compiler project to generate machine code from Python syntax. Numba can compile a large subset of numerically-focused Python, including many NumPy functions. Additionally, Numba has support for automatic parallelization of loops, generation of GPU-accelerated code, and creation of ufuncs and C callbacks. For more information about Numba, see the Numba homepage: https://numba.pydata.org and the online documentation: https://numba.readthedocs.io/en/stable/index.html Installation ============ Please follow the instructions: https://numba.readthedocs.io/en/stable/user/installing.html Demo ==== Please have a look and the demo notebooks via the mybinder service: https://mybinder.org/v2/gh/numba/numba-examples/master?filepath=notebooks Contact ======= Numba has a discourse forum for discussions: * https://numba.discourse.group ",,2012-08-15T17:20:59.963798Z,https://numba.pydata.org,,2026-07-24T06:19:01.910395Z,BSD,,,,numba,https://pypi.org/project/numba/,https://pypi.org/project/numba/,135,"[""llvmlite<0.49,>=0.48.0dev0"", ""numpy<2.5,>=1.22""]",>=3.10,2026-08-03T21:34:44.988000+00:00,compiling Python code using LLVM,0.66.0,False,,C9usDZ6cQeak36CiM,nZyv2V95rq5XTFBE4 Seth M. Morton,drtuba78@gmail.com,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Financial and Insurance Industry"", ""Intended Audience :: Information Technology"", ""Intended Audience :: Science/Research"", ""Intended Audience :: System Administrators"", ""License :: OSI Approved :: MIT License"", ""Natural Language :: English"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Topic :: Scientific/Engineering :: Information Analysis"", ""Topic :: Text Processing"", ""Topic :: Utilities""]",2,"natsort ======= .. image:: https://img.shields.io/pypi/v/natsort.svg :target: https://pypi.org/project/natsort/ .. image:: https://img.shields.io/pypi/pyversions/natsort.svg :target: https://pypi.org/project/natsort/ .. image:: https://img.shields.io/pypi/l/natsort.svg :target: https://github.com/SethMMorton/natsort/blob/main/LICENSE .. image:: https://github.com/SethMMorton/natsort/workflows/Tests/badge.svg :target: https://github.com/SethMMorton/natsort/actions .. image:: https://codecov.io/gh/SethMMorton/natsort/branch/main/graph/badge.svg :target: https://codecov.io/gh/SethMMorton/natsort .. image:: https://img.shields.io/pypi/dw/natsort.svg :target: https://pypi.org/project/natsort/ Simple yet flexible natural sorting in Python. - Source Code: https://github.com/SethMMorton/natsort - Downloads: https://pypi.org/project/natsort/ - Documentation: https://natsort.readthedocs.io/ - `Examples and Recipes`_ - `How Does Natsort Work?`_ - `API`_ - `Quick Description`_ - `Quick Examples`_ - `FAQ`_ - `Requirements`_ - `Optional Dependencies`_ - `Installation`_ - `How to Run Tests`_ - `How to Build Documentation`_ - `Dropped Deprecated APIs`_ - `History`_ **NOTE**: Please see the `Dropped Deprecated APIs`_ section for changes. Quick Description ----------------- When you try to sort a list of strings that contain numbers, the normal python sort algorithm sorts lexicographically, so you might not get the results that you expect: .. code-block:: pycon >>> a = ['2 ft 7 in', '1 ft 5 in', '10 ft 2 in', '2 ft 11 in', '7 ft 6 in'] >>> sorted(a) ['1 ft 5 in', '10 ft 2 in', '2 ft 11 in', '2 ft 7 in', '7 ft 6 in'] Notice that it has the order ('1', '10', '2') - this is because the list is being sorted in lexicographical order, which sorts numbers like you would letters (i.e. 'b', 'ba', 'c'). `natsort`_ provides a function `natsorted()`_ that helps sort lists ""n",,2012-11-17T05:49:32.504531Z,https://github.com/SethMMorton/natsort,,2023-06-20T04:17:19.925781Z,MIT,,,,natsort,https://pypi.org/project/natsort/,https://pypi.org/project/natsort/,59,"[""fastnumbers (>=2.0.0) ; extra == 'fast'"", ""PyICU (>=1.0.0) ; extra == 'icu'""]",>=3.7,2026-08-03T21:34:45.025975+00:00,Simple yet flexible natural sorting in Python.,8.4.0,False,,C9usDZ6cQeak36CiM,nZyv2V95rq5XTFBE4 ,"""David P. D. Moss"" , Stefan Nordhausen ","[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Intended Audience :: Education"", ""Intended Audience :: Information Technology"", ""Intended Audience :: Science/Research"", ""Intended Audience :: System Administrators"", ""Intended Audience :: Telecommunications Industry"", ""License :: OSI Approved :: BSD License"", ""Natural Language :: English"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Topic :: Communications"", ""Topic :: Documentation"", ""Topic :: Education"", ""Topic :: Education :: Testing"", ""Topic :: Home Automation"", ""Topic :: Internet"", ""Topic :: Internet :: Log Analysis"", ""Topic :: Internet :: Name Service (DNS)"", ""Topic :: Internet :: Proxy Servers"", ""Topic :: Internet :: WWW/HTTP"", ""Topic :: Internet :: WWW/HTTP :: Indexing/Search"", ""Topic :: Internet :: WWW/HTTP :: Site Management"", ""Topic :: Security"", ""Topic :: Software Development"", ""Topic :: Software Development :: Libraries"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: Software Development :: Quality Assurance"", ""Topic :: Software Development :: Testing"", ""Topic :: Software Development :: Testing :: Traffic Generation"", ""Topic :: System :: Benchmark"", ""Topic :: System :: Clustering"", ""Topic :: System :: Distributed Computing"", ""Topic :: System :: Installation/Setup"", ""Topic :: System :: Logging"", ""Topic :: System :: Monitoring"", ""Topic :: System :: Networking"", ""Topic :: System :: Networking :: Firewalls"", ""Topic :: System :: Networking :: Monitoring"", ""Topic :: System :: Networking :: Time Synchronization"", ""Topic :: System :: Recovery Tools"", ""Topic :: System :: Shells"", ""Topic :: System :: Software Distribution"", ""Topic :: System :: System Shells"", ""Topic :: System :: Systems Administration"", ""Topic :: Text Processing"", ""Topic :: Text Processing :: Filters"", ""Topic :: Utilities""]",1,"netaddr ======= .. image:: https://codecov.io/gh/netaddr/netaddr/branch/master/graph/badge.svg :target: https://codecov.io/gh/netaddr/netaddr .. image:: https://github.com/netaddr/netaddr/workflows/CI/badge.svg :target: https://github.com/netaddr/netaddr/actions?query=workflow%3ACI+branch%3Amaster .. image:: https://img.shields.io/pypi/v/netaddr.svg :target: https://pypi.org/project/netaddr/ .. image:: https://img.shields.io/pypi/pyversions/netaddr.svg :target: pypi.python.org/pypi/netaddr A Python library for representing and manipulating network addresses. Provides support for: Layer 3 addresses - IPv4 and IPv6 addresses, subnets, masks, prefixes - iterating, slicing, sorting, summarizing and classifying IP networks - dealing with various ranges formats (CIDR, arbitrary ranges and globs, nmap) - set based operations (unions, intersections etc) over IP addresses and subnets - parsing a large variety of different formats and notations - looking up IANA IP block information - generating DNS reverse lookups - supernetting and subnetting Layer 2 addresses - representation and manipulation MAC addresses and EUI-64 identifiers - looking up IEEE organisational information (OUI, IAB) - generating derived IPv6 addresses | Documentation: https://netaddr.readthedocs.io/en/latest/ | Source code repository: https://github.com/netaddr/netaddr/ PyPI page: https://pypi.org/project/netaddr/ Share and enjoy! ",,2008-07-15T22:16:27Z,,"Networking, Systems Administration, IANA, IEEE, CIDR, IP, IPv4, IPv6, CIDR, EUI, MAC, MAC-48, EUI-48, EUI-64",2024-05-28T21:30:37.743736Z,BSD License,,,Jakub Stasiak ,netaddr,https://pypi.org/project/netaddr/,https://pypi.org/project/netaddr/,40,"[""ipython; extra == \""nicer-shell\""""]",>=3.7,2026-08-03T21:34:45.054684+00:00,A network address manipulation library for Python,1.3.0,False,,C9usDZ6cQeak36CiM,nZyv2V95rq5XTFBE4 ,Wenzel Jakob ,"[""Intended Audience :: Developers"", ""License :: OSI Approved :: BSD License"", ""Programming Language :: C++"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: Utilities""]",0,"![nanobind logo]( https://github.com/wjakob/nanobind/raw/master/docs/images/logo.jpg?raw=True) _nanobind_ is a small binding library that exposes C++ types in Python and vice versa. It is reminiscent of [Boost.Python](https://www.boost.org/doc/libs/1_64_0/libs/python/doc/html) and [pybind11](http://github.com/pybind/pybind11) and uses near-identical syntax. In contrast to these existing tools, nanobind is more efficient: bindings compile in a shorter amount of time, produce smaller binaries, and have better runtime performance. More concretely, [benchmarks](https://nanobind.readthedocs.io/en/latest/benchmark.html) show up to **~4× faster** compile time, **~5× smaller** binaries, and **~10× lower** runtime overheads compared to pybind11. nanobind also outperforms Cython in important metrics (**3-12×** binary size reduction, **1.6-4×** compilation time reduction, similar runtime performance). Please see the following links for tutorial and reference documentation in [HTML](https://nanobind.readthedocs.io/en/latest/) and [PDF](https://nanobind.readthedocs.io/_/downloads/en/latest/pdf/) formats. ",,2022-02-20T23:02:17.690006Z,,,2026-06-18T06:03:49.491091Z,,,,,nanobind,https://pypi.org/project/nanobind/,https://pypi.org/project/nanobind/,48,[],,2026-08-03T21:34:45.082497+00:00,nanobind: tiny and efficient C++/Python bindings,2.13.0,False,,C9usDZ6cQeak36CiM,nZyv2V95rq5XTFBE4 Jason Pellerin,jpellerin+nose@gmail.com,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: GNU Library or Lesser General Public License (LGPL)"", ""Natural Language :: English"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Topic :: Software Development :: Testing""]",0,"nose extends the test loading and running features of unittest, making it easier to write, find and run tests. By default, nose will run tests in files or directories under the current working directory whose names include ""test"" or ""Test"" at a word boundary (like ""test_this"" or ""functional_test"" or ""TestClass"" but not ""libtest""). Test output is similar to that of unittest, but also includes captured stdout output from failing tests, for easy print-style debugging. These features, and many more, are customizable through the use of plugins. Plugins included with nose provide support for doctest, code coverage and profiling, flexible attribute-based test selection, output capture and more. More information about writing plugins may be found on in the nose API documentation, here: http://readthedocs.org/docs/nose/ If you have recently reported a bug marked as fixed, or have a craving for the very latest, you may want the development version instead: https://github.com/nose-devs/nose/tarball/master#egg=nose-dev",,2010-12-14T23:20:25.766733Z,http://readthedocs.org/docs/nose/,test unittest doctest automatic discovery,2015-06-02T09:12:40.570975Z,GNU LGPL,,,,nose,https://pypi.org/project/nose/,https://pypi.org/project/nose/,14,[],,2026-08-03T21:34:45.106229+00:00,nose extends unittest to make testing easier,1.3.7,False,,C9usDZ6cQeak36CiM,nZyv2V95rq5XTFBE4 See AUTHORS,charlie.clark@clark-consulting.eu,"[""Development Status :: 5 - Production/Stable"", ""License :: OSI Approved :: MIT License"", ""Operating System :: MacOS :: MacOS X"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.6"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9""]",1,".. image:: https://coveralls.io/repos/bitbucket/openpyxl/openpyxl/badge.svg?branch=default :target: https://coveralls.io/bitbucket/openpyxl/openpyxl?branch=default :alt: coverage status Introduction ------------ openpyxl is a Python library to read/write Excel 2010 xlsx/xlsm/xltx/xltm files. It was born from lack of existing library to read/write natively from Python the Office Open XML format. All kudos to the PHPExcel team as openpyxl was initially based on PHPExcel. Security -------- By default openpyxl does not guard against quadratic blowup or billion laughs xml attacks. To guard against these attacks install defusedxml. Mailing List ------------ The user list can be found on http://groups.google.com/group/openpyxl-users Sample code:: from openpyxl import Workbook wb = Workbook() # grab the active worksheet ws = wb.active # Data can be assigned directly to cells ws['A1'] = 42 # Rows can also be appended ws.append([1, 2, 3]) # Python types will automatically be converted import datetime ws['A2'] = datetime.datetime.now() # Save the file wb.save(""sample.xlsx"") Documentation ------------- The documentation is at: https://openpyxl.readthedocs.io * installation methods * code examples * instructions for contributing Release notes: https://openpyxl.readthedocs.io/en/stable/changes.html ",,2010-08-11T18:19:43.554462Z,https://openpyxl.readthedocs.io,,2024-06-28T14:03:44.161710Z,MIT,,,,openpyxl,https://pypi.org/project/openpyxl/,https://pypi.org/project/openpyxl/,96,"[""et-xmlfile""]",>=3.8,2026-08-03T21:34:49.287294+00:00,A Python library to read/write Excel 2010 xlsx/xlsm files,3.1.5,False,,EuN4fZUKL8RTV4osx,fpK7kYmH7mbj5V1SY ,,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Intended Audience :: Education"", ""Intended Audience :: Information Technology"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: Apache Software License"", ""Operating System :: MacOS"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Operating System :: Unix"", ""Programming Language :: C++"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.6"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Topic :: Scientific/Engineering"", ""Topic :: Scientific/Engineering :: Image Recognition"", ""Topic :: Software Development""]",2,"[![Downloads](https://static.pepy.tech/badge/opencv-python)](http://pepy.tech/project/opencv-python) ### Keep OpenCV Free OpenCV is raising funds to keep the library free for everyone, and we need the support of the entire community to do it. [Donate to OpenCV on Github](https://github.com/sponsors/opencv) to show your support. - [OpenCV on Wheels](#opencv-on-wheels) - [Installation and Usage](#installation-and-usage) - [Frequently Asked Questions](#frequently-asked-questions) - [Documentation for opencv-python](#documentation-for-opencv-python) - [CI build process](#ci-build-process) - [Manual builds](#manual-builds) - [Manual debug builds](#manual-debug-builds) - [Source distributions](#source-distributions) - [Licensing](#licensing) - [Versioning](#versioning) - [Releases](#releases) - [Development builds](#development-builds) - [Manylinux wheels](#manylinux-wheels) - [Supported Python versions](#supported-python-versions) - [Backward compatibility](#backward-compatibility) ## OpenCV on Wheels Pre-built CPU-only OpenCV packages for Python. Check the manual build section if you wish to compile the bindings from source to enable additional modules such as CUDA. ### Installation and Usage 1. If you have previous/other manually installed (= not installed via ``pip``) version of OpenCV installed (e.g. cv2 module in the root of Python's site-packages), remove it before installation to avoid conflicts. 2. Make sure that your `pip` version is up-to-date (19.3 is the minimum supported version): `pip install --upgrade pip`. Check version with `pip -V`. For example Linux distributions ship usually with very old `pip` versions which cause a lot of unexpected problems especially with the `manylinux` format. 3. Select the correct package for your environment: There are four different packages (see options 1, 2, 3 and 4 below) and you should **SELECT ONLY ONE OF THEM**. Do not install multiple different ",,2018-05-15T16:38:27.723317Z,https://github.com/opencv/opencv-python,,2026-07-29T03:52:01.842333Z,Apache 2.0,,OpenCV Team,,opencv-python,https://pypi.org/project/opencv-python/,https://pypi.org/project/opencv-python/,63,"[""numpy<2.0; python_version < \""3.9\"""", ""numpy>=2; python_version >= \""3.9\""""]",>=3.6,2026-08-03T21:34:49.336702+00:00,Wrapper package for OpenCV python bindings.,5.0.0.93,False,,EuN4fZUKL8RTV4osx,fpK7kYmH7mbj5V1SY ,Daniel Smith ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: MIT License"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Software Development :: Libraries :: Python Modules""]",0,"# Optimized Einsum [![Tests](https://github.com/dgasmith/opt_einsum/actions/workflows/Tests.yml/badge.svg)](https://github.com/dgasmith/opt_einsum/actions/workflows/Tests.yml) [![codecov](https://codecov.io/gh/dgasmith/opt_einsum/branch/master/graph/badge.svg)](https://codecov.io/gh/dgasmith/opt_einsum) [![Anaconda-Server Badge](https://anaconda.org/conda-forge/opt_einsum/badges/version.svg)](https://anaconda.org/conda-forge/opt_einsum) [![PyPI](https://img.shields.io/pypi/v/opt_einsum.svg)](https://pypi.org/project/opt-einsum/#description) [![PyPIStats](https://img.shields.io/pypi/dm/opt_einsum)](https://pypistats.org/packages/opt-einsum) [![Documentation Status](https://github.com/dgasmith/opt_einsum/actions/workflows/Docs.yaml/badge.svg)](https://dgasmith.github.io/opt_einsum/) [![DOI](https://joss.theoj.org/papers/10.21105/joss.00753/status.svg)](https://doi.org/10.21105/joss.00753) ## Optimized Einsum: A tensor contraction order optimizer Optimized einsum can significantly reduce the overall execution time of einsum-like expressions (e.g., [`np.einsum`](https://docs.scipy.org/doc/numpy/reference/generated/numpy.einsum.html), [`dask.array.einsum`](https://docs.dask.org/en/latest/array-api.html#dask.array.einsum), [`pytorch.einsum`](https://pytorch.org/docs/stable/torch.html#torch.einsum), [`tensorflow.einsum`](https://www.tensorflow.org/api_docs/python/tf/einsum), ) by optimizing the expression's contraction order and dispatching many operations to canonical BLAS, cuBLAS, or other specialized routines. Optimized einsum is agnostic to the backend and can handle NumPy, Dask, PyTorch, Tensorflow, CuPy, Sparse, Theano, JAX, and Autograd arrays as well as potentially any library which conforms to a standard API. See the [**documentation**](https://dgasmith.github.io/opt_einsum/) for more information. ## Example usage The [`opt_einsum.contract`](https://dgasmith.github.io/opt_einsum/api_reference#opt_einsumcontract) function can often act as a drop-in replacemen",,2016-07-30T22:12:39.825344Z,,,2024-09-26T14:33:24.483253Z,,,,,opt-einsum,https://pypi.org/project/opt-einsum/,https://pypi.org/project/opt-einsum/,15,[],>=3.8,2026-08-03T21:34:49.365220+00:00,Path optimization of einsum functions.,3.4.0,False,,EuN4fZUKL8RTV4osx,fpK7kYmH7mbj5V1SY The OAuthlib Community,,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Web Environment"", ""Intended Audience :: Developers"", ""Operating System :: MacOS"", ""Operating System :: POSIX"", ""Operating System :: POSIX :: Linux"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Software Development :: Libraries :: Python Modules""]",4,"OAuthLib - Python Framework for OAuth1 & OAuth2 =============================================== *A generic, spec-compliant, thorough implementation of the OAuth request-signing logic for Python 3.8+* .. image:: https://github.com/oauthlib/oauthlib/actions/workflows/python-build.yml/badge.svg :target: https://github.com/oauthlib/oauthlib/actions :alt: GitHub Actions .. image:: https://coveralls.io/repos/oauthlib/oauthlib/badge.svg?branch=master :target: https://coveralls.io/r/oauthlib/oauthlib :alt: Coveralls .. image:: https://img.shields.io/pypi/pyversions/oauthlib.svg :target: https://pypi.org/project/oauthlib/ :alt: Download from PyPI .. image:: https://img.shields.io/pypi/l/oauthlib.svg :target: https://pypi.org/project/oauthlib/ :alt: License .. image:: https://app.fossa.io/api/projects/git%2Bgithub.com%2Foauthlib%2Foauthlib.svg?type=shield :target: https://app.fossa.io/projects/git%2Bgithub.com%2Foauthlib%2Foauthlib?ref=badge_shield :alt: FOSSA Status .. image:: https://img.shields.io/readthedocs/oauthlib.svg :target: https://oauthlib.readthedocs.io/en/latest/index.html :alt: Read the Docs .. image:: https://badges.gitter.im/oauthlib/oauthlib.svg :target: https://gitter.im/oauthlib/Lobby :alt: Chat on Gitter .. image:: https://raw.githubusercontent.com/oauthlib/oauthlib/8d71b161fd145d11c40d55c9ab66ac134a303253/docs/logo/oauthlib-banner-700x192.png :target: https://github.com/oauthlib/oauthlib/ :alt: OAuth + Python = OAuthlib Python Framework OAuth often seems complicated and difficult-to-implement. There are several prominent libraries for handling OAuth requests, but they all suffer from one or both of the following: 1. They predate the `OAuth 1.0 spec`_, AKA RFC 5849. 2. They predate the `OAuth 2.0 spec`_, AKA RFC 6749. 3. They assume the usage of a specific HTTP request library. .. _`OAuth 1.0 spec`: https://tools.ietf.org/html/rfc5849 .. _`OAuth 2.0 spec`: https://tools.ietf.org/html/rfc6749 OAuthLib is a framewor",,2012-04-11T16:14:11.275829Z,https://github.com/oauthlib/oauthlib,,2025-06-19T22:48:08.269738Z,BSD-3-Clause,,Jonathan Huot,jonathan.huot@gmail.com,oauthlib,https://pypi.org/project/oauthlib/,https://pypi.org/project/oauthlib/,52,"[""cryptography>=3.0.0; extra == \""rsa\"""", ""cryptography>=3.0.0; extra == \""signedtoken\"""", ""pyjwt<3,>=2.0.0; extra == \""signedtoken\"""", ""blinker>=1.4.0; extra == \""signals\""""]",>=3.8,2026-08-03T21:34:49.412416+00:00,"A generic, spec-compliant, thorough implementation of the OAuth request-signing logic",3.3.1,False,,EuN4fZUKL8RTV4osx,fpK7kYmH7mbj5V1SY ,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: Apache Software License"", ""License :: OSI Approved :: MIT License"", ""License :: OSI Approved :: Mozilla Public License 2.0 (MPL 2.0)"", ""Operating System :: MacOS"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX :: Linux"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.15"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Rust"", ""Typing :: Typed""]",0,"# orjson orjson is a fast, correct JSON library for Python. It [benchmarks](https://github.com/ijl/orjson?tab=readme-ov-file#performance) as the fastest Python library for JSON and is more correct than the standard json library or other third-party libraries. It serializes [dataclass](https://github.com/ijl/orjson?tab=readme-ov-file#dataclass), [datetime](https://github.com/ijl/orjson?tab=readme-ov-file#datetime), [numpy](https://github.com/ijl/orjson?tab=readme-ov-file#numpy), and [UUID](https://github.com/ijl/orjson?tab=readme-ov-file#uuid) instances natively. [orjson.dumps()](https://github.com/ijl/orjson?tab=readme-ov-file#serialize) is something like 10x as fast as `json`, serializes common types and subtypes, has a `default` parameter for the caller to specify how to serialize arbitrary types, and has a number of flags controlling output. [orjson.loads()](https://github.com/ijl/orjson?tab=readme-ov-file#deserialize) is something like 2x as fast as `json`, and is strictly compliant with UTF-8 and RFC 8259 (""The JavaScript Object Notation (JSON) Data Interchange Format""). Reading from and writing to files, line-delimited JSON files, and so on is not provided by the library. orjson supports CPython 3.10, 3.11, 3.12, 3.13, 3.14, and 3.15. It distributes amd64/x86_64/x64, i686/x86, aarch64/arm64/armv8, arm7, ppc64le/POWER8, and s390x wheels for Linux, amd64 and aarch64 wheels for macOS, and amd64, i686, and aarch64 wheels for Windows. Wheels published to PyPI for amd64 run on x86-64-v1 (2003) or later, but will at runtime use AVX-512 if available for a significant performance benefit; aarch64 wheels run on ARMv8-A (2011) or later. orjson does not and will not support PyPy, embedded Python builds for Android/iOS, or PEP 554 subinterpreters. orjson may support PEP 703 free-threading when it is stable. Releases follow semantic versioning and serializing a new object type without an opt-in flag is considered a breaking change. orjson contains source code lic",,2018-11-23T18:46:26.808044Z,,,2026-05-06T15:11:08.309605Z,,MPL-2.0 AND (Apache-2.0 OR MIT),,,orjson,https://pypi.org/project/orjson/,https://pypi.org/project/orjson/,149,[],>=3.10,2026-08-03T21:34:49.497956+00:00,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy",3.11.9,False,,EuN4fZUKL8RTV4osx,fpK7kYmH7mbj5V1SY Omry Yadan,omry@yadan.net,"[""License :: OSI Approved :: BSD License"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.6"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9""]",3,"# OmegaConf | | Description | | --- | --- | | Project | [![PyPI version](https://badge.fury.io/py/omegaconf.svg)](https://badge.fury.io/py/omegaconf)[![Downloads](https://pepy.tech/badge/omegaconf/month)](https://pepy.tech/project/omegaconf?versions=1.4.*&versions=2.0.*&versions=2.1.*)![PyPI - Python Version](https://img.shields.io/pypi/pyversions/omegaconf.svg) | | Code quality| [![CircleCI](https://img.shields.io/circleci/build/github/omry/omegaconf?logo=s&token=5de2f8dc2a0dd78438520575431aa533150806e3)](https://circleci.com/gh/omry/omegaconf)[![Coverage Status](https://coveralls.io/repos/github/omry/omegaconf/badge.svg)](https://coveralls.io/github/omry/omegaconf)[![Total alerts](https://img.shields.io/lgtm/alerts/g/omry/omegaconf.svg?logo=lgtm&logoWidth=18)](https://lgtm.com/projects/g/omry/omegaconf/alerts/)[![Language grade: Python](https://img.shields.io/lgtm/grade/python/g/omry/omegaconf.svg?logo=lgtm&logoWidth=18)](https://lgtm.com/projects/g/omry/omegaconf/context:python)| | Docs and support |[![Documentation Status](https://readthedocs.org/projects/omegaconf/badge/?version=2.0_branch)](https://omegaconf.readthedocs.io/en/2.1_branch/)[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/omry/omegaconf/master?filepath=docs%2Fnotebook%2FTutorial.ipynb)| OmegaConf is a hierarchical configuration system, with support for merging configurations from multiple sources (YAML config files, dataclasses/objects and CLI arguments) providing a consistent API regardless of how the configuration was created. ## Releases ### Stable (2.3) OmegaConf 2.3 is the current stable version. * [What's new](https://github.com/omry/omegaconf/releases/tag/v2.3.0) * [Documentation](https://omegaconf.readthedocs.io/en/2.3_branch/) * [Source code](https://github.com/omry/omegaconf/tree/2.3_branch) Install with `pip install --upgrade omegaconf` ### Previous release (2.2) * [What's new](https://github.com/omry/omegaconf/releases/tag/v2.1.1) * [Documentation](h",,2018-09-03T16:19:51.088370Z,https://github.com/omry/omegaconf,yaml configuration config,2026-07-29T04:57:03.399502Z,,,,,omegaconf,https://pypi.org/project/omegaconf/,https://pypi.org/project/omegaconf/,155,"[""antlr4-python3-runtime==4.9.*"", ""PyYAML>=5.1.0"", ""dataclasses; python_version == \""3.6\""""]",>=3.6,2026-08-03T21:34:49.533513+00:00,A flexible configuration library,2.3.1,False,,EuN4fZUKL8RTV4osx,fpK7kYmH7mbj5V1SY Takuya Akiba,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: MIT License"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.9"", ""Topic :: Scientific/Engineering"", ""Topic :: Scientific/Engineering :: Artificial Intelligence"", ""Topic :: Scientific/Engineering :: Mathematics"", ""Topic :: Software Development"", ""Topic :: Software Development :: Libraries"", ""Topic :: Software Development :: Libraries :: Python Modules""]",37,"
# Optuna: A hyperparameter optimization framework [![Python](https://img.shields.io/badge/python-3.9%20%7C%203.10%20%7C%203.11%20%7C%203.12%20%7C%203.13%20%7C%203.14-blue)](https://www.python.org) [![pypi](https://img.shields.io/pypi/v/optuna.svg)](https://pypi.python.org/pypi/optuna) [![conda](https://img.shields.io/conda/vn/conda-forge/optuna.svg)](https://anaconda.org/conda-forge/optuna) [![GitHub license](https://img.shields.io/badge/license-MIT-blue.svg)](https://github.com/optuna/optuna) [![Read the Docs](https://readthedocs.org/projects/optuna/badge/?version=stable)](https://optuna.readthedocs.io/en/stable/) :link: [**Website**](https://optuna.org/) | :page_with_curl: [**Docs**](https://optuna.readthedocs.io/en/stable/) | :gear: [**Install Guide**](https://optuna.readthedocs.io/en/stable/installation.html) | :pencil: [**Tutorial**](https://optuna.readthedocs.io/en/stable/tutorial/index.html) | :bulb: [**Examples**](https://github.com/optuna/optuna-examples) | [**Twitter**](https://twitter.com/OptunaAutoML) | [**LinkedIn**](https://www.linkedin.com/showcase/optuna/) | [**Medium**](https://medium.com/optuna) *Optuna* is an automatic hyperparameter optimization software framework, particularly designed for machine learning. It features an imperative, *define-by-run* style user API. Thanks to our *define-by-run* API, the code written with Optuna enjoys high modularity, and the user of Optuna can dynamically construct the search spaces for the hyperparameters. ## :loudspeaker: News * **Mar 16, 2026**: Optuna 4.8.0 is out! Check out [the release note](https://github.com/optuna/optuna/releases/tag/v4.8.0) for details. * **Jan 19, 2026**: Optuna 4.7.0 is out! Check out [the release note](https://github.com/optuna/optuna/releases/tag/v4.7.0) for details. * **Nov ",,2018-10-19T03:24:34.897257Z,,,2026-08-03T05:31:13.564569Z,,,,,optuna,https://pypi.org/project/optuna/,https://pypi.org/project/optuna/,78,"[""alembic>=1.5.0"", ""colorlog"", ""numpy"", ""packaging>=20.0"", ""sqlalchemy>=1.4.2"", ""tqdm"", ""PyYAML"", ""ase; extra == \""document\"""", ""cmaes>=0.12.0; extra == \""document\"""", ""fvcore; extra == \""document\"""", ""kaleido!=0.2.1.post1,<0.4; extra == \""document\"""", ""lightgbm; extra == \""document\"""", ""matplotlib!=3.6.0; extra == \""document\"""", ""pandas; extra == \""document\"""", ""pillow; extra == \""document\"""", ""plotly>=4.9.0; extra == \""document\"""", ""scikit-learn; extra == \""document\"""", ""sphinx; extra == \""document\"""", ""sphinx-copybutton; extra == \""document\"""", ""sphinx-gallery; extra == \""document\"""", ""sphinx-notfound-page; extra == \""document\"""", ""sphinx_rtd_theme>=1.2.0; extra == \""document\"""", ""torch; extra == \""document\"""", ""torchvision; extra == \""document\"""", ""boto3; extra == \""optional\"""", ""cmaes>=0.12.0; extra == \""optional\"""", ""google-cloud-storage; extra == \""optional\"""", ""matplotlib!=3.6.0; extra == \""optional\"""", ""pandas; extra == \""optional\"""", ""plotly>=4.9.0; extra == \""optional\"""", ""redis; extra == \""optional\"""", ""scikit-learn>=0.24.2; extra == \""optional\"""", ""scipy; extra == \""optional\"""", ""torch; extra == \""optional\"""", ""greenlet; extra == \""optional\"""", ""grpcio; extra == \""optional\"""", ""protobuf>=5.28.1; extra == \""optional\""""]",>=3.9,2026-08-03T21:34:49.561799+00:00,A hyperparameter optimization framework,4.9.0,False,,EuN4fZUKL8RTV4osx,fpK7kYmH7mbj5V1SY ,OpenTelemetry Authors ,"[""Development Status :: 5 - Production/Stable"", ""Framework :: OpenTelemetry"", ""Intended Audience :: Developers"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Typing :: Typed""]",1,"OpenTelemetry Python API ============================================================================ |pypi| .. |pypi| image:: https://badge.fury.io/py/opentelemetry-api.svg :target: https://pypi.org/project/opentelemetry-api/ Installation ------------ :: pip install opentelemetry-api References ---------- * `OpenTelemetry Project `_ ",,2019-10-01T00:35:15.044121Z,,,2026-07-16T15:25:32.678223Z,,Apache-2.0,,,opentelemetry-api,https://pypi.org/project/opentelemetry-api/,https://pypi.org/project/opentelemetry-api/,84,"[""typing-extensions>=4.5.0""]",>=3.10,2026-08-03T21:34:49.604686+00:00,OpenTelemetry Python API,1.44.0,False,,EuN4fZUKL8RTV4osx,fpK7kYmH7mbj5V1SY ,OpenStack ,"[""Development Status :: 5 - Production/Stable"", ""Environment :: OpenStack"", ""Intended Audience :: Developers"", ""Intended Audience :: Information Technology"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Implementation :: CPython"", ""Typing :: Typed""]",8,"========================== Oslo Configuration Library ========================== .. image:: https://governance.openstack.org/tc/badges/oslo.config.svg .. Change things from this point on .. image:: https://img.shields.io/pypi/v/oslo.config.svg :target: https://pypi.org/project/oslo.config/ :alt: Latest Version .. image:: https://img.shields.io/pypi/dm/oslo.config.svg :target: https://pypi.org/project/oslo.config/ :alt: Downloads The Oslo configuration API supports parsing command line arguments and .ini style configuration files. * License: Apache License, Version 2.0 * Documentation: https://docs.openstack.org/oslo.config/latest/ * Source: https://opendev.org/openstack/oslo.config/ * Bugs: https://bugs.launchpad.net/oslo.config * Release notes: https://docs.openstack.org/releasenotes/oslo.config/ ",,2013-03-12T15:44:27.041859Z,,,2026-07-20T13:05:11.098350Z,,Apache-2.0,,,oslo.config,https://pypi.org/project/oslo.config/,https://pypi.org/project/oslo.config/,157,"[""netaddr>=0.7.18"", ""stevedore>=5.6.0"", ""oslo.i18n>=3.15.3"", ""rfc3986>=1.2.0"", ""PyYAML>=5.1"", ""requests>=2.18.0"", ""rst2txt>=1.1.0; extra == \""rst-generator\"""", ""sphinx>=1.8.0; extra == \""rst-generator\""""]",>=3.11,2026-08-03T21:34:49.639835+00:00,Oslo Configuration API,10.6.0,False,,EuN4fZUKL8RTV4osx,fpK7kYmH7mbj5V1SY The ObsPy Development Team,devs@obspy.org,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: GNU Lesser General Public License v3 (LGPLv3)"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Topic :: Scientific/Engineering"", ""Topic :: Scientific/Engineering :: Physics""]",22,"ObsPy is an open-source project dedicated to provide a Python framework for processing seismological data. It provides parsers for common file formats, clients to access data centers and seismological signal processing routines which allow the manipulation of seismological time series (see Beyreuther et al. 2010, Megies et al. 2011). The goal of the ObsPy project is to facilitate rapid application development for seismology. For more information visit https://www.obspy.org. :copyright: The ObsPy Development Team (devs@obspy.org) :license: GNU Lesser General Public License, Version 3 (https://www.gnu.org/copyleft/lesser.html) ",,2012-12-09T19:57:16.793247Z,https://www.obspy.org,"ALSEP, ArcLink, array, array analysis, ASC, beachball, beamforming, cross correlation, CYBERSHAKE, database, dataless, Dataless SEED, DMX, earthquakes, EarthScope, Earthworm, EIDA, envelope, ESRI, events, FDSN, features, filter, focal mechanism, FOCMEC, GCF, GSE1, GSE2, hob, Tau-P, IASPEI, imaging, IMS, instrument correction, instrument simulation, IRIS, ISF, kinemetrics, KML, magnitude, MiniSEED, misfit, mopad, MSEED, NDK, NERA, NERIES, NonLinLoc, NLLOC, Nordic, NRL, observatory, ORFEUS, PDAS, picker, processing, PQLX, Q, real time, realtime, REFTEK, REFTEK130, RG-1.6, RT-130, RESP, response file, RT, SAC, SAGE, scardec, scml, sc3ml, SDS, SEED, SeedLink, SEG-2, SEG Y, SEISAN, Seismic Handler, seismology, seismogram, seismograms, shapefile, signal, slink, spectrogram, StationXML, taper, taup, travel time, trigger, VERCE, WAV, waveform, WaveServer, WaveServerV, WebDC, web service, WIN, Winston, XML-SEED, XSEED",2026-03-13T18:36:03.102488Z,"GNU Lesser General Public License, Version 3 (LGPLv3)",,,,obspy,https://pypi.org/project/obspy/,https://pypi.org/project/obspy/,25,"[""numpy>=1.21"", ""scipy>=1.7"", ""matplotlib>=3.3"", ""lxml"", ""setuptools"", ""sqlalchemy>=1.4"", ""decorator"", ""requests"", ""packaging; extra == \""tests\"""", ""pyproj; extra == \""tests\"""", ""pytest; extra == \""tests\"""", ""pytest-json-report; extra == \""tests\"""", ""geographiclib; extra == \""geo\"""", ""cartopy; extra == \""imaging\"""", ""pyshp; extra == \""io-shapefile\"""", ""packaging; extra == \""all\"""", ""pyproj; extra == \""all\"""", ""pytest; extra == \""all\"""", ""pytest-json-report; extra == \""all\"""", ""geographiclib; extra == \""all\"""", ""cartopy; extra == \""all\"""", ""pyshp; extra == \""all\""""]",>=3.8,2026-08-03T21:34:49.667941+00:00,ObsPy - a Python framework for seismological observatories.,1.5.0,False,,EuN4fZUKL8RTV4osx,fpK7kYmH7mbj5V1SY ,"""Guido van Rossum, Jukka Lehtosalo, Łukasz Langa, Michael Lee"" ","[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.15"", ""Programming Language :: Python :: 3.9"", ""Topic :: Software Development""]",0,"# Typing Extensions [![Chat at https://gitter.im/python/typing](https://badges.gitter.im/python/typing.svg)](https://gitter.im/python/typing) [Documentation](https://typing-extensions.readthedocs.io/en/latest/#) – [PyPI](https://pypi.org/project/typing-extensions/) ## Overview The `typing_extensions` module serves two related purposes: - Enable use of new type system features on older Python versions. For example, `typing.TypeGuard` is new in Python 3.10, but `typing_extensions` allows users on previous Python versions to use it too. - Enable experimentation with new type system PEPs before they are accepted and added to the `typing` module. `typing_extensions` is treated specially by static type checkers such as mypy and pyright. Objects defined in `typing_extensions` are treated the same way as equivalent forms in `typing`. `typing_extensions` uses [Semantic Versioning](https://semver.org/). The major version will be incremented only for backwards-incompatible changes. Therefore, it's safe to depend on `typing_extensions` like this: `typing_extensions ~=x.y`, where `x.y` is the first version that includes all features you need. [This](https://packaging.python.org/en/latest/specifications/version-specifiers/#compatible-release) is equivalent to `typing_extensions >=x.y, <(x+1)`. Do not depend on `~= x.y.z` unless you really know what you're doing; that defeats the purpose of semantic versioning. ## Included items See [the documentation](https://typing-extensions.readthedocs.io/en/latest/#) for a complete listing of module contents. ## Contributing See [CONTRIBUTING.md](https://github.com/python/typing_extensions/blob/main/CONTRIBUTING.md) for how to contribute to `typing_extensions`. ",,2017-09-17T12:25:17.911412Z,,"annotations, backport, checker, checking, function, hinting, hints, type, typechecking, typehinting, typehints, typing",2026-07-02T08:40:05.920538Z,,PSF-2.0,,,typing-extensions,https://pypi.org/project/typing-extensions/,https://pypi.org/project/typing-extensions/,52,[],>=3.9,2026-08-03T21:35:15.965919+00:00,Backported and Experimental Type Hints for Python 3.9+,4.16.0,False,,KSB0Jb4qw6nKDs3iY,6JPYgKr1PfByrX0Gm Google Inc.,packages@tensorflow.org,"[""Development Status :: 5 - Production/Stable"", ""Environment :: GPU :: NVIDIA CUDA :: 12"", ""Environment :: GPU :: NVIDIA CUDA :: 12 :: 12.2"", ""Intended Audience :: Developers"", ""Intended Audience :: Education"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: Apache Software License"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Topic :: Scientific/Engineering"", ""Topic :: Scientific/Engineering :: Artificial Intelligence"", ""Topic :: Scientific/Engineering :: Mathematics"", ""Topic :: Software Development"", ""Topic :: Software Development :: Libraries"", ""Topic :: Software Development :: Libraries :: Python Modules""]",34,"[![Python](https://img.shields.io/pypi/pyversions/tensorflow.svg?style=plastic)](https://badge.fury.io/py/tensorflow) [![PyPI](https://badge.fury.io/py/tensorflow.svg)](https://badge.fury.io/py/tensorflow) TensorFlow is an open source software library for high performance numerical computation. Its flexible architecture allows easy deployment of computation across a variety of platforms (CPUs, GPUs, TPUs), and from desktops to clusters of servers to mobile and edge devices. Originally developed by researchers and engineers from the Google Brain team within Google's AI organization, it comes with strong support for machine learning and deep learning and the flexible numerical computation core is used across many other scientific domains. TensorFlow is licensed under [Apache 2.0](https://github.com/tensorflow/tensorflow/blob/master/LICENSE). ",,2016-12-19T19:10:10.698397Z,https://www.tensorflow.org/,tensorflow tensor machine learning,2026-03-06T17:25:33.144041Z,Apache 2.0,,,,tensorflow,https://pypi.org/project/tensorflow/,https://pypi.org/project/tensorflow/,138,"[""absl-py>=1.0.0"", ""astunparse>=1.6.0"", ""flatbuffers>=25.9.23"", ""gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1"", ""google_pasta>=0.1.1"", ""libclang>=13.0.0"", ""opt_einsum>=2.3.2"", ""packaging"", ""protobuf<8.0.0,>=6.31.1"", ""requests<3,>=2.21.0"", ""setuptools"", ""six>=1.12.0"", ""termcolor>=1.1.0"", ""typing_extensions>=3.6.6"", ""wrapt>=1.11.0"", ""grpcio<2.0,>=1.24.3"", ""keras>=3.12.0"", ""numpy>=1.26.0"", ""h5py<3.15.0,>=3.11.0"", ""ml_dtypes<1.0.0,>=0.5.1"", ""nvidia-cublas-cu12<13.0,>=12.5.3.2; extra == \""and-cuda\"""", ""nvidia-cuda-cupti-cu12<13.0,>=12.5.82; extra == \""and-cuda\"""", ""nvidia-cuda-nvcc-cu12<13.0,>=12.5.82; extra == \""and-cuda\"""", ""nvidia-cuda-nvrtc-cu12<13.0,>=12.5.82; extra == \""and-cuda\"""", ""nvidia-cuda-runtime-cu12<13.0,>=12.5.82; extra == \""and-cuda\"""", ""nvidia-cudnn-cu12<10.0,>=9.3.0.75; extra == \""and-cuda\"""", ""nvidia-cufft-cu12<12.0,>=11.2.3.61; extra == \""and-cuda\"""", ""nvidia-curand-cu12<11.0,>=10.3.6.82; extra == \""and-cuda\"""", ""nvidia-cusolver-cu12<12.0,>=11.6.3.83; extra == \""and-cuda\"""", ""nvidia-cusparse-cu12<13.0,>=12.5.1.3; extra == \""and-cuda\"""", ""nvidia-nccl-cu12<3.0,>=2.27.7; extra == \""and-cuda\"""", ""nvidia-nvjitlink-cu12<13.0,>=12.5.82; extra == \""and-cuda\"""", ""tensorflow-io-gcs-filesystem>=0.23.1; (sys_platform != \""win32\"" and python_version < \""3.13\"") and extra == \""gcs-filesystem\"""", ""tensorflow-io-gcs-filesystem>=0.23.1; (sys_platform == \""win32\"" and python_version < \""3.12\"") and extra == \""gcs-filesystem\""""]",>=3.10,2026-08-03T21:35:16.044099+00:00,TensorFlow is an open source machine learning framework for everyone.,2.21.0,False,,KSB0Jb4qw6nKDs3iY,6JPYgKr1PfByrX0Gm ,PyTorch Team ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Education"", ""Intended Audience :: Science/Research"", ""Programming Language :: C++"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Scientific/Engineering"", ""Topic :: Scientific/Engineering :: Artificial Intelligence"", ""Topic :: Scientific/Engineering :: Mathematics"", ""Topic :: Software Development"", ""Topic :: Software Development :: Libraries"", ""Topic :: Software Development :: Libraries :: Python Modules""]",17,"![PyTorch Logo](https://github.com/pytorch/pytorch/raw/main/docs/source/_static/img/pytorch-logo-dark.png) -------------------------------------------------------------------------------- PyTorch is a Python package that provides two high-level features: - Tensor computation (like NumPy) with strong GPU acceleration - Deep neural networks built on a tape-based autograd system You can reuse your favorite Python packages such as NumPy, SciPy, and Cython to extend PyTorch when needed. Our trunk health (Continuous Integration signals) can be found at [hud.pytorch.org](https://hud.pytorch.org/ci/pytorch/pytorch/main). - [More About PyTorch](#more-about-pytorch) - [A GPU-Ready Tensor Library](#a-gpu-ready-tensor-library) - [Dynamic Neural Networks: Tape-Based Autograd](#dynamic-neural-networks-tape-based-autograd) - [Python First](#python-first) - [Imperative Experiences](#imperative-experiences) - [Fast and Lean](#fast-and-lean) - [Extensions Without Pain](#extensions-without-pain) - [Installation](#installation) - [Binaries](#binaries) - [NVIDIA Jetson Platforms](#nvidia-jetson-platforms) - [From Source](#from-source) - [Prerequisites](#prerequisites) - [NVIDIA CUDA Support](#nvidia-cuda-support) - [AMD ROCm Support](#amd-rocm-support) - [Intel GPU Support](#intel-gpu-support) - [Get the PyTorch Source](#get-the-pytorch-source) - [Install Dependencies](#install-dependencies) - [Install PyTorch](#install-pytorch) - [Adjust Build Options (Optional)](#adjust-build-options-optional) - [Docker Image](#docker-image) - [Using pre-built images](#using-pre-built-images) - [Building the image yourself](#building-the-image-yourself) - [Building the Documentation](#building-the-documentation) - [Troubleshooting CI Errors](#troubleshooting-ci-errors) - [Building a PDF](#building-a-pdf) - [Previous Versions](#previous-versions) - [Getting Started](#getting-started) - [Resources](#reso",,2018-12-07T18:56:01.203127Z,,"pytorch, machine learning",2026-07-08T16:05:49.855735Z,,Apache-2.0 AND Apache-2.0 WITH LLVM-exception AND BSD-2-Clause AND BSD-3-Clause AND BSL-1.0 AND MIT,,,torch,https://pypi.org/project/torch/,https://pypi.org/project/torch/,49,"[""filelock"", ""typing-extensions>=4.10.0"", ""setuptools>=77.0.3"", ""sympy>=1.13.3"", ""networkx>=2.5.1"", ""jinja2"", ""fsspec>=0.8.5"", ""cuda-toolkit[cublas,cudart,cufft,cufile,cupti,curand,cusolver,cusparse,nvjitlink,nvrtc,nvtx]==13.0.3; platform_system == \""Linux\"""", ""cuda-bindings<14,>=13.0.3; platform_system == \""Linux\"" and python_version < \""3.15\"""", ""nvidia-cudnn-cu13==9.20.0.48; platform_system == \""Linux\"""", ""nvidia-cusparselt-cu13==0.8.1; platform_system == \""Linux\"""", ""nvidia-nccl-cu13==2.29.7; platform_system == \""Linux\"""", ""nvidia-nvshmem-cu13==3.4.5; platform_system == \""Linux\"""", ""triton==3.7.1; platform_system == \""Linux\"" and python_version < \""3.15\"""", ""optree>=0.13.0; extra == \""optree\"""", ""opt-einsum>=3.3; extra == \""opt-einsum\"""", ""pyyaml; extra == \""pyyaml\""""]",>=3.10,2026-08-03T21:35:16.085719+00:00,Tensors and Dynamic neural networks in Python with strong GPU acceleration,2.13.0,False,,KSB0Jb4qw6nKDs3iY,6JPYgKr1PfByrX0Gm ,Sebastián Ramírez ,"[""Development Status :: 4 - Beta"", ""Intended Audience :: Developers"", ""Intended Audience :: Information Technology"", ""Intended Audience :: System Administrators"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Software Development"", ""Topic :: Software Development :: Libraries"", ""Topic :: Software Development :: Libraries :: Application Frameworks"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Typing :: Typed""]",4,"

Typer, build great CLIs. Easy to code. Based on Python type hints.

--- **Documentation**: [https://typer.tiangolo.com](https://typer.tiangolo.com) **Source Code**: [https://github.com/fastapi/typer](https://github.com/fastapi/typer) --- Typer is a library for building CLI applications that users will **love using** and developers will **love creating**. Based on Python type hints. It's also a command line tool to run scripts, automatically converting them to CLI applications. The key features are: * **Intuitive to write**: Great editor support. Completion everywhere. Less time debugging. Designed to be easy to use and learn. Less time reading docs. * **Easy to use**: It's easy to use for the final users. Automatic help, and automatic completion for all shells. * **Short**: Minimize code duplication. Multiple features from each parameter declaration. Fewer bugs. * **Start simple**: The simplest example adds only 2 lines of code to your app: **1 import, 1 function call**. * **Grow large**: Grow in complexity as much as you ",,2019-12-20T15:37:05.802053Z,,,2026-08-03T14:41:04.391012Z,,MIT,,,typer,https://pypi.org/project/typer/,https://pypi.org/project/typer/,89,"[""shellingham>=1.3.0"", ""rich>=13.8.0"", ""annotated-doc>=0.0.2"", ""colorama; platform_system == \""Windows\""""]",>=3.10,2026-08-03T21:35:16.118785+00:00,"Typer, build great CLIs. Easy to code. Based on Python type hints.",0.27.1,False,,KSB0Jb4qw6nKDs3iY,6JPYgKr1PfByrX0Gm ,,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Environment :: MacOS X"", ""Environment :: Other Environment"", ""Environment :: Win32 (MS Windows)"", ""Environment :: X11 Applications"", ""Framework :: IPython"", ""Framework :: Jupyter"", ""Intended Audience :: Developers"", ""Intended Audience :: Education"", ""Intended Audience :: End Users/Desktop"", ""Intended Audience :: Other Audience"", ""Intended Audience :: System Administrators"", ""Operating System :: MacOS"", ""Operating System :: MacOS :: MacOS X"", ""Operating System :: Microsoft"", ""Operating System :: Microsoft :: MS-DOS"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Operating System :: POSIX :: BSD"", ""Operating System :: POSIX :: BSD :: FreeBSD"", ""Operating System :: POSIX :: Linux"", ""Operating System :: POSIX :: SunOS/Solaris"", ""Operating System :: Unix"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation"", ""Programming Language :: Python :: Implementation :: IronPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Programming Language :: Unix Shell"", ""Topic :: Desktop Environment"", ""Topic :: Education :: Computer Aided Instruction (CAI)"", ""Topic :: Education :: Testing"", ""Topic :: Office/Business"", ""Topic :: Other/Nonlisted Topic"", ""Topic :: Software Development :: Build Tools"", ""Topic :: Software Development :: Libraries"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: Software Development :: Pre-processors"", ""Topic :: Software Development :: User Interfaces"", ""Topic :: System :: Installation/Setup"", ""Topic :: System :: Logging"", ""Topic :: System :: Monitoring"", ""Topic :: System :: Shells"", ""Topic :: Terminals"", ""Topic :: Utilities""]",8,"|Logo| tqdm ==== |Py-Versions| |Versions| |Conda-Forge-Status| |Docker| |Snapcraft| |Build-Status| |Coverage-Status| |Branch-Coverage-Status| |Codacy-Grade| |Libraries-Rank| |PyPI-Downloads| |LICENCE| |OpenHub-Status| |colab-demo| |binder-demo| |awesome-python| ``tqdm`` derives from the Arabic word *taqaddum* (تقدّم) which can mean ""progress,"" and is an abbreviation for ""I love you so much"" in Spanish (*te quiero demasiado*). Instantly make your loops show a smart progress meter - just wrap any iterable with ``tqdm(iterable)``, and you're done! .. code:: python from tqdm import tqdm for i in tqdm(range(10000)): ... ``76%|████████████████████████        | 7568/10000 [00:33<00:10, 229.00it/s]`` ``trange(N)`` can also be used as a convenient shortcut for ``tqdm(range(N))``. |Screenshot| |Video| |Slides| |Merch| It can also be executed as a module with pipes: .. code:: sh $ seq 9999999 | tqdm --bytes | wc -l 75.2MB [00:00, 217MB/s] 9999999 $ tar -zcf - docs/ | tqdm --bytes --total `du -sb docs/ | cut -f1` \ > backup.tgz 32%|██████████▍ | 8.89G/27.9G [00:42<01:31, 223MB/s] Overhead is low -- about 60ns per iteration (80ns with ``tqdm.gui``), and is unit tested against performance regression. By comparison, the well-established `ProgressBar `__ has an 800ns/iter overhead. In addition to its low overhead, ``tqdm`` uses smart algorithms to predict the remaining time and to skip unnecessary iteration displays, which allows for a negligible overhead in most cases. ``tqdm`` works on any platform (Linux, Windows, Mac, FreeBSD, NetBSD, Solaris/SunOS), in any console or in a GUI, and is also friendly with IPython/Jupyter notebooks. ``tqdm`` does not require any dependencies (not even ``curses``!), just Python and an environment supporting ``carriage return \r`` and ``line feed \n`` control characters. **Featured Sponsors** ======== ======",,2013-10-26T20:06:45.223855Z,,"progressbar, progressmeter, progress, bar, meter, rate, eta, console, terminal, time",2026-07-27T11:33:15.271360Z,MPL-2.0 AND MIT,,,tqdm developers ,tqdm,https://pypi.org/project/tqdm/,https://pypi.org/project/tqdm/,150,"[""colorama; platform_system == \""Windows\"""", ""requests; extra == \""discord\"""", ""envwrap; extra == \""discord\"""", ""slack-sdk; extra == \""slack\"""", ""envwrap; extra == \""slack\"""", ""requests; extra == \""telegram\"""", ""envwrap; extra == \""telegram\"""", ""ipywidgets>=6; extra == \""notebook\""""]",>=3.8,2026-08-03T21:35:16.164509+00:00,"Fast, Extensible Progress Meter",4.70.0,False,,KSB0Jb4qw6nKDs3iY,6JPYgKr1PfByrX0Gm Facebook,python-tornado@googlegroups.com,"[""License :: OSI Approved :: Apache Software License"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy""]",0,"Tornado Web Server ================== .. image:: https://badges.gitter.im/Join%20Chat.svg :alt: Join the chat at https://gitter.im/tornadoweb/tornado :target: https://gitter.im/tornadoweb/tornado?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge `Tornado `_ is a Python web framework and asynchronous networking library, originally developed at `FriendFeed `_. By using non-blocking network I/O, Tornado can scale to tens of thousands of open connections, making it ideal for `long polling `_, `WebSockets `_, and other applications that require a long-lived connection to each user. Hello, world ------------ Here is a simple ""Hello, world"" example web app for Tornado: .. code-block:: python import asyncio import tornado class MainHandler(tornado.web.RequestHandler): def get(self): self.write(""Hello, world"") def make_app(): return tornado.web.Application([ (r""/"", MainHandler), ]) async def main(): app = make_app() app.listen(8888) await asyncio.Event().wait() if __name__ == ""__main__"": asyncio.run(main()) This example does not use any of Tornado's asynchronous features; for that see this `simple chat room `_. Documentation ------------- Documentation and links to additional resources are available at https://www.tornadoweb.org ",,2010-05-18T11:03:55.382441Z,http://www.tornadoweb.org/,,2026-06-08T17:34:51.232654Z,Apache-2.0,,,,tornado,https://pypi.org/project/tornado/,https://pypi.org/project/tornado/,83,[],>=3.9,2026-08-03T21:35:16.217585+00:00,"Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.",6.5.7,False,,KSB0Jb4qw6nKDs3iY,6JPYgKr1PfByrX0Gm ,Twisted Matrix Community ,"[""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.9""]",150,"Twisted ####### |gitter|_ |rtd|_ |pypi|_ |ci|_ For information on changes in this release, see the `NEWS `_ file. Sponsors -------- Twisted is an MIT-licensed open source project with its ongoing development made possible entirely by the support of community and these awesome sponsors. If you'd like to join them, please consider `sponsoring Twisted's `_ development. |thinkst|_ |sftpplus|_ What is this? ------------- Twisted is a Python event-based framework for internet applications. It includes modules for many different purposes, including the following: - ``twisted.web``: HTTP clients and servers, HTML templating, and a WSGI server - ``twisted.conch``: SSHv2 and Telnet clients and servers and terminal emulators - ``twisted.words``: Clients and servers for IRC, XMPP, and other IM protocols - ``twisted.mail``: IMAPv4, POP3, SMTP clients and servers - ``twisted.positioning``: Tools for communicating with NMEA-compatible GPS receivers - ``twisted.names``: DNS client and tools for making your own DNS servers - ``twisted.trial``: A unit testing framework that integrates well with Twisted-based code. Twisted supports all major system event loops -- ``select`` (all platforms), ``poll`` (most POSIX platforms), ``epoll`` (Linux), ``kqueue`` (FreeBSD, macOS), IOCP (Windows), and various GUI event loops (GTK+2/3, Qt, wxWidgets). Third-party reactors can plug into Twisted, and provide support for additional event loops. Installing ---------- To install the latest version of Twisted using pip:: $ pip install twisted Additional instructions for installing this software are in `the installation instructions `_. Documentation and Support ------------------------- Twisted's documentation is available from the `Twisted Matrix Read The Docs website `_. This docum",,2005-10-11T15:44:53Z,,,2026-05-11T11:24:51.861679Z,MIT License,,,,Twisted,https://pypi.org/project/Twisted/,https://pypi.org/project/Twisted/,111,"[""attrs>=22.2.0"", ""automat>=24.8.0"", ""constantly>=15.1"", ""hyperlink>=17.1.1"", ""incremental>=24.7.0"", ""typing-extensions>=4.2.0"", ""zope-interface>=5"", ""appdirs>=1.4.0; extra == \""all-non-platform\"""", ""bcrypt>=3.2.1; extra == \""all-non-platform\"""", ""cryptography>=38; extra == \""all-non-platform\"""", ""cython-test-exception-raiser<2,>=1.0.2; extra == \""all-non-platform\"""", ""h2<5.0,>=3.2; extra == \""all-non-platform\"""", ""httpx[http2]>=0.27; extra == \""all-non-platform\"""", ""hypothesis>=6.56; extra == \""all-non-platform\"""", ""idna>=2.4; extra == \""all-non-platform\"""", ""priority<2.0,>=1.1.0; extra == \""all-non-platform\"""", ""pyhamcrest>=2; extra == \""all-non-platform\"""", ""pyopenssl>=25.2.0; extra == \""all-non-platform\"""", ""pyserial>=3.0; extra == \""all-non-platform\"""", ""pywin32!=226; platform_system == \""Windows\"" and extra == \""all-non-platform\"""", ""service-identity>=18.1.0; extra == \""all-non-platform\"""", ""wsproto; extra == \""all-non-platform\"""", ""appdirs>=1.4.0; extra == \""conch\"""", ""bcrypt>=3.2.1; extra == \""conch\"""", ""cryptography>=38; extra == \""conch\"""", ""coverage~=7.5; extra == \""dev\"""", ""cython-test-exception-raiser<2,>=1.0.2; extra == \""dev\"""", ""httpx[http2]>=0.27; extra == \""dev\"""", ""hypothesis>=6.56; extra == \""dev\"""", ""pydoctor~=25.4.0; extra == \""dev\"""", ""pyflakes~=2.2; extra == \""dev\"""", ""pyhamcrest>=2; extra == \""dev\"""", ""python-subunit~=1.4; extra == \""dev\"""", ""sphinx-rtd-theme~=1.3; extra == \""dev\"""", ""sphinx<7,>=6; extra == \""dev\"""", ""towncrier~=23.6; extra == \""dev\"""", ""twistedchecker~=0.7; extra == \""dev\"""", ""pydoctor~=25.4.0; extra == \""dev-release\"""", ""sphinx-rtd-theme~=1.3; extra == \""dev-release\"""", ""sphinx<7,>=6; extra == \""dev-release\"""", ""towncrier~=23.6; extra == \""dev-release\"""", ""appdirs>=1.4.0; extra == \""gtk-platform\"""", ""bcrypt>=3.2.1; extra == \""gtk-platform\"""", ""cryptography>=38; extra == \""gtk-platform\"""", ""cython-test-exception-raiser<2,>=1.0.2; extra == \""gtk-platform\"""", ""h2<5.0,>=3.2; extra == \""gtk-platform\"""", ""httpx[http2]>=0.27; extra == \""gtk-platform\"""", ""hypothesis>=6.56; extra == \""gtk-platform\"""", ""idna>=2.4; extra == \""gtk-platform\"""", ""priority<2.0,>=1.1.0; extra == \""gtk-platform\"""", ""pygobject; python_version >= \""3.10\"" and extra == \""gtk-platform\"""", ""pygobject<3.52.1; python_version < \""3.10\"" and extra == \""gtk-platform\"""", ""pyhamcrest>=2; extra == \""gtk-platform\"""", ""pyopenssl>=25.2.0; extra == \""gtk-platform\"""", ""pyserial>=3.0; extra == \""gtk-platform\"""", ""pywin32!=226; platform_system == \""Windows\"" and extra == \""gtk-platform\"""", ""service-identity>=18.1.0; extra == \""gtk-platform\"""", ""wsproto; extra == \""gtk-platform\"""", ""h2<5.0,>=3.2; extra == \""http2\"""", ""priority<2.0,>=1.1.0; extra == \""http2\"""", ""appdirs>=1.4.0; extra == \""macos-platform\"""", ""bcrypt>=3.2.1; extra == \""macos-platform\"""", ""cryptography>=38; extra == \""macos-platform\"""", ""cython-test-exception-raiser<2,>=1.0.2; extra == \""macos-platform\"""", ""h2<5.0,>=3.2; extra == \""macos-platform\"""", ""httpx[http2]>=0.27; extra == \""macos-platform\"""", ""hypothesis>=6.56; extra == \""macos-platform\"""", ""idna>=2.4; extra == \""macos-platform\"""", ""priority<2.0,>=1.1.0; extra == \""macos-platform\"""", ""pyhamcrest>=2; extra == \""macos-platform\"""", ""pyobjc-core>=12; python_version >= \""3.10\"" and extra == \""macos-platform\"""", ""pyobjc-framework-cfnetwork>=12; python_version >= \""3.10\"" and extra == \""macos-platform\"""", ""pyobjc-framework-cocoa>=12; python_version >= \""3.10\"" and extra == \""macos-platform\"""", ""pyopenssl>=25.2.0; extra == \""macos-platform\"""", ""pyserial>=3.0; extra == \""macos-platform\"""", ""pywin32!=226; platform_system == \""Windows\"" and extra == \""macos-platform\"""", ""service-identity>=18.1.0; extra == \""macos-platform\"""", ""wsproto; extra == \""macos-platform\"""", ""appdirs>=1.4.0; extra == \""mypy\"""", ""bcrypt>=3.2.1; extra == \""mypy\"""", ""coverage~=7.5; extra == \""mypy\"""", ""cryptography>=38; extra == \""mypy\"""", ""cython-test-exception-raiser<2,>=1.0.2; extra == \""mypy\"""", ""h2<5.0,>=3.2; extra == \""mypy\"""", ""httpx[http2]>=0.27; extra == \""mypy\"""", ""hypothesis>=6.56; extra == \""mypy\"""", ""idna>=2.4; extra == \""mypy\"""", ""mypy-zope==1.0.14; extra == \""mypy\"""", ""mypy==1.19.1; extra == \""mypy\"""", ""priority<2.0,>=1.1.0; extra == \""mypy\"""", ""pydoctor~=25.4.0; extra == \""mypy\"""", ""pyflakes~=2.2; extra == \""mypy\"""", ""pyhamcrest>=2; extra == \""mypy\"""", ""pyopenssl>=25.2.0; extra == \""mypy\"""", ""pyserial>=3.0; extra == \""mypy\"""", ""python-subunit~=1.4; extra == \""mypy\"""", ""pywin32!=226; platform_system == \""Windows\"" and extra == \""mypy\"""", ""service-identity>=18.1.0; extra == \""mypy\"""", ""sphinx-rtd-theme~=1.3; extra == \""mypy\"""", ""sphinx<7,>=6; extra == \""mypy\"""", ""towncrier~=23.6; extra == \""mypy\"""", ""twistedchecker~=0.7; extra == \""mypy\"""", ""types-pyopenssl; extra == \""mypy\"""", ""types-setuptools; extra == \""mypy\"""", ""wsproto; extra == \""mypy\"""", ""appdirs>=1.4.0; extra == \""osx-platform\"""", ""bcrypt>=3.2.1; extra == \""osx-platform\"""", ""cryptography>=38; extra == \""osx-platform\"""", ""cython-test-exception-raiser<2,>=1.0.2; extra == \""osx-platform\"""", ""h2<5.0,>=3.2; extra == \""osx-platform\"""", ""httpx[http2]>=0.27; extra == \""osx-platform\"""", ""hypothesis>=6.56; extra == \""osx-platform\"""", ""idna>=2.4; extra == \""osx-platform\"""", ""priority<2.0,>=1.1.0; extra == \""osx-platform\"""", ""pyhamcrest>=2; extra == \""osx-platform\"""", ""pyobjc-core>=12; python_version >= \""3.10\"" and extra == \""osx-platform\"""", ""pyobjc-framework-cfnetwork>=12; python_version >= \""3.10\"" and extra == \""osx-platform\"""", ""pyobjc-framework-cocoa>=12; python_version >= \""3.10\"" and extra == \""osx-platform\"""", ""pyopenssl>=25.2.0; extra == \""osx-platform\"""", ""pyserial>=3.0; extra == \""osx-platform\"""", ""pywin32!=226; platform_system == \""Windows\"" and extra == \""osx-platform\"""", ""service-identity>=18.1.0; extra == \""osx-platform\"""", ""wsproto; extra == \""osx-platform\"""", ""pyserial>=3.0; extra == \""serial\"""", ""pywin32!=226; platform_system == \""Windows\"" and extra == \""serial\"""", ""cython-test-exception-raiser<2,>=1.0.2; extra == \""test\"""", ""httpx[http2]>=0.27; extra == \""test\"""", ""hypothesis>=6.56; extra == \""test\"""", ""pyhamcrest>=2; extra == \""test\"""", ""idna>=2.4; extra == \""tls\"""", ""pyopenssl>=25.2.0; extra == \""tls\"""", ""service-identity>=18.1.0; extra == \""tls\"""", ""wsproto; extra == \""websocket\"""", ""appdirs>=1.4.0; extra == \""windows-platform\"""", ""bcrypt>=3.2.1; extra == \""windows-platform\"""", ""cryptography>=38; extra == \""windows-platform\"""", ""cython-test-exception-raiser<2,>=1.0.2; extra == \""windows-platform\"""", ""h2<5.0,>=3.2; extra == \""windows-platform\"""", ""httpx[http2]>=0.27; extra == \""windows-platform\"""", ""hypothesis>=6.56; extra == \""windows-platform\"""", ""idna>=2.4; extra == \""windows-platform\"""", ""priority<2.0,>=1.1.0; extra == \""windows-platform\"""", ""pyhamcrest>=2; extra == \""windows-platform\"""", ""pyopenssl>=25.2.0; extra == \""windows-platform\"""", ""pyserial>=3.0; extra == \""windows-platform\"""", ""pywin32!=226; extra == \""windows-platform\"""", ""pywin32!=226; platform_system == \""Windows\"" and extra == \""windows-platform\"""", ""service-identity>=18.1.0; extra == \""windows-platform\"""", ""twisted-iocpsupport>=1.0.2; extra == \""windows-platform\"""", ""wsproto; extra == \""windows-platform\""""]",>=3.9.12,2026-08-03T21:35:16.258216+00:00,An asynchronous networking framework written in Python,26.4.0,False,,KSB0Jb4qw6nKDs3iY,6JPYgKr1PfByrX0Gm ,IPython Development Team ,"[""Framework :: IPython"", ""Framework :: Jupyter"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""Intended Audience :: System Administrators"", ""License :: OSI Approved :: BSD License"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Typing :: Typed""]",10,"# Traitlets [![Tests](https://github.com/ipython/traitlets/actions/workflows/tests.yml/badge.svg)](https://github.com/ipython/traitlets/actions/workflows/tests.yml) [![Documentation Status](https://readthedocs.org/projects/traitlets/badge/?version=latest)](https://traitlets.readthedocs.io/en/latest/?badge=latest) [![Tidelift](https://tidelift.com/subscription/pkg/pypi-traitlets)](https://tidelift.com/badges/package/pypi/traitlets) | | | | ------------- | ------------------------------------ | | **home** | https://github.com/ipython/traitlets | | **pypi-repo** | https://pypi.org/project/traitlets/ | | **docs** | https://traitlets.readthedocs.io/ | | **license** | Modified BSD License | Traitlets is a pure Python library enabling: - the enforcement of strong typing for attributes of Python objects (typed attributes are called _""traits""_); - dynamically calculated default values; - automatic validation and coercion of trait attributes when attempting a change; - registering for receiving notifications when trait values change; - reading configuring values from files or from command line arguments - a distinct layer on top of traitlets, so you may use traitlets without the configuration machinery. Its implementation relies on the [descriptor](https://docs.python.org/howto/descriptor.html) pattern, and it is a lightweight pure-python alternative of the [_traits_ library](https://docs.enthought.com/traits/). Traitlets powers the configuration system of IPython and Jupyter and the declarative API of IPython interactive widgets. ## Installation For a local installation, make sure you have [pip installed](https://pip.pypa.io/en/stable/installing/) and run: ```bash pip install traitlets ``` For a **development installation**, clone this repository, change into the `traitlets` root directory, and run pip: ```bash git clone https://github.com/ipython/traitlets.git cd traitlets ",,2013-12-07T14:26:23.991093Z,,"Interactive, Interpreter, Shell, Web",2026-08-03T08:32:36.848008Z,"BSD 3-Clause License - Copyright (c) 2001-, IPython Development Team All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: 1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. 2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. 3. Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS ""AS IS"" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.",,,,traitlets,https://pypi.org/project/traitlets/,https://pypi.org/project/traitlets/,57,"[""myst-parser; extra == \""docs\"""", ""pydata-sphinx-theme; extra == \""docs\"""", ""sphinx; extra == \""docs\"""", ""argcomplete>=3.0.3; python_version < \""3.12\"" and extra == \""test\"""", ""argcomplete>=3.5.2; python_version >= \""3.12\"" and extra == \""test\"""", ""mypy>=2.0; implementation_name != \""pypy\"" and extra == \""test\"""", ""pre-commit; extra == \""test\"""", ""pytest-mock; extra == \""test\"""", ""pytest-mypy-testing; implementation_name != \""pypy\"" and extra == \""test\"""", ""pytest<10.0,>=7.0; extra == \""test\""""]",>=3.10,2026-08-03T21:35:16.289975+00:00,Traitlets Python configuration system,5.16.1,False,,KSB0Jb4qw6nKDs3iY,6JPYgKr1PfByrX0Gm ,Taneli Hukkinen ,"[""Operating System :: MacOS"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX :: Linux"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Typing :: Typed""]",0,"[![Build Status](https://github.com/hukkin/tomli/actions/workflows/tests.yaml/badge.svg?branch=master)](https://github.com/hukkin/tomli/actions?query=workflow%3ATests+branch%3Amaster+event%3Apush) [![codecov.io](https://codecov.io/gh/hukkin/tomli/branch/master/graph/badge.svg)](https://codecov.io/gh/hukkin/tomli) [![PyPI version](https://img.shields.io/pypi/v/tomli)](https://pypi.org/project/tomli) # Tomli > A lil' TOML parser **Table of Contents** *generated with [mdformat-toc](https://github.com/hukkin/mdformat-toc)* - [Intro](#intro) - [Installation](#installation) - [Usage](#usage) - [Parse a TOML string](#parse-a-toml-string) - [Parse a TOML file](#parse-a-toml-file) - [Handle invalid TOML](#handle-invalid-toml) - [Construct `decimal.Decimal`s from TOML floats](#construct-decimaldecimals-from-toml-floats) - [Building a `tomli`/`tomllib` compatibility layer](#building-a-tomlitomllib-compatibility-layer) - [FAQ](#faq) - [Why this parser?](#why-this-parser) - [Is comment preserving round-trip parsing supported?](#is-comment-preserving-round-trip-parsing-supported) - [Is there a `dumps`, `write` or `encode` function?](#is-there-a-dumps-write-or-encode-function) - [How do TOML types map into Python types?](#how-do-toml-types-map-into-python-types) - [Performance](#performance) - [Mypyc generated wheel](#mypyc-generated-wheel) - [Pure Python](#pure-python) ## Intro Tomli is a Python library for parsing [TOML](https://toml.io). Version 2.4.0 and later are compatible with [TOML v1.1.0](https://toml.io/en/v1.1.0). Older versions are [TOML v1.0.0](https://toml.io/en/v1.0.0) compatible. A version of Tomli, the `tomllib` module, was added to the standard library in Python 3.11 via [PEP 680](https://www.python.org/dev/peps/pep-0680/). Tomli continues to provide a backport on PyPI for Python versions where the standard library modul",,2021-05-27T22:30:12.767785Z,,toml,2026-03-25T21:48:31.638761Z,,MIT,,,tomli,https://pypi.org/project/tomli/,https://pypi.org/project/tomli/,30,[],>=3.8,2026-08-03T21:35:16.323392+00:00,A lil' TOML parser,2.4.1,False,,KSB0Jb4qw6nKDs3iY,6JPYgKr1PfByrX0Gm ,Sergey Astanin ,"[""Development Status :: 4 - Beta"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Software Development :: Libraries""]",1,"python-tabulate =============== Pretty-print tabular data in Python, a library and a command-line utility. The main use cases of the library are: - printing small tables without hassle: just one function call, formatting is guided by the data itself - authoring tabular data for lightweight plain-text markup: multiple output formats suitable for further editing or transformation - readable presentation of mixed textual and numeric data: smart column alignment, configurable number formatting, alignment by a decimal point Installation ------------ To install the Python library and the command line utility, run: ```shell pip install tabulate ``` The command line utility will be installed as `tabulate` to `bin` on Linux (e.g. `/usr/bin`); or as `tabulate.exe` to `Scripts` in your Python installation on Windows (e.g. `C:\Python39\Scripts\tabulate.exe`). You may consider installing the library only for the current user: ```shell pip install tabulate --user ``` In this case the command line utility will be installed to `~/.local/bin/tabulate` on Linux and to `%APPDATA%\Python\Scripts\tabulate.exe` on Windows. To install just the library on Unix-like operating systems: ```shell TABULATE_INSTALL=lib-only pip install tabulate ``` On Windows: ```shell set TABULATE_INSTALL=lib-only pip install tabulate ``` Build status ------------ [![python-tabulate](https://github.com/astanin/python-tabulate/actions/workflows/tabulate.yml/badge.svg)](https://github.com/astanin/python-tabulate/actions/workflows/tabulate.yml) Library usage ------------- The module provides just one function, `tabulate`, which takes a list of lists or another tabular data type as the first argument, and outputs a nicely formatted plain-text table: ```pycon >>> from tabulate import tabulate >>> table = [[""Sun"",696000,1989100000],[""Earth"",6371,5973.6], ... [""Moon"",1737,73.5],[""Mars"",3390,641.85]] ",,2013-03-08T18:06:40.167283Z,,,2026-03-04T18:55:34.402969Z,,MIT,,,tabulate,https://pypi.org/project/tabulate/,https://pypi.org/project/tabulate/,28,"[""wcwidth; extra == \""widechars\""""]",>=3.10,2026-08-03T21:35:16.361525+00:00,Pretty-print tabular data,0.10.0,False,,KSB0Jb4qw6nKDs3iY,6JPYgKr1PfByrX0Gm ,Kenneth Reitz ,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Web Environment"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: Apache Software License"", ""Natural Language :: English"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.15"", ""Programming Language :: Python :: Free Threading :: 2 - Beta"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Internet :: WWW/HTTP"", ""Topic :: Software Development :: Libraries""]",6,"# Requests [![Version](https://img.shields.io/pypi/v/requests.svg?maxAge=86400)](https://pypi.org/project/requests/) [![Supported Versions](https://img.shields.io/pypi/pyversions/requests.svg)](https://pypi.org/project/requests) [![Downloads](https://static.pepy.tech/badge/requests/month)](https://pepy.tech/project/requests) [![Contributors](https://img.shields.io/github/contributors/psf/requests.svg)](https://github.com/psf/requests/graphs/contributors) [![Documentation](https://readthedocs.org/projects/requests/badge/?version=latest)](https://requests.readthedocs.io) **Requests** is a simple, yet elegant, HTTP library. ```python >>> import requests >>> r = requests.get('https://httpbin.org/basic-auth/user/pass', auth=('user', 'pass')) >>> r.status_code 200 >>> r.headers['content-type'] 'application/json; charset=utf8' >>> r.encoding 'utf-8' >>> r.text '{""authenticated"": true, ...' >>> r.json() {'authenticated': True, ...} ``` Requests allows you to send HTTP/1.1 requests extremely easily. There’s no need to manually add query strings to your URLs, or to form-encode your `PUT` & `POST` data — but nowadays, just use the `json` method! Requests is one of the most downloaded Python packages today, pulling in around `300M downloads / week` — according to GitHub, Requests is currently [depended upon](https://github.com/psf/requests/network/dependents?package_id=UGFja2FnZS01NzA4OTExNg%3D%3D) by `4,000,000+` repositories. ## Installing Requests and Supported Versions Requests is available on PyPI: ```console $ python -m pip install requests ``` Requests officially supports Python 3.10+. ## Supported Features & Best–Practices Requests is ready for the demands of building robust and reliable HTTP–speaking applications, for the needs of today. - Keep-Alive & Connection Pooling - International Domains and URLs - Sessions with Cookie Persistence - Browser-style TLS/SSL Verification - Basic & Digest Authentication - Familiar `dict`–like Cookies - Automatic Content D",,2011-02-14T08:49:42.641660Z,,,2026-05-14T19:25:27.735762Z,Apache-2.0,,,"Ian Stapleton Cordasco , Nate Prewitt ",requests,https://pypi.org/project/requests/,https://pypi.org/project/requests/,163,"[""charset_normalizer<4,>=2"", ""idna<4,>=2.5"", ""urllib3<3,>=1.26"", ""certifi>=2023.5.7"", ""PySocks!=1.5.7,>=1.5.6; extra == \""socks\"""", ""chardet<8,>=3.0.2; extra == \""use-chardet-on-py3\""""]",>=3.10,2026-08-03T21:35:05.251934+00:00,Python HTTP for Humans.,2.34.2,False,,5VrpW0GKT40soENKX,un27eVMNatOTMSX1k Will McGugan,willmcgugan@gmail.com,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Framework :: IPython"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Operating System :: MacOS"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX :: Linux"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.9"", ""Typing :: Typed""]",3,"[![Supported Python Versions](https://img.shields.io/pypi/pyversions/rich)](https://pypi.org/project/rich/) [![PyPI version](https://badge.fury.io/py/rich.svg)](https://badge.fury.io/py/rich) [![Downloads](https://pepy.tech/badge/rich/month)](https://pepy.tech/project/rich) [![codecov](https://img.shields.io/codecov/c/github/Textualize/rich?label=codecov&logo=codecov)](https://codecov.io/gh/Textualize/rich) [![Rich blog](https://img.shields.io/badge/blog-rich%20news-yellowgreen)](https://www.willmcgugan.com/tag/rich/) [![Twitter Follow](https://img.shields.io/twitter/follow/willmcgugan.svg?style=social)](https://twitter.com/willmcgugan) ![Logo](https://github.com/textualize/rich/raw/master/imgs/logo.svg) [English readme](https://github.com/textualize/rich/blob/master/README.md) • [简体中文 readme](https://github.com/textualize/rich/blob/master/README.cn.md) • [正體中文 readme](https://github.com/textualize/rich/blob/master/README.zh-tw.md) • [Lengua española readme](https://github.com/textualize/rich/blob/master/README.es.md) • [Deutsche readme](https://github.com/textualize/rich/blob/master/README.de.md) • [Läs på svenska](https://github.com/textualize/rich/blob/master/README.sv.md) • [日本語 readme](https://github.com/textualize/rich/blob/master/README.ja.md) • [한국어 readme](https://github.com/textualize/rich/blob/master/README.kr.md) • [Français readme](https://github.com/textualize/rich/blob/master/README.fr.md) • [Schwizerdütsch readme](https://github.com/textualize/rich/blob/master/README.de-ch.md) • [हिन्दी readme](https://github.com/textualize/rich/blob/master/README.hi.md) • [Português brasileiro readme](https://github.com/textualize/rich/blob/master/README.pt-br.md) • [Italian readme](https://github.com/textualize/rich/blob/master/README.it.md) • [Русский readme](https://github.com/textualize/rich/blob/master/README.ru.md) • [Indonesian readme](https://github.com/textualize/rich/blob/master/README.id.md) • [فارسی readme](https://github.com/textualize",,2019-11-10T15:57:05.567678Z,,,2026-04-12T08:24:02.830783Z,MIT,,,,rich,https://pypi.org/project/rich/,https://pypi.org/project/rich/,207,"[""ipywidgets<9,>=7.5.1; extra == \""jupyter\"""", ""markdown-it-py>=2.2.0"", ""pygments<3.0.0,>=2.13.0""]",>=3.9.0,2026-08-03T21:35:05.296611+00:00,"Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal",15.0.0,False,,5VrpW0GKT40soENKX,un27eVMNatOTMSX1k ,"""Redis Inc."" ","[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy""]",11,"# redis-py The Python interface to the Redis key-value store. [![CI](https://github.com/redis/redis-py/actions/workflows/integration.yaml/badge.svg?branch=master)](https://github.com/redis/redis-py/actions/workflows/integration.yaml) [![docs](https://readthedocs.org/projects/redis/badge/?version=stable&style=flat)](https://redis.readthedocs.io/en/stable/) [![MIT licensed](https://img.shields.io/badge/license-MIT-blue.svg)](https://github.com/redis/redis-py/blob/master/LICENSE) [![pypi](https://badge.fury.io/py/redis.svg)](https://pypi.org/project/redis/) [![pre-release](https://img.shields.io/github/v/release/redis/redis-py?include_prereleases&label=latest-prerelease)](https://github.com/redis/redis-py/releases) [![codecov](https://codecov.io/gh/redis/redis-py/branch/master/graph/badge.svg?token=yenl5fzxxr)](https://codecov.io/gh/redis/redis-py) [Installation](#installation) | [Usage](#usage) | [Advanced Topics](#advanced-topics) | [Contributing](https://github.com/redis/redis-py/blob/master/CONTRIBUTING.md) --------------------------------------------- **Note:** redis-py 5.0 is the last version of redis-py that supports Python 3.7, as it has reached [end of life](https://devguide.python.org/versions/). redis-py 5.1 supports Python 3.8+.
**Note:** redis-py 6.1.0 is the last version of redis-py that supports Python 3.8, as it has reached [end of life](https://devguide.python.org/versions/). redis-py 6.2.0 supports Python 3.9+. --------------------------------------------- ## How do I Redis? [Learn for free at Redis University](https://redis.io/learn/university) [Try the Redis Cloud](https://redis.io/try-free/) [Dive in developer tutorials](https://redis.io/learn) [Join the Redis community](https://redis.io/community/) [Work at Redis](https://redis.io/careers/) ## Installation Start a redis via docker (for Redis versions >= 8.0): ``` bash docker run -p 6379:6379 -it redis:latest ``` Start a redis via docker (for Redis versions < 8.0): ``` bash do",,2012-10-08T06:40:56.248269Z,,"Redis, database, key-value-store",2026-07-30T08:51:00.269040Z,,MIT,,,redis,https://pypi.org/project/redis/,https://pypi.org/project/redis/,169,"[""async-timeout>=4.0.3; python_full_version < \""3.11.3\"""", ""pybreaker>=1.4.0; extra == \""circuit-breaker\"""", ""hiredis>=3.2.0; extra == \""hiredis\"""", ""pyjwt>=2.13.0; extra == \""jwt\"""", ""cryptography>=36.0.1; extra == \""ocsp\"""", ""pyopenssl>=20.0.1; extra == \""ocsp\"""", ""requests>=2.31.0; extra == \""ocsp\"""", ""opentelemetry-api>=1.39.1; extra == \""otel\"""", ""opentelemetry-exporter-otlp-proto-http>=1.39.1; extra == \""otel\"""", ""opentelemetry-sdk>=1.39.1; extra == \""otel\"""", ""xxhash~=3.6.0; extra == \""xxhash\""""]",>=3.10,2026-08-03T21:35:05.361438+00:00,Python client for Redis database and key-value store,8.1.0,False,,5VrpW0GKT40soENKX,un27eVMNatOTMSX1k ,"""Astral Software Inc."" ","[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Rust"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: Software Development :: Quality Assurance""]",0," # Ruff [![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff) [![image](https://img.shields.io/pypi/v/ruff.svg)](https://pypi.python.org/pypi/ruff) [![image](https://img.shields.io/pypi/l/ruff.svg)](https://github.com/astral-sh/ruff/blob/main/LICENSE) [![image](https://img.shields.io/pypi/pyversions/ruff.svg)](https://pypi.python.org/pypi/ruff) [![Actions status](https://github.com/astral-sh/ruff/workflows/CI/badge.svg)](https://github.com/astral-sh/ruff/actions) [![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?logo=discord&logoColor=white)](https://discord.com/invite/astral-sh) [**Docs**](https://docs.astral.sh/ruff/) | [**Playground**](https://play.ruff.rs/) An extremely fast Python linter and code formatter, written in Rust.

Linting the CPython codebase from scratch.

- ⚡️ 10-100x faster than existing linters (like Flake8) and formatters (like Black) - 🐍 Installable via `pip` - 🛠️ `pyproject.toml` support - 🤝 Python 3.14 compatibility - ⚖️ Drop-in parity with [Flake8](https://docs.astral.sh/ruff/faq/#how-does-ruffs-linter-compare-to-flake8), [isort](https://docs.astral.sh/ruff/faq/#how-does-ruffs-import-sorting-compare-to-isort), and [Black](https://docs.astral.sh/ruff/faq/#how-does-ruffs-formatter-compare-to-black) - 📦 Built-in caching, to avoid re-analyzing unchanged files - 🔧 Fix support, for automatic error correction (e.g., automatically remove unused imports) - 📏 Over [900 built-in rules](https://docs.astral.sh/ruff/rules/), with native re-implementations of popular Flake8 plugins, like flake8-bugbear - ⌨️ First-party [editor integrations](https://docs.astral.sh/ruff/editors) for [VS C",,2022-08-27T22:26:24.473977Z,https://docs.astral.sh/ruff,"automation, flake8, pycodestyle, pyflakes, pylint, clippy",2026-07-30T19:37:01.379812Z,,MIT,,,ruff,https://pypi.org/project/ruff/,https://pypi.org/project/ruff/,417,[],>=3.7,2026-08-03T21:35:05.474604+00:00,"An extremely fast Python linter and code formatter, written in Rust.",0.16.1,False,,5VrpW0GKT40soENKX,un27eVMNatOTMSX1k Ray Team,ray-dev@googlegroups.com,"[""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14""]",271,".. image:: https://github.com/ray-project/ray/raw/master/doc/source/images/ray_header_logo.png .. image:: https://readthedocs.org/projects/ray/badge/?version=master :target: http://docs.ray.io/en/master/?badge=master .. image:: https://img.shields.io/badge/Ray-Join%20Slack-blue :target: https://www.ray.io/join-slack .. image:: https://img.shields.io/badge/Discuss-Ask%20Questions-blue :target: https://discuss.ray.io/ .. image:: https://img.shields.io/twitter/follow/raydistributed.svg?style=social&logo=twitter :target: https://x.com/raydistributed .. image:: https://img.shields.io/badge/Get_started_for_free-3C8AE9?logo=data%3Aimage%2Fpng%3Bbase64%2CiVBORw0KGgoAAAANSUhEUgAAABAAAAAQCAYAAAAf8%2F9hAAAAAXNSR0IArs4c6QAAAERlWElmTU0AKgAAAAgAAYdpAAQAAAABAAAAGgAAAAAAA6ABAAMAAAABAAEAAKACAAQAAAABAAAAEKADAAQAAAABAAAAEAAAAAA0VXHyAAABKElEQVQ4Ea2TvWoCQRRGnWCVWChIIlikC9hpJdikSbGgaONbpAoY8gKBdAGfwkfwKQypLQ1sEGyMYhN1Pd%2B6A8PqwBZeOHt%2FvsvMnd3ZXBRFPQjBZ9K6OY8ZxF%2B0IYw9PW3qz8aY6lk92bZ%2BVqSI3oC9T7%2FyCVnrF1ngj93us%2B540sf5BrCDfw9b6jJ5lx%2FyjtGKBBXc3cnqx0INN4ImbI%2Bl%2BPnI8zWfFEr4chLLrWHCp9OO9j19Kbc91HX0zzzBO8EbLK2Iv4ZvNO3is3h6jb%2BCwO0iL8AaWqB7ILPTxq3kDypqvBuYuwswqo6wgYJbT8XxBPZ8KS1TepkFdC79TAHHce%2F7LbVioi3wEfTpmeKtPRGEeoldSP%2FOeoEftpP4BRbgXrYZefsAI%2BP9JU7ImyEAAAAASUVORK5CYII%3D :target: https://www.anyscale.com/ray-on-anyscale?utm_source=github&utm_medium=ray_readme&utm_campaign=get_started_badge Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI libraries for simplifying ML compute: .. image:: https://github.com/ray-project/ray/raw/master/doc/source/images/what-is-ray-padded.svg .. https://docs.google.com/drawings/d/1Pl8aCYOsZCo61cmp57c7Sja6HhIygGCvSZLi_AuBuqo/edit Learn more about `Ray AI Libraries`_: - `Data`_: Scalable Datasets for ML - `Train`_: Distributed Training - `Tune`_: Scalable Hyperparameter Tuning - `RLlib`_: Scalable Reinforcement Learning - `Serve`_: Scalable an",,2017-06-03T03:05:01.138017Z,https://github.com/ray-project/ray,ray distributed parallel machine-learning hyperparameter-tuningreinforcement-learning deep-learning serving python,2026-07-17T21:29:26.649216Z,Apache 2.0,,,,ray,https://pypi.org/project/ray/,https://pypi.org/project/ray/,130,"[""click>=7.0"", ""filelock"", ""jsonschema"", ""msgpack<2.0.0,>=1.0.0"", ""packaging>=24.2"", ""protobuf>=3.20.3"", ""pyyaml"", ""requests"", ""cupy-cuda12x; sys_platform != \""darwin\"" and extra == \""cgraph\"""", ""grpcio!=1.56.0; sys_platform == \""darwin\"" and extra == \""client\"""", ""grpcio; extra == \""client\"""", ""numpy>=1.20; extra == \""data\"""", ""pandas>=2.2.3; extra == \""data\"""", ""pyarrow>=17.0.0; extra == \""data\"""", ""fsspec; extra == \""data\"""", ""aiohttp>=3.13.3; extra == \""default\"""", ""aiohttp_cors; extra == \""default\"""", ""colorful; extra == \""default\"""", ""py-spy>=0.2.0; python_version < \""3.12\"" and extra == \""default\"""", ""py-spy>=0.4.0; python_version >= \""3.12\"" and extra == \""default\"""", ""requests; extra == \""default\"""", ""grpcio>=1.42.0; extra == \""default\"""", ""opencensus; extra == \""default\"""", ""opentelemetry-sdk>=1.30.0; extra == \""default\"""", ""opentelemetry-exporter-prometheus; extra == \""default\"""", ""opentelemetry-proto; extra == \""default\"""", ""pydantic<3,>=2.5.0; python_version < \""3.14\"" and extra == \""default\"""", ""pydantic<3,>=2.13.0; python_version >= \""3.14\"" and extra == \""default\"""", ""prometheus_client>=0.7.1; extra == \""default\"""", ""smart_open; extra == \""default\"""", ""virtualenv!=20.21.1,>=20.0.24; extra == \""default\"""", ""memray; sys_platform != \""win32\"" and extra == \""observability\"""", ""pydantic<3,>=2.13.0; python_version >= \""3.14\"" and extra == \""serve\"""", ""starlette>=1.0.1; extra == \""serve\"""", ""pydantic<3,>=2.5.0; python_version < \""3.14\"" and extra == \""serve\"""", ""colorful; extra == \""serve\"""", ""mmh3; extra == \""serve\"""", ""py-spy>=0.4.0; python_version >= \""3.12\"" and extra == \""serve\"""", ""opentelemetry-exporter-prometheus; extra == \""serve\"""", ""uvicorn[standard]; extra == \""serve\"""", ""requests; extra == \""serve\"""", ""smart_open; extra == \""serve\"""", ""opencensus; extra == \""serve\"""", ""watchfiles; extra == \""serve\"""", ""aiohttp>=3.13.3; extra == \""serve\"""", ""aiohttp_cors; extra == \""serve\"""", ""virtualenv!=20.21.1,>=20.0.24; extra == \""serve\"""", ""opentelemetry-sdk>=1.30.0; extra == \""serve\"""", ""grpcio>=1.42.0; extra == \""serve\"""", ""prometheus_client>=0.7.1; extra == \""serve\"""", ""opentelemetry-proto; extra == \""serve\"""", ""fastapi>=0.133.0; extra == \""serve\"""", ""py-spy>=0.2.0; python_version < \""3.12\"" and extra == \""serve\"""", ""pandas; extra == \""tune\"""", ""tensorboardX>=1.9; extra == \""tune\"""", ""requests; extra == \""tune\"""", ""pyarrow>=17.0.0; extra == \""tune\"""", ""fsspec; extra == \""tune\"""", ""pydantic<3,>=2.5.0; python_version < \""3.14\"" and extra == \""tune\"""", ""pydantic<3,>=2.13.0; python_version >= \""3.14\"" and extra == \""tune\"""", ""cupy-cuda12x; sys_platform != \""darwin\"" and extra == \""adag\"""", ""pydantic<3,>=2.13.0; python_version >= \""3.14\"" and extra == \""serve-grpc\"""", ""starlette>=1.0.1; extra == \""serve-grpc\"""", ""pydantic<3,>=2.5.0; python_version < \""3.14\"" and extra == \""serve-grpc\"""", ""mmh3; extra == \""serve-grpc\"""", ""colorful; extra == \""serve-grpc\"""", ""py-spy>=0.4.0; python_version >= \""3.12\"" and extra == \""serve-grpc\"""", ""opentelemetry-exporter-prometheus; extra == \""serve-grpc\"""", ""uvicorn[standard]; extra == \""serve-grpc\"""", ""requests; extra == \""serve-grpc\"""", ""pyOpenSSL; extra == \""serve-grpc\"""", ""smart_open; extra == \""serve-grpc\"""", ""opencensus; extra == \""serve-grpc\"""", ""watchfiles; extra == \""serve-grpc\"""", ""aiohttp>=3.13.3; extra == \""serve-grpc\"""", ""aiohttp_cors; extra == \""serve-grpc\"""", ""virtualenv!=20.21.1,>=20.0.24; extra == \""serve-grpc\"""", ""opentelemetry-sdk>=1.30.0; extra == \""serve-grpc\"""", ""grpcio>=1.42.0; extra == \""serve-grpc\"""", ""prometheus_client>=0.7.1; extra == \""serve-grpc\"""", ""opentelemetry-proto; extra == \""serve-grpc\"""", ""fastapi>=0.133.0; extra == \""serve-grpc\"""", ""py-spy>=0.2.0; python_version < \""3.12\"" and extra == \""serve-grpc\"""", ""pydantic<3,>=2.13.0; python_version >= \""3.14\"" and extra == \""serve-async-inference\"""", ""starlette>=1.0.1; extra == \""serve-async-inference\"""", ""pydantic<3,>=2.5.0; python_version < \""3.14\"" and extra == \""serve-async-inference\"""", ""mmh3; extra == \""serve-async-inference\"""", ""colorful; extra == \""serve-async-inference\"""", ""py-spy>=0.4.0; python_version >= \""3.12\"" and extra == \""serve-async-inference\"""", ""opentelemetry-exporter-prometheus; extra == \""serve-async-inference\"""", ""uvicorn[standard]; extra == \""serve-async-inference\"""", ""requests; extra == \""serve-async-inference\"""", ""smart_open; extra == \""serve-async-inference\"""", ""opencensus; extra == \""serve-async-inference\"""", ""watchfiles; extra == \""serve-async-inference\"""", ""aiohttp>=3.13.3; extra == \""serve-async-inference\"""", ""taskiq; extra == \""serve-async-inference\"""", ""aiohttp_cors; extra == \""serve-async-inference\"""", ""virtualenv!=20.21.1,>=20.0.24; extra == \""serve-async-inference\"""", ""opentelemetry-sdk>=1.30.0; extra == \""serve-async-inference\"""", ""grpcio>=1.42.0; extra == \""serve-async-inference\"""", ""prometheus_client>=0.7.1; extra == \""serve-async-inference\"""", ""opentelemetry-proto; extra == \""serve-async-inference\"""", ""celery; extra == \""serve-async-inference\"""", ""fastapi>=0.133.0; extra == \""serve-async-inference\"""", ""py-spy>=0.2.0; python_version < \""3.12\"" and extra == \""serve-async-inference\"""", ""ray-cpp==2.56.1; extra == \""cpp\"""", ""pandas; extra == \""rllib\"""", ""tensorboardX>=1.9; extra == \""rllib\"""", ""requests; extra == \""rllib\"""", ""pyarrow>=17.0.0; extra == \""rllib\"""", ""fsspec; extra == \""rllib\"""", ""pydantic<3,>=2.5.0; python_version < \""3.14\"" and extra == \""rllib\"""", ""pydantic<3,>=2.13.0; python_version >= \""3.14\"" and extra == \""rllib\"""", ""dm_tree; extra == \""rllib\"""", ""gymnasium==1.2.2; extra == \""rllib\"""", ""lz4; extra == \""rllib\"""", ""ormsgpack>=1.7.0; extra == \""rllib\"""", ""pyyaml; extra == \""rllib\"""", ""scipy; extra == \""rllib\"""", ""pandas; extra == \""train\"""", ""tensorboardX>=1.9; extra == \""train\"""", ""requests; extra == \""train\"""", ""pyarrow>=17.0.0; extra == \""train\"""", ""fsspec; extra == \""train\"""", ""pydantic<3,>=2.5.0; python_version < \""3.14\"" and extra == \""train\"""", ""pydantic<3,>=2.13.0; python_version >= \""3.14\"" and extra == \""train\"""", ""pydantic<3,>=2.13.0; python_version >= \""3.14\"" and extra == \""air\"""", ""fsspec; extra == \""air\"""", ""starlette>=1.0.1; extra == \""air\"""", ""pydantic<3,>=2.5.0; python_version < \""3.14\"" and extra == \""air\"""", ""pandas>=2.2.3; extra == \""air\"""", ""mmh3; extra == \""air\"""", ""colorful; extra == \""air\"""", ""py-spy>=0.4.0; python_version >= \""3.12\"" and extra == \""air\"""", ""opentelemetry-exporter-prometheus; extra == \""air\"""", ""uvicorn[standard]; extra == \""air\"""", ""requests; extra == \""air\"""", ""pyarrow>=17.0.0; extra == \""air\"""", ""smart_open; extra == \""air\"""", ""opencensus; extra == \""air\"""", ""watchfiles; extra == \""air\"""", ""numpy>=1.20; extra == \""air\"""", ""aiohttp>=3.13.3; extra == \""air\"""", ""aiohttp_cors; extra == \""air\"""", ""virtualenv!=20.21.1,>=20.0.24; extra == \""air\"""", ""opentelemetry-sdk>=1.30.0; extra == \""air\"""", ""grpcio>=1.42.0; extra == \""air\"""", ""pandas; extra == \""air\"""", ""prometheus_client>=0.7.1; extra == \""air\"""", ""opentelemetry-proto; extra == \""air\"""", ""tensorboardX>=1.9; extra == \""air\"""", ""fastapi>=0.133.0; extra == \""air\"""", ""py-spy>=0.2.0; python_version < \""3.12\"" and extra == \""air\"""", ""pydantic<3,>=2.13.0; python_version >= \""3.14\"" and extra == \""all\"""", ""fsspec; extra == \""all\"""", ""starlette>=1.0.1; extra == \""all\"""", ""gymnasium==1.2.2; extra == \""all\"""", ""pandas>=2.2.3; extra == \""all\"""", ""pydantic<3,>=2.5.0; python_version < \""3.14\"" and extra == \""all\"""", ""colorful; extra == \""all\"""", ""py-spy>=0.4.0; python_version >= \""3.12\"" and extra == \""all\"""", ""grpcio; extra == \""all\"""", ""opentelemetry-exporter-prometheus; extra == \""all\"""", ""mmh3; extra == \""all\"""", ""uvicorn[standard]; extra == \""all\"""", ""dm_tree; extra == \""all\"""", ""scipy; extra == \""all\"""", ""requests; extra == \""all\"""", ""cupy-cuda12x; sys_platform != \""darwin\"" and extra == \""all\"""", ""lz4; extra == \""all\"""", ""pyarrow>=17.0.0; extra == \""all\"""", ""pyOpenSSL; extra == \""all\"""", ""smart_open; extra == \""all\"""", ""opencensus; extra == \""all\"""", ""watchfiles; extra == \""all\"""", ""grpcio!=1.56.0; sys_platform == \""darwin\"" and extra == \""all\"""", ""numpy>=1.20; extra == \""all\"""", ""aiohttp>=3.13.3; extra == \""all\"""", ""memray; sys_platform != \""win32\"" and extra == \""all\"""", ""taskiq; extra == \""all\"""", ""aiohttp_cors; extra == \""all\"""", ""virtualenv!=20.21.1,>=20.0.24; extra == \""all\"""", ""opentelemetry-sdk>=1.30.0; extra == \""all\"""", ""grpcio>=1.42.0; extra == \""all\"""", ""pandas; extra == \""all\"""", ""prometheus_client>=0.7.1; extra == \""all\"""", ""pyyaml; extra == \""all\"""", ""opentelemetry-proto; extra == \""all\"""", ""tensorboardX>=1.9; extra == \""all\"""", ""celery; extra == \""all\"""", ""ormsgpack>=1.7.0; extra == \""all\"""", ""fastapi>=0.133.0; extra == \""all\"""", ""py-spy>=0.2.0; python_version < \""3.12\"" and extra == \""all\"""", ""pydantic<3,>=2.13.0; python_version >= \""3.14\"" and extra == \""all-cpp\"""", ""fsspec; extra == \""all-cpp\"""", ""starlette>=1.0.1; extra == \""all-cpp\"""", ""gymnasium==1.2.2; extra == \""all-cpp\"""", ""pandas>=2.2.3; extra == \""all-cpp\"""", ""pydantic<3,>=2.5.0; python_version < \""3.14\"" and extra == \""all-cpp\"""", ""mmh3; extra == \""all-cpp\"""", ""colorful; extra == \""all-cpp\"""", ""py-spy>=0.4.0; python_version >= \""3.12\"" and extra == \""all-cpp\"""", ""grpcio; extra == \""all-cpp\"""", ""opentelemetry-exporter-prometheus; extra == \""all-cpp\"""", ""ray-cpp==2.56.1; extra == \""all-cpp\"""", ""uvicorn[standard]; extra == \""all-cpp\"""", ""dm_tree; extra == \""all-cpp\"""", ""scipy; extra == \""all-cpp\"""", ""requests; extra == \""all-cpp\"""", ""cupy-cuda12x; sys_platform != \""darwin\"" and extra == \""all-cpp\"""", ""lz4; extra == \""all-cpp\"""", ""pyarrow>=17.0.0; extra == \""all-cpp\"""", ""pyOpenSSL; extra == \""all-cpp\"""", ""smart_open; extra == \""all-cpp\"""", ""opencensus; extra == \""all-cpp\"""", ""watchfiles; extra == \""all-cpp\"""", ""grpcio!=1.56.0; sys_platform == \""darwin\"" and extra == \""all-cpp\"""", ""numpy>=1.20; extra == \""all-cpp\"""", ""aiohttp>=3.13.3; extra == \""all-cpp\"""", ""memray; sys_platform != \""win32\"" and extra == \""all-cpp\"""", ""taskiq; extra == \""all-cpp\"""", ""aiohttp_cors; extra == \""all-cpp\"""", ""virtualenv!=20.21.1,>=20.0.24; extra == \""all-cpp\"""", ""opentelemetry-sdk>=1.30.0; extra == \""all-cpp\"""", ""grpcio>=1.42.0; extra == \""all-cpp\"""", ""pandas; extra == \""all-cpp\"""", ""prometheus_client>=0.7.1; extra == \""all-cpp\"""", ""pyyaml; extra == \""all-cpp\"""", ""opentelemetry-proto; extra == \""all-cpp\"""", ""tensorboardX>=1.9; extra == \""all-cpp\"""", ""celery; extra == \""all-cpp\"""", ""ormsgpack>=1.7.0; extra == \""all-cpp\"""", ""fastapi>=0.133.0; extra == \""all-cpp\"""", ""py-spy>=0.2.0; python_version < \""3.12\"" and extra == \""all-cpp\"""", ""pydantic<3,>=2.13.0; python_version >= \""3.14\"" and extra == \""llm\"""", ""typer; extra == \""llm\"""", ""fsspec; extra == \""llm\"""", ""vllm[audio]==0.22.0; extra == \""llm\"""", ""starlette>=1.0.1; extra == \""llm\"""", ""meson; extra == \""llm\"""", ""pandas>=2.2.3; extra == \""llm\"""", ""pydantic<3,>=2.5.0; python_version < \""3.14\"" and extra == \""llm\"""", ""colorful; extra == \""llm\"""", ""mmh3; extra == \""llm\"""", ""py-spy>=0.4.0; python_version >= \""3.12\"" and extra == \""llm\"""", ""opentelemetry-exporter-prometheus; extra == \""llm\"""", ""jsonref>=1.1.0; extra == \""llm\"""", ""uvicorn[standard]; extra == \""llm\"""", ""nixl==1.1.0; extra == \""llm\"""", ""pybind11; extra == \""llm\"""", ""requests; extra == \""llm\"""", ""async-timeout; python_version < \""3.11\"" and extra == \""llm\"""", ""pyarrow>=17.0.0; extra == \""llm\"""", ""smart_open; extra == \""llm\"""", ""opencensus; extra == \""llm\"""", ""watchfiles; extra == \""llm\"""", ""numpy>=1.20; extra == \""llm\"""", ""ninja; extra == \""llm\"""", ""aiohttp>=3.13.3; extra == \""llm\"""", ""aiohttp_cors; extra == \""llm\"""", ""virtualenv!=20.21.1,>=20.0.24; extra == \""llm\"""", ""hf_transfer; extra == \""llm\"""", ""opentelemetry-sdk>=1.30.0; extra == \""llm\"""", ""grpcio>=1.42.0; extra == \""llm\"""", ""nixl-cu13==1.1.0; extra == \""llm\"""", ""prometheus_client>=0.7.1; extra == \""llm\"""", ""opentelemetry-proto; extra == \""llm\"""", ""fastapi>=0.133.0; extra == \""llm\"""", ""jsonschema; extra == \""llm\"""", ""py-spy>=0.2.0; python_version < \""3.12\"" and extra == \""llm\""""]",>=3.10,2026-08-03T21:35:05.540504+00:00,"Ray provides a simple, universal API for building distributed applications.",2.56.1,False,,5VrpW0GKT40soENKX,un27eVMNatOTMSX1k Pekka Klärck,peke@eliga.fi,"[""Development Status :: 5 - Production/Stable"", ""Framework :: Robot Framework"", ""License :: OSI Approved :: Apache Software License"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Software Development :: Testing"", ""Topic :: Software Development :: Testing :: Acceptance"", ""Topic :: Software Development :: Testing :: BDD""]",0,"Robot Framework =============== .. contents:: :local: Introduction ------------ `Robot Framework `_ |r| is a generic open source automation framework for acceptance testing, acceptance test driven development (ATDD), and robotic process automation (RPA). It has simple plain text syntax and it can be extended easily with generic and custom libraries. Robot Framework is operating system and application independent. It is implemented using `Python `_ which is also the primary language to extend it. The framework has a rich ecosystem around it consisting of various generic libraries and tools that are developed as separate projects. For more information about Robot Framework and the ecosystem, see http://robotframework.org. Robot Framework project is hosted on GitHub_ where you can find source code, an issue tracker, and some further documentation. Downloads are hosted on PyPI_. Robot Framework development is sponsored by non-profit `Robot Framework Foundation `_. If you are using the framework and benefiting from it, consider joining the foundation to help maintaining the framework and developing it further. .. _GitHub: https://github.com/robotframework/robotframework .. _PyPI: https://pypi.python.org/pypi/robotframework .. image:: https://img.shields.io/pypi/v/robotframework.svg?label=version :target: https://pypi.python.org/pypi/robotframework :alt: Latest version .. image:: https://img.shields.io/pypi/l/robotframework.svg :target: http://www.apache.org/licenses/LICENSE-2.0.html :alt: License Installation ------------ If you already have Python_ with `pip `_ installed, you can simply run:: pip install robotframework For more detailed installation instructions, including installing Python, see `INSTALL.rst `__. Robot Framework requires Python 3.8 or newer and ",,2013-11-26T14:51:30.593732Z,https://robotframework.org,robotframework automation testautomation rpa testing acceptancetesting atdd bdd,2026-07-17T16:22:04.847865Z,Apache License 2.0,,,,robotframework,https://pypi.org/project/robotframework/,https://pypi.org/project/robotframework/,153,[],>=3.8,2026-08-03T21:35:05.595752+00:00,Generic automation framework for acceptance testing and robotic process automation (RPA),7.4.2,False,,5VrpW0GKT40soENKX,un27eVMNatOTMSX1k Ken Conley,kwc@willowgarage.com,"[""License :: OSI Approved :: BSD License"", ""Programming Language :: Python""]",4," Library for retrieving information about ROS packages and stacks. ",,2011-08-18T03:01:09.192483Z,http://wiki.ros.org/rospkg,ROS,2025-12-19T21:47:05.126937Z,BSD,,ROS Infrastructure Team,,rospkg,https://pypi.org/project/rospkg/,https://pypi.org/project/rospkg/,84,"[""catkin-pkg"", ""PyYAML"", ""distro>=1.4.0; python_version >= \""3.8\"""", ""pytest; extra == \""test\""""]",>=3.6,2026-08-03T21:35:05.653022+00:00,ROS package library,1.6.1,False,,5VrpW0GKT40soENKX,un27eVMNatOTMSX1k Sybren A. Stüvel,sybren@stuvel.eu,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Education"", ""Intended Audience :: Information Technology"", ""License :: OSI Approved :: Apache Software License"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.6"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Security :: Cryptography""]",1,"# Python-RSA has been archived Hi folks, I'm Sybren, one of the original authors and the maintainer of this project. Unfortunately I don't have the time and brain space left to properly maintain Python-RSA. As you can see from the lack of activity on the open issues, and the lack of commits, that has been the case for a while now. As Python-RSA is included as a dependency in quite a few high-profile projects, I don't feel comfortable handing over the project to someone else. It's just too big of a risk. Thanks for having used this little library for so long, and in so many projects. I truely didn't expect that when I started working on it. Also big thanks to all the people helping out and improving the project. There are improvements that haven't made it into a new release. As I said, I don't have the time and the brain space to really investigate and oversee the security impact of all those changes. It's not a decision I've made lightly. So that's it. If you want to keep the project alive, please fork it. Give it the love it deserves, investigate those yet-unreleased improvements, and have a project that's then already better than how I left this one. Cheers, Sybren --------------------------------------------- # Pure Python RSA implementation [![PyPI](https://img.shields.io/pypi/v/rsa.svg)](https://pypi.org/project/rsa/) [![Build Status](https://travis-ci.org/sybrenstuvel/python-rsa.svg?branch=master)](https://travis-ci.org/sybrenstuvel/python-rsa) [![Coverage Status](https://coveralls.io/repos/github/sybrenstuvel/python-rsa/badge.svg?branch=master)](https://coveralls.io/github/sybrenstuvel/python-rsa?branch=master) [![Code Climate](https://api.codeclimate.com/v1/badges/a99a88d28ad37a79dbf6/maintainability)](https://codeclimate.com/github/codeclimate/codeclimate/maintainability) [Python-RSA](https://stuvel.eu/rsa) is a pure-Python RSA implementation. It supports encryption and decryption, signing and verifying signatures, and key generation according t",,2008-04-23T11:27:28Z,,,2025-04-16T09:51:18.218643Z,Apache-2.0,,,,rsa,https://pypi.org/project/rsa/,https://pypi.org/project/rsa/,37,"[""pyasn1>=0.1.3""]","<4,>=3.6",2026-08-03T21:35:05.694945+00:00,Pure-Python RSA implementation,4.9.1,False,,5VrpW0GKT40soENKX,un27eVMNatOTMSX1k "Alex Kuang, Anthony McClosky, Cyrus Durgin, Daniel Nephin, Dougal Matthews, Greg Roodt, Haïkel Guémar, Hugo Klepsch, J Derek Wilson, James Page, Jason Dunkelberger, Job Evers, Jonathan Herriott, Josh Marshall, Joshua Harlow, Justin Turner Arthur, Maxym Shalenyi, Monty Taylor, Pierre-Yves Chibon, Ray Holder, Rees Dooley, Saul Shanabrook, Simon Dollé, Simeon Visser, Thomas Goirand",,"[""Intended Audience :: Developers"", ""Natural Language :: English"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.6"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Topic :: Internet"", ""Topic :: Utilities""]",0,"# Retrying Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding retry behavior to just about anything. The simplest use case is retrying a flaky function whenever an Exception occurs until a value is returned. ```python import random from retrying import retry @retry def do_something_unreliable(): if random.randint(0, 10) > 1: raise IOError(""Broken sauce, everything is hosed!!!111one"") else: return ""Awesome sauce!"" print(do_something_unreliable()) ``` ## Features - Generic Decorator API - Specify stop condition (i.e. limit by number of attempts) - Specify wait condition (i.e. exponential backoff sleeping between attempts) - Customize retrying on Exceptions - Customize retrying on expected returned result ## Examples As you saw above, the default behavior is to retry forever without waiting. ```python @retry def never_give_up_never_surrender(): print(""Retry forever ignoring Exceptions, don't wait between retries"") ``` Let's be a little less persistent and set some boundaries, such as the number of attempts before giving up. ```python @retry(stop_max_attempt_number=7) def stop_after_7_attempts(): print(""Stopping after 7 attempts"") ``` We don't have all day, so let's set a boundary for how long we should be retrying stuff. ```python @retry(stop_max_delay=10000) def stop_after_10_s(): print(""Stopping after 10 seconds"") ``` Most things don't like to be polled as fast as possible, so let's just wait 2 seconds between retries. ```python @retry(wait_fixed=2000) def wait_2_s(): print(""Wait 2 second between retries"") ``` Some things perform best with a bit of randomness injected. ```python @retry(wait_random_min=1000, wait_random_max=2000) def wait_random_1_to_2_s(): print(""Randomly wait 1 to 2 seconds between retries"") ``` Then again, it's hard to beat exponential backoff when retrying distributed services and other remote endpoints. ```python @re",,2013-01-22T08:06:06.526595Z,,"decorator, decorators, retry, retrying, exception, exponential, backoff",2025-08-03T03:35:25.189544Z,,Apache-2.0,,,retrying,https://pypi.org/project/retrying/,https://pypi.org/project/retrying/,18,[],>=3.6,2026-08-03T21:35:05.719715+00:00,Retrying,1.4.2,False,,5VrpW0GKT40soENKX,un27eVMNatOTMSX1k David Cramer,,"[""Intended Audience :: Developers"", ""Intended Audience :: System Administrators"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Topic :: Software Development""]",14,"Responses ========= .. image:: https://img.shields.io/pypi/v/responses.svg :target: https://pypi.python.org/pypi/responses/ .. image:: https://img.shields.io/pypi/pyversions/responses.svg :target: https://pypi.org/project/responses/ .. image:: https://img.shields.io/pypi/dm/responses :target: https://pypi.python.org/pypi/responses/ .. image:: https://codecov.io/gh/getsentry/responses/branch/master/graph/badge.svg :target: https://codecov.io/gh/getsentry/responses/ A utility library for mocking out the ``requests`` Python library. .. note:: Responses requires Python 3.8 or newer, and requests >= 2.30.0 Table of Contents ----------------- .. contents:: Installing ---------- ``pip install responses`` Deprecations and Migration Path ------------------------------- Here you will find a list of deprecated functionality and a migration path for each. Please ensure to update your code according to the guidance. .. list-table:: Deprecation and Migration :widths: 50 25 50 :header-rows: 1 * - Deprecated Functionality - Deprecated in Version - Migration Path * - ``responses.json_params_matcher`` - 0.14.0 - ``responses.matchers.json_params_matcher`` * - ``responses.urlencoded_params_matcher`` - 0.14.0 - ``responses.matchers.urlencoded_params_matcher`` * - ``stream`` argument in ``Response`` and ``CallbackResponse`` - 0.15.0 - Use ``stream`` argument in request directly. * - ``match_querystring`` argument in ``Response`` and ``CallbackResponse``. - 0.17.0 - Use ``responses.matchers.query_param_matcher`` or ``responses.matchers.query_string_matcher`` * - ``responses.assert_all_requests_are_fired``, ``responses.passthru_prefixes``, ``responses.target`` - 0.20.0 - Use ``responses.mock.assert_all_requests_are_fired``, ``responses.mock.passthru_prefixes``, ``responses.mock.target`` instead. Basics ------ The core of ``responses`` comes from registering moc",,2013-11-25T19:51:39.301273Z,https://github.com/getsentry/responses,,2026-07-03T16:44:50.325699Z,Apache-2.0,,,,responses,https://pypi.org/project/responses/,https://pypi.org/project/responses/,64,"[""requests<3.0,>=2.30.0"", ""urllib3<3.0,>=1.25.10"", ""pyyaml"", ""pytest>=7.0.0; extra == \""tests\"""", ""coverage>=6.0.0; extra == \""tests\"""", ""pytest-cov; extra == \""tests\"""", ""pytest-asyncio; extra == \""tests\"""", ""pytest-httpserver; extra == \""tests\"""", ""flake8; extra == \""tests\"""", ""types-PyYAML; extra == \""tests\"""", ""types-requests; extra == \""tests\"""", ""mypy; extra == \""tests\"""", ""tomli; python_version < \""3.11\"" and extra == \""tests\"""", ""tomli-w; extra == \""tests\""""]",>=3.8,2026-08-03T21:35:05.751457+00:00,A utility library for mocking out the `requests` Python library.,0.26.2,False,,5VrpW0GKT40soENKX,un27eVMNatOTMSX1k ,The Pandas Development Team ,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: BSD License"", ""Operating System :: OS Independent"", ""Programming Language :: Cython"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Scientific/Engineering""]",84," ----------------- # pandas: A Powerful Python Data Analysis Toolkit | | | | --- | --- | | Testing | [![CI - Test](https://github.com/pandas-dev/pandas/actions/workflows/unit-tests.yml/badge.svg)](https://github.com/pandas-dev/pandas/actions/workflows/unit-tests.yml) [![Coverage](https://codecov.io/github/pandas-dev/pandas/coverage.svg?branch=main)](https://codecov.io/gh/pandas-dev/pandas) | | Package | [![PyPI Latest Release](https://img.shields.io/pypi/v/pandas.svg)](https://pypi.org/project/pandas/) [![PyPI Downloads](https://img.shields.io/pypi/dm/pandas.svg?label=PyPI%20downloads)](https://pypi.org/project/pandas/) [![Conda Latest Release](https://anaconda.org/conda-forge/pandas/badges/version.svg)](https://anaconda.org/conda-forge/pandas) [![Conda Downloads](https://img.shields.io/conda/dn/conda-forge/pandas.svg?label=Conda%20downloads)](https://anaconda.org/conda-forge/pandas) | | Meta | [![Powered by NumFOCUS](https://img.shields.io/badge/powered%20by-NumFOCUS-orange.svg?style=flat&colorA=E1523D&colorB=007D8A)](https://numfocus.org) [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.3509134.svg)](https://doi.org/10.5281/zenodo.3509134) [![License - BSD 3-Clause](https://img.shields.io/pypi/l/pandas.svg)](https://github.com/pandas-dev/pandas/blob/main/LICENSE) [![Slack](https://img.shields.io/badge/join_Slack-information-brightgreen.svg?logo=slack)](https://pandas.pydata.org/docs/dev/development/community.html?highlight=slack#community-slack) [![LFX Health Score](https://insights.linuxfoundation.org/api/badge/health-score?project=pandas-dev-pandas)](https://insights.linuxfoundation.org/project/pandas-dev-pandas) | ## What is it? **pandas** is a Python package that provides fast, flexible, and expressive data structures designed to",,2009-12-25T23:58:31.560462Z,,,2026-07-22T22:19:28.819607Z,"BSD 3-Clause License Copyright (c) 2008-2011, AQR Capital Management, LLC, Lambda Foundry, Inc. and PyData Development Team All rights reserved. Copyright (c) 2011-2026, Open source contributors. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. * Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS ""AS IS"" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. 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The above BSD License Applies to all code, even that also covered by Apache 2.0.# MIT License Copyright (c) 2019 Hadley Wickham; RStudio; and Evan Miller 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 to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED ""AS IS"", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. 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Complete and ship as file LICENSE the following 2 lines (only) YEAR: COPYRIGHT HOLDER: and specify as License: MIT + file LICENSE Copyright (c) , 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 to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED ""AS IS"", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. The MIT License Copyright (c) 2008- Attractive Chaos 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 to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED ""AS IS"", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.musl as a whole is licensed under the following standard MIT license: ---------------------------------------------------------------------- Copyright © 2005-2020 Rich Felker, et al. 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 to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED ""AS IS"", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. ---------------------------------------------------------------------- Authors/contributors include: A. Wilcox Ada Worcester Alex Dowad Alex Suykov Alexander Monakov Andre McCurdy Andrew Kelley Anthony G. Basile Aric Belsito Arvid Picciani Bartosz Brachaczek Benjamin Peterson Bobby Bingham Boris Brezillon Brent Cook Chris Spiegel Clément Vasseur Daniel Micay Daniel Sabogal Daurnimator David Carlier David Edelsohn Denys Vlasenko Dmitry Ivanov Dmitry V. Levin Drew DeVault Emil Renner Berthing Fangrui Song Felix Fietkau Felix Janda Gianluca Anzolin Hauke Mehrtens He X Hiltjo Posthuma Isaac Dunham Jaydeep Patil Jens Gustedt Jeremy Huntwork Jo-Philipp Wich Joakim Sindholt John Spencer Julien Ramseier Justin Cormack Kaarle Ritvanen Khem Raj Kylie McClain Leah Neukirchen Luca Barbato Luka Perkov M Farkas-Dyck (Strake) Mahesh Bodapati Markus Wichmann Masanori Ogino Michael Clark Michael Forney Mikhail Kremnyov Natanael Copa Nicholas J. Kain orc Pascal Cuoq Patrick Oppenlander Petr Hosek Petr Skocik Pierre Carrier Reini Urban Rich Felker Richard Pennington Ryan Fairfax Samuel Holland Segev Finer Shiz sin Solar Designer Stefan Kristiansson Stefan O'Rear Szabolcs Nagy Timo Teräs Trutz Behn Valentin Ochs Will Dietz William Haddon William Pitcock Portions of this software are derived from third-party works licensed under terms compatible with the above MIT license: The TRE regular expression implementation (src/regex/reg* and src/regex/tre*) is Copyright © 2001-2008 Ville Laurikari and licensed under a 2-clause BSD license (license text in the source files). The included version has been heavily modified by Rich Felker in 2012, in the interests of size, simplicity, and namespace cleanliness. Much of the math library code (src/math/* and src/complex/*) is Copyright © 1993,2004 Sun Microsystems or Copyright © 2003-2011 David Schultz or Copyright © 2003-2009 Steven G. Kargl or Copyright © 2003-2009 Bruce D. 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Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS ""AS IS"" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.A. HISTORY OF THE SOFTWARE ========================== Python was created in the early 1990s by Guido van Rossum at Stichting Mathematisch Centrum (CWI, see https://www.cwi.nl) in the Netherlands as a successor of a language called ABC. Guido remains Python's principal author, although it includes many contributions from others. In 1995, Guido continued his work on Python at the Corporation for National Research Initiatives (CNRI, see https://www.cnri.reston.va.us) in Reston, Virginia where he released several versions of the software. In May 2000, Guido and the Python core development team moved to BeOpen.com to form the BeOpen PythonLabs team. In October of the same year, the PythonLabs team moved to Digital Creations, which became Zope Corporation. In 2001, the Python Software Foundation (PSF, see https://www.python.org/psf/) was formed, a non-profit organization created specifically to own Python-related Intellectual Property. Zope Corporation was a sponsoring member of the PSF. All Python releases are Open Source (see https://opensource.org for the Open Source Definition). Historically, most, but not all, Python releases have also been GPL-compatible; the table below summarizes the various releases. Release Derived Year Owner GPL- from compatible? (1) 0.9.0 thru 1.2 1991-1995 CWI yes 1.3 thru 1.5.2 1.2 1995-1999 CNRI yes 1.6 1.5.2 2000 CNRI no 2.0 1.6 2000 BeOpen.com no 1.6.1 1.6 2001 CNRI yes (2) 2.1 2.0+1.6.1 2001 PSF no 2.0.1 2.0+1.6.1 2001 PSF yes 2.1.1 2.1+2.0.1 2001 PSF yes 2.1.2 2.1.1 2002 PSF yes 2.1.3 2.1.2 2002 PSF yes 2.2 and above 2.1.1 2001-now PSF yes Footnotes: (1) GPL-compatible doesn't mean that we're distributing Python under the GPL. All Python licenses, unlike the GPL, let you distribute a modified version without making your changes open source. The GPL-compatible licenses make it possible to combine Python with other software that is released under the GPL; the others don't. (2) According to Richard Stallman, 1.6.1 is not GPL-compatible, because its license has a choice of law clause. According to CNRI, however, Stallman's lawyer has told CNRI's lawyer that 1.6.1 is ""not incompatible"" with the GPL. Thanks to the many outside volunteers who have worked under Guido's direction to make these releases possible. B. TERMS AND CONDITIONS FOR ACCESSING OR OTHERWISE USING PYTHON =============================================================== Python software and documentation are licensed under the Python Software Foundation License Version 2. Starting with Python 3.8.6, examples, recipes, and other code in the documentation are dual licensed under the PSF License Version 2 and the Zero-Clause BSD license. Some software incorporated into Python is under different licenses. The licenses are listed with code falling under that license. PYTHON SOFTWARE FOUNDATION LICENSE VERSION 2 -------------------------------------------- 1. This LICENSE AGREEMENT is between the Python Software Foundation (""PSF""), and the Individual or Organization (""Licensee"") accessing and otherwise using this software (""Python"") in source or binary form and its associated documentation. 2. Subject to the terms and conditions of this License Agreement, PSF hereby grants Licensee a nonexclusive, royalty-free, world-wide license to reproduce, analyze, test, perform and/or display publicly, prepare derivative works, distribute, and otherwise use Python alone or in any derivative version, provided, however, that PSF's License Agreement and PSF's notice of copyright, i.e., ""Copyright (c) 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023 Python Software Foundation; All Rights Reserved"" are retained in Python alone or in any derivative version prepared by Licensee. 3. In the event Licensee prepares a derivative work that is based on or incorporates Python or any part thereof, and wants to make the derivative work available to others as provided herein, then Licensee hereby agrees to include in any such work a brief summary of the changes made to Python. 4. PSF is making Python available to Licensee on an ""AS IS"" basis. PSF MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, PSF MAKES NO AND DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF PYTHON WILL NOT INFRINGE ANY THIRD PARTY RIGHTS. 5. PSF SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF PYTHON FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR LOSS AS A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING PYTHON, OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF THE POSSIBILITY THEREOF. 6. This License Agreement will automatically terminate upon a material breach of its terms and conditions. 7. Nothing in this License Agreement shall be deemed to create any relationship of agency, partnership, or joint venture between PSF and Licensee. This License Agreement does not grant permission to use PSF trademarks or trade name in a trademark sense to endorse or promote products or services of Licensee, or any third party. 8. By copying, installing or otherwise using Python, Licensee agrees to be bound by the terms and conditions of this License Agreement. BEOPEN.COM LICENSE AGREEMENT FOR PYTHON 2.0 ------------------------------------------- BEOPEN PYTHON OPEN SOURCE LICENSE AGREEMENT VERSION 1 1. This LICENSE AGREEMENT is between BeOpen.com (""BeOpen""), having an office at 160 Saratoga Avenue, Santa Clara, CA 95051, and the Individual or Organization (""Licensee"") accessing and otherwise using this software in source or binary form and its associated documentation (""the Software""). 2. Subject to the terms and conditions of this BeOpen Python License Agreement, BeOpen hereby grants Licensee a non-exclusive, royalty-free, world-wide license to reproduce, analyze, test, perform and/or display publicly, prepare derivative works, distribute, and otherwise use the Software alone or in any derivative version, provided, however, that the BeOpen Python License is retained in the Software, alone or in any derivative version prepared by Licensee. 3. BeOpen is making the Software available to Licensee on an ""AS IS"" basis. BEOPEN MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, BEOPEN MAKES NO AND DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF THE SOFTWARE WILL NOT INFRINGE ANY THIRD PARTY RIGHTS. 4. BEOPEN SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF THE SOFTWARE FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR LOSS AS A RESULT OF USING, MODIFYING OR DISTRIBUTING THE SOFTWARE, OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF THE POSSIBILITY THEREOF. 5. This License Agreement will automatically terminate upon a material breach of its terms and conditions. 6. This License Agreement shall be governed by and interpreted in all respects by the law of the State of California, excluding conflict of law provisions. Nothing in this License Agreement shall be deemed to create any relationship of agency, partnership, or joint venture between BeOpen and Licensee. This License Agreement does not grant permission to use BeOpen trademarks or trade names in a trademark sense to endorse or promote products or services of Licensee, or any third party. As an exception, the ""BeOpen Python"" logos available at http://www.pythonlabs.com/logos.html may be used according to the permissions granted on that web page. 7. By copying, installing or otherwise using the software, Licensee agrees to be bound by the terms and conditions of this License Agreement. CNRI LICENSE AGREEMENT FOR PYTHON 1.6.1 --------------------------------------- 1. This LICENSE AGREEMENT is between the Corporation for National Research Initiatives, having an office at 1895 Preston White Drive, Reston, VA 20191 (""CNRI""), and the Individual or Organization (""Licensee"") accessing and otherwise using Python 1.6.1 software in source or binary form and its associated documentation. 2. Subject to the terms and conditions of this License Agreement, CNRI hereby grants Licensee a nonexclusive, royalty-free, world-wide license to reproduce, analyze, test, perform and/or display publicly, prepare derivative works, distribute, and otherwise use Python 1.6.1 alone or in any derivative version, provided, however, that CNRI's License Agreement and CNRI's notice of copyright, i.e., ""Copyright (c) 1995-2001 Corporation for National Research Initiatives; All Rights Reserved"" are retained in Python 1.6.1 alone or in any derivative version prepared by Licensee. Alternately, in lieu of CNRI's License Agreement, Licensee may substitute the following text (omitting the quotes): ""Python 1.6.1 is made available subject to the terms and conditions in CNRI's License Agreement. This Agreement together with Python 1.6.1 may be located on the internet using the following unique, persistent identifier (known as a handle): 1895.22/1013. This Agreement may also be obtained from a proxy server on the internet using the following URL: http://hdl.handle.net/1895.22/1013"". 3. In the event Licensee prepares a derivative work that is based on or incorporates Python 1.6.1 or any part thereof, and wants to make the derivative work available to others as provided herein, then Licensee hereby agrees to include in any such work a brief summary of the changes made to Python 1.6.1. 4. CNRI is making Python 1.6.1 available to Licensee on an ""AS IS"" basis. CNRI MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, CNRI MAKES NO AND DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF PYTHON 1.6.1 WILL NOT INFRINGE ANY THIRD PARTY RIGHTS. 5. CNRI SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF PYTHON 1.6.1 FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR LOSS AS A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING PYTHON 1.6.1, OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF THE POSSIBILITY THEREOF. 6. This License Agreement will automatically terminate upon a material breach of its terms and conditions. 7. This License Agreement shall be governed by the federal intellectual property law of the United States, including without limitation the federal copyright law, and, to the extent such U.S. federal law does not apply, by the law of the Commonwealth of Virginia, excluding Virginia's conflict of law provisions. Notwithstanding the foregoing, with regard to derivative works based on Python 1.6.1 that incorporate non-separable material that was previously distributed under the GNU General Public License (GPL), the law of the Commonwealth of Virginia shall govern this License Agreement only as to issues arising under or with respect to Paragraphs 4, 5, and 7 of this License Agreement. Nothing in this License Agreement shall be deemed to create any relationship of agency, partnership, or joint venture between CNRI and Licensee. This License Agreement does not grant permission to use CNRI trademarks or trade name in a trademark sense to endorse or promote products or services of Licensee, or any third party. 8. By clicking on the ""ACCEPT"" button where indicated, or by copying, installing or otherwise using Python 1.6.1, Licensee agrees to be bound by the terms and conditions of this License Agreement. ACCEPT CWI LICENSE AGREEMENT FOR PYTHON 0.9.0 THROUGH 1.2 -------------------------------------------------- Copyright (c) 1991 - 1995, Stichting Mathematisch Centrum Amsterdam, The Netherlands. All rights reserved. Permission to use, copy, modify, and distribute this software and its documentation for any purpose and without fee is hereby granted, provided that the above copyright notice appear in all copies and that both that copyright notice and this permission notice appear in supporting documentation, and that the name of Stichting Mathematisch Centrum or CWI not be used in advertising or publicity pertaining to distribution of the software without specific, written prior permission. STICHTING MATHEMATISCH CENTRUM DISCLAIMS ALL WARRANTIES WITH REGARD TO THIS SOFTWARE, INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS, IN NO EVENT SHALL STICHTING MATHEMATISCH CENTRUM BE LIABLE FOR ANY SPECIAL, INDIRECT OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE. ZERO-CLAUSE BSD LICENSE FOR CODE IN THE PYTHON DOCUMENTATION ---------------------------------------------------------------------- Permission to use, copy, modify, and/or distribute this software for any purpose with or without fee is hereby granted. THE SOFTWARE IS PROVIDED ""AS IS"" AND THE AUTHOR DISCLAIMS ALL WARRANTIES WITH REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY SPECIAL, DIRECT, INDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE. Copyright (c) 2014, Al Sweigart All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. * Neither the name of the {organization} nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS ""AS IS"" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.Copyright (c) 2017 Anthony Sottile 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 to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED ""AS IS"", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.Copyright (c) 2015-2019 Jared Hobbs 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 to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED ""AS IS"", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.Developed by ESN, an Electronic Arts Inc. studio. Copyright (c) 2014, Electronic Arts Inc. All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. * Neither the name of ESN, Electronic Arts Inc. nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS ""AS IS"" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL ELECTRONIC ARTS INC. BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. ---- Portions of code from MODP_ASCII - Ascii transformations (upper/lower, etc) https://github.com/client9/stringencoders Copyright 2005, 2006, 2007 Nick Galbreath -- nickg [at] modp [dot] com All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. Neither the name of the modp.com nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS ""AS IS"" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. This is the standard ""new"" BSD license: http://www.opensource.org/licenses/bsd-license.php https://github.com/client9/stringencoders/blob/cfd5c1507325ae497ea9bacdacba12c0ffd79d30/COPYING ---- Numeric decoder derived from from TCL library https://opensource.apple.com/source/tcl/tcl-14/tcl/license.terms * Copyright (c) 1988-1993 The Regents of the University of California. * Copyright (c) 1994 Sun Microsystems, Inc. This software is copyrighted by the Regents of the University of California, Sun Microsystems, Inc., Scriptics Corporation, ActiveState Corporation and other parties. The following terms apply to all files associated with the software unless explicitly disclaimed in individual files. The authors hereby grant permission to use, copy, modify, distribute, and license this software and its documentation for any purpose, provided that existing copyright notices are retained in all copies and that this notice is included verbatim in any distributions. No written agreement, license, or royalty fee is required for any of the authorized uses. Modifications to this software may be copyrighted by their authors and need not follow the licensing terms described here, provided that the new terms are clearly indicated on the first page of each file where they apply. IN NO EVENT SHALL THE AUTHORS OR DISTRIBUTORS BE LIABLE TO ANY PARTY FOR DIRECT, INDIRECT, SPECIAL, INCIDENTAL, OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE USE OF THIS SOFTWARE, ITS DOCUMENTATION, OR ANY DERIVATIVES THEREOF, EVEN IF THE AUTHORS HAVE BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. THE AUTHORS AND DISTRIBUTORS SPECIFICALLY DISCLAIM ANY WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, AND NON-INFRINGEMENT. THIS SOFTWARE IS PROVIDED ON AN ""AS IS"" BASIS, AND THE AUTHORS AND DISTRIBUTORS HAVE NO OBLIGATION TO PROVIDE MAINTENANCE, SUPPORT, UPDATES, ENHANCEMENTS, OR MODIFICATIONS. GOVERNMENT USE: If you are acquiring this software on behalf of the U.S. government, the Government shall have only ""Restricted Rights"" in the software and related documentation as defined in the Federal Acquisition Regulations (FARs) in Clause 52.227.19 (c) (2). If you are acquiring the software on behalf of the Department of Defense, the software shall be classified as ""Commercial Computer Software"" and the Government shall have only ""Restricted Rights"" as defined in Clause 252.227-7013 (c) (1) of DFARs. Notwithstanding the foregoing, the authors grant the U.S. Government and others acting in its behalf permission to use and distribute the software in accordance with the terms specified in this license.",,,,pandas,https://pypi.org/project/pandas/,https://pypi.org/project/pandas/,117,"[""numpy>=1.26.0; python_version < \""3.14\"""", ""numpy>=2.3.3; python_version >= \""3.14\"""", ""python-dateutil>=2.8.2"", ""tzdata; sys_platform == \""win32\"""", ""tzdata; sys_platform == \""emscripten\"""", ""hypothesis>=6.116.0; extra == \""test\"""", ""pytest<9.1,>=8.3.4; extra == \""test\"""", ""pytest-xdist>=3.6.1; extra == \""test\"""", ""pyarrow>=13.0.0; extra == \""pyarrow\"""", ""bottleneck>=1.4.2; extra == \""performance\"""", ""numba>=0.60.0; extra == \""performance\"""", ""numexpr>=2.10.2; extra == \""performance\"""", ""scipy>=1.14.1; extra == \""computation\"""", ""xarray>=2024.10.0; extra == \""computation\"""", ""fsspec>=2024.10.0; extra == \""fss\"""", ""s3fs>=2024.10.0; extra == \""aws\"""", ""gcsfs>=2024.10.0; extra == \""gcp\"""", ""odfpy>=1.4.1; extra == \""excel\"""", ""openpyxl>=3.1.5; extra == \""excel\"""", ""python-calamine>=0.3.0; extra == \""excel\"""", ""pyxlsb>=1.0.10; extra == \""excel\"""", ""xlrd>=2.0.1; extra == \""excel\"""", ""xlsxwriter>=3.2.0; extra == \""excel\"""", ""pyarrow>=13.0.0; extra == \""parquet\"""", ""pyarrow>=13.0.0; extra == \""feather\"""", ""pyiceberg>=0.8.1; extra == \""iceberg\"""", ""tables>=3.10.1; extra == \""hdf5\"""", ""pyreadstat>=1.2.8; extra == \""spss\"""", ""SQLAlchemy>=2.0.36; extra == \""postgresql\"""", ""psycopg2>=2.9.10; extra == \""postgresql\"""", ""adbc-driver-postgresql>=1.2.0; extra == \""postgresql\"""", ""SQLAlchemy>=2.0.36; extra == \""mysql\"""", ""pymysql>=1.1.1; extra == \""mysql\"""", ""SQLAlchemy>=2.0.36; extra == \""sql-other\"""", ""adbc-driver-postgresql>=1.2.0; extra == \""sql-other\"""", ""adbc-driver-sqlite>=1.2.0; extra == \""sql-other\"""", ""beautifulsoup4>=4.12.3; extra == \""html\"""", ""html5lib>=1.1; extra == \""html\"""", ""lxml>=5.3.0; extra == \""html\"""", ""lxml>=5.3.0; extra == \""xml\"""", ""matplotlib>=3.9.3; extra == \""plot\"""", ""jinja2>=3.1.5; extra == \""output-formatting\"""", ""tabulate>=0.9.0; extra == \""output-formatting\"""", ""PyQt5>=5.15.9; extra == \""clipboard\"""", ""qtpy>=2.4.2; extra == \""clipboard\"""", ""zstandard>=0.23.0; extra == \""compression\"""", ""pytz>=2020.1; extra == \""timezone\"""", ""adbc-driver-postgresql>=1.2.0; extra == \""all\"""", ""adbc-driver-sqlite>=1.2.0; extra == \""all\"""", ""beautifulsoup4>=4.12.3; extra == \""all\"""", ""bottleneck>=1.4.2; extra == \""all\"""", ""fastparquet>=2024.11.0; extra == \""all\"""", ""fsspec>=2024.10.0; extra == \""all\"""", ""gcsfs>=2024.10.0; extra == \""all\"""", ""html5lib>=1.1; extra == \""all\"""", ""hypothesis>=6.116.0; extra == \""all\"""", ""jinja2>=3.1.5; extra == \""all\"""", ""lxml>=5.3.0; extra == \""all\"""", ""matplotlib>=3.9.3; extra == \""all\"""", ""numba>=0.60.0; extra == \""all\"""", ""numexpr>=2.10.2; extra == \""all\"""", ""odfpy>=1.4.1; extra == \""all\"""", ""openpyxl>=3.1.5; extra == \""all\"""", ""psycopg2>=2.9.10; extra == \""all\"""", ""pyarrow>=13.0.0; extra == \""all\"""", ""pyiceberg>=0.8.1; extra == \""all\"""", ""pymysql>=1.1.1; extra == \""all\"""", ""PyQt5>=5.15.9; extra == \""all\"""", ""pyreadstat>=1.2.8; extra == \""all\"""", ""pytest>=8.3.4; extra == \""all\"""", ""pytest-xdist>=3.6.1; extra == \""all\"""", ""python-calamine>=0.3.0; extra == \""all\"""", ""pytz>=2020.1; extra == \""all\"""", ""pyxlsb>=1.0.10; extra == \""all\"""", ""qtpy>=2.4.2; extra == \""all\"""", ""scipy>=1.14.1; extra == \""all\"""", ""s3fs>=2024.10.0; extra == \""all\"""", ""SQLAlchemy>=2.0.36; extra == \""all\"""", ""tables>=3.10.1; extra == \""all\"""", ""tabulate>=0.9.0; extra == \""all\"""", ""xarray>=2024.10.0; extra == \""all\"""", ""xlrd>=2.0.1; extra == \""all\"""", ""xlsxwriter>=3.2.0; extra == \""all\"""", ""zstandard>=0.23.0; extra == \""all\""""]",>=3.11,2026-08-03T21:34:53.767516+00:00,"Powerful data structures for data analysis, time series, and statistics",3.0.5,False,,9g5vThatNPdFAycrP,jcIxnv87l3QFk2O19 ,"Samuel Colvin , Eric Jolibois , Hasan Ramezani , Adrian Garcia Badaracco <1755071+adriangb@users.noreply.github.com>, Terrence Dorsey , David Montague , Serge Matveenko , Marcelo Trylesinski , Sydney Runkle , David Hewitt , Alex Hall , Victorien Plot ","[""Development Status :: 5 - Production/Stable"", ""Framework :: Hypothesis"", ""Framework :: Pydantic"", ""Intended Audience :: Developers"", ""Intended Audience :: Information Technology"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Internet"", ""Topic :: Software Development :: Libraries :: Python Modules""]",6,"# Pydantic Validation [![CI](https://img.shields.io/github/actions/workflow/status/pydantic/pydantic/ci.yml?branch=main&logo=github&label=CI)](https://github.com/pydantic/pydantic/actions?query=event%3Apush+branch%3Amain+workflow%3ACI) [![Coverage](https://coverage-badge.samuelcolvin.workers.dev/pydantic/pydantic.svg)](https://coverage-badge.samuelcolvin.workers.dev/redirect/pydantic/pydantic) [![pypi](https://img.shields.io/pypi/v/pydantic.svg)](https://pypi.python.org/pypi/pydantic) [![CondaForge](https://img.shields.io/conda/v/conda-forge/pydantic.svg)](https://anaconda.org/conda-forge/pydantic) [![downloads](https://static.pepy.tech/badge/pydantic/month)](https://pepy.tech/project/pydantic) [![versions](https://img.shields.io/pypi/pyversions/pydantic.svg)](https://github.com/pydantic/pydantic) [![license](https://img.shields.io/github/license/pydantic/pydantic.svg)](https://github.com/pydantic/pydantic/blob/main/LICENSE) [![Pydantic v2](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/pydantic/pydantic/main/docs/badge/v2.json)](https://docs.pydantic.dev/latest/contributing/#badges) [![llms.txt](https://img.shields.io/badge/llms.txt-green)](https://docs.pydantic.dev/latest/llms.txt) Data validation using Python type hints. Fast and extensible, Pydantic plays nicely with your linters/IDE/brain. Define how data should be in pure, canonical Python 3.9+; validate it with Pydantic. ## Pydantic Logfire :fire: We've launched Pydantic Logfire to help you monitor your applications. [Learn more](https://pydantic.dev/logfire/?utm_source=pydantic_validation) ## Pydantic V1.10 vs. V2 Pydantic V2 is a ground-up rewrite that offers many new features, performance improvements, and some breaking changes compared to Pydantic V1. If you're using Pydantic V1 you may want to look at the [pydantic V1.10 Documentation](https://docs.pydantic.dev/) or, [`1.10.X-fixes` git branch](https://github.com/pydantic/pydantic/tree/1.10.X-fixes). Pydantic V2 also ships ",,2017-05-03T20:58:44.335432Z,,,2026-05-22T13:23:43.109343Z,,MIT,,,pydantic,https://pypi.org/project/pydantic/,https://pypi.org/project/pydantic/,203,"[""annotated-types>=0.6.0"", ""pydantic-core==2.46.4"", ""typing-extensions>=4.14.1"", ""typing-inspection>=0.4.2"", ""email-validator>=2.0.0; extra == \""email\"""", ""tzdata; (python_version >= \""3.9\"" and platform_system == \""Windows\"") and extra == \""timezone\""""]",>=3.9,2026-08-03T21:34:53.826444+00:00,Data validation using Python type hints,2.13.4,False,,9g5vThatNPdFAycrP,jcIxnv87l3QFk2O19 "Brianna Laugher, Bruno Oliveira, Floris Bruynooghe, Freya Bruhin, Holger Krekel, Others (See AUTHORS), Ronny Pfannschmidt",,"[""Development Status :: 6 - Mature"", ""Intended Audience :: Developers"", ""Operating System :: MacOS"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Operating System :: Unix"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.15"", ""Topic :: Software Development :: Libraries"", ""Topic :: Software Development :: Testing"", ""Topic :: Utilities""]",14,".. image:: https://github.com/pytest-dev/pytest/raw/main/doc/en/img/pytest_logo_curves.svg :target: https://docs.pytest.org/en/stable/ :align: center :height: 200 :alt: pytest ------ .. image:: https://img.shields.io/pypi/v/pytest.svg :target: https://pypi.org/project/pytest/ .. image:: https://img.shields.io/conda/vn/conda-forge/pytest.svg :target: https://anaconda.org/conda-forge/pytest .. image:: https://img.shields.io/pypi/pyversions/pytest.svg :target: https://pypi.org/project/pytest/ .. image:: https://codecov.io/gh/pytest-dev/pytest/branch/main/graph/badge.svg :target: https://codecov.io/gh/pytest-dev/pytest :alt: Code coverage Status .. image:: https://github.com/pytest-dev/pytest/actions/workflows/test.yml/badge.svg :target: https://github.com/pytest-dev/pytest/actions?query=workflow%3Atest .. image:: https://results.pre-commit.ci/badge/github/pytest-dev/pytest/main.svg :target: https://results.pre-commit.ci/latest/github/pytest-dev/pytest/main :alt: pre-commit.ci status .. image:: https://www.codetriage.com/pytest-dev/pytest/badges/users.svg :target: https://www.codetriage.com/pytest-dev/pytest .. image:: https://readthedocs.org/projects/pytest/badge/?version=latest :target: https://pytest.readthedocs.io/en/latest/?badge=latest :alt: Documentation Status .. image:: https://img.shields.io/badge/Discord-pytest--dev-blue :target: https://discord.com/invite/pytest-dev :alt: Discord .. image:: https://img.shields.io/badge/Libera%20chat-%23pytest-orange :target: https://web.libera.chat/#pytest :alt: Libera chat The ``pytest`` framework makes it easy to write small tests, yet scales to support complex functional testing for applications and libraries. An example of a simple test: .. code-block:: python # content of test_sample.py def inc(x): return x + 1 def test_answer(): assert inc(3) == 5 To execute it:: $ pytest =====================",,2010-11-25T21:00:27.474482Z,,"test, unittest",2026-06-19T10:58:32.857420Z,,MIT,,,pytest,https://pypi.org/project/pytest/,https://pypi.org/project/pytest/,192,"[""colorama>=0.4; sys_platform == \""win32\"""", ""exceptiongroup>=1; python_version < \""3.11\"""", ""iniconfig>=1.0.1"", ""packaging>=22"", ""pluggy<2,>=1.5"", ""pygments>=2.7.2"", ""tomli>=1; python_version < \""3.11\"""", ""argcomplete; extra == \""dev\"""", ""attrs>=19.2; extra == \""dev\"""", ""hypothesis>=3.56; extra == \""dev\"""", ""mock; extra == \""dev\"""", ""requests; extra == \""dev\"""", ""setuptools; extra == \""dev\"""", ""xmlschema; extra == \""dev\""""]",>=3.10,2026-08-03T21:34:53.862259+00:00,pytest: simple powerful testing with Python,9.1.1,False,,9g5vThatNPdFAycrP,jcIxnv87l3QFk2O19 Giampaolo Rodola,g.rodola@gmail.com,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Intended Audience :: Information Technology"", ""Intended Audience :: System Administrators"", ""Operating System :: MacOS :: MacOS X"", ""Operating System :: Microsoft"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: Microsoft :: Windows :: Windows 10"", ""Operating System :: Microsoft :: Windows :: Windows 11"", ""Operating System :: Microsoft :: Windows :: Windows 7"", ""Operating System :: Microsoft :: Windows :: Windows 8"", ""Operating System :: Microsoft :: Windows :: Windows 8.1"", ""Operating System :: Microsoft :: Windows :: Windows Server 2003"", ""Operating System :: Microsoft :: Windows :: Windows Server 2008"", ""Operating System :: Microsoft :: Windows :: Windows Vista"", ""Operating System :: OS Independent"", ""Operating System :: POSIX"", ""Operating System :: POSIX :: AIX"", ""Operating System :: POSIX :: BSD"", ""Operating System :: POSIX :: BSD :: FreeBSD"", ""Operating System :: POSIX :: BSD :: NetBSD"", ""Operating System :: POSIX :: BSD :: OpenBSD"", ""Operating System :: POSIX :: Linux"", ""Operating System :: POSIX :: SunOS/Solaris"", ""Programming Language :: C"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Software Development :: Libraries"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: System :: Benchmark"", ""Topic :: System :: Hardware"", ""Topic :: System :: Monitoring"", ""Topic :: System :: Networking"", ""Topic :: System :: Networking :: Monitoring"", ""Topic :: System :: Networking :: Monitoring :: Hardware Watchdog"", ""Topic :: System :: Operating System"", ""Topic :: System :: Systems Administration"", ""Topic :: Utilities""]",38,"| |downloads| |stars| |forks| |contributors| |packages| | |version| |license| |stackoverflow| |twitter| |tidelift| | |github-actions-wheels| |github-actions-bsd| .. |downloads| image:: https://img.shields.io/pypi/dm/psutil.svg :target: https://clickpy.clickhouse.com/dashboard/psutil :alt: Downloads .. |stars| image:: https://img.shields.io/github/stars/giampaolo/psutil.svg :target: https://github.com/giampaolo/psutil/stargazers :alt: Github stars .. |forks| image:: https://img.shields.io/github/forks/giampaolo/psutil.svg :target: https://github.com/giampaolo/psutil/network/members :alt: Github forks .. |contributors| image:: https://img.shields.io/github/contributors/giampaolo/psutil.svg :target: https://github.com/giampaolo/psutil/graphs/contributors :alt: Contributors .. |stackoverflow| image:: https://img.shields.io/badge/stackoverflow-Ask%20questions-blue.svg :target: https://stackoverflow.com/questions/tagged/psutil :alt: Stackoverflow .. |github-actions-wheels| image:: https://img.shields.io/github/actions/workflow/status/giampaolo/psutil/.github/workflows/build.yml.svg?label=Linux%2C%20macOS%2C%20Windows :target: https://github.com/giampaolo/psutil/actions?query=workflow%3Abuild :alt: Linux, macOS, Windows .. |github-actions-bsd| image:: https://img.shields.io/github/actions/workflow/status/giampaolo/psutil/.github/workflows/bsd.yml.svg?label=FreeBSD,%20NetBSD,%20OpenBSD :target: https://github.com/giampaolo/psutil/actions?query=workflow%3Absd-tests :alt: FreeBSD, NetBSD, OpenBSD .. |version| image:: https://img.shields.io/pypi/v/psutil.svg?label=pypi :target: https://pypi.org/project/psutil :alt: Latest version .. |packages| image:: https://repology.org/badge/tiny-repos/python:psutil.svg :target: https://repology.org/metapackage/python:psutil/versions :alt: Binary packages .. |license| image:: https://img.shields.io/pypi/l/psutil.svg :target: https://github.com/giampaolo",,2013-09-28T09:48:01.746815Z,https://github.com/giampaolo/psutil,"ps, top, kill, free, lsof, netstat, nice, tty, ionice, uptime, taskmgr, process, df, iotop, iostat, ifconfig, taskset, who, pidof, pmap, smem, pstree, monitoring, ulimit, prlimit, smem, performance, metrics, agent, observability",2026-01-28T18:15:36.514806Z,BSD-3-Clause,,,,psutil,https://pypi.org/project/psutil/,https://pypi.org/project/psutil/,104,"[""psleak; extra == \""dev\"""", ""pytest; extra == \""dev\"""", ""pytest-instafail; extra == \""dev\"""", ""pytest-xdist; extra == \""dev\"""", ""setuptools; extra == \""dev\"""", ""pywin32; (os_name == \""nt\"" and implementation_name != \""pypy\"") and extra == \""dev\"""", ""wheel; (os_name == \""nt\"" and implementation_name != \""pypy\"") and extra == \""dev\"""", ""wmi; (os_name == \""nt\"" and implementation_name != \""pypy\"") and extra == \""dev\"""", ""abi3audit; extra == \""dev\"""", ""black; extra == \""dev\"""", ""check-manifest; extra == \""dev\"""", ""coverage; extra == \""dev\"""", ""packaging; extra == \""dev\"""", ""pylint; extra == \""dev\"""", ""pyperf; extra == \""dev\"""", ""pypinfo; extra == \""dev\"""", ""pytest-cov; extra == \""dev\"""", ""requests; extra == \""dev\"""", ""rstcheck; extra == \""dev\"""", ""ruff; extra == \""dev\"""", ""sphinx; extra == \""dev\"""", ""sphinx_rtd_theme; extra == \""dev\"""", ""toml-sort; extra == \""dev\"""", ""twine; extra == \""dev\"""", ""validate-pyproject[all]; extra == \""dev\"""", ""virtualenv; extra == \""dev\"""", ""vulture; extra == \""dev\"""", ""wheel; extra == \""dev\"""", ""colorama; os_name == \""nt\"" and extra == \""dev\"""", ""pyreadline3; os_name == \""nt\"" and extra == \""dev\"""", ""psleak; extra == \""test\"""", ""pytest; extra == \""test\"""", ""pytest-instafail; extra == \""test\"""", ""pytest-xdist; extra == \""test\"""", ""setuptools; extra == \""test\"""", ""pywin32; (os_name == \""nt\"" and implementation_name != \""pypy\"") and extra == \""test\"""", ""wheel; (os_name == \""nt\"" and implementation_name != \""pypy\"") and extra == \""test\"""", ""wmi; (os_name == \""nt\"" and implementation_name != \""pypy\"") and extra == \""test\""""]",>=3.6,2026-08-03T21:34:53.904665+00:00,Cross-platform lib for process and system monitoring.,7.2.2,False,,9g5vThatNPdFAycrP,jcIxnv87l3QFk2O19 ,Jeffrey 'Alex' Clark ,"[""Development Status :: 6 - Mature"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Multimedia :: Graphics"", ""Topic :: Multimedia :: Graphics :: Capture :: Digital Camera"", ""Topic :: Multimedia :: Graphics :: Capture :: Screen Capture"", ""Topic :: Multimedia :: Graphics :: Graphics Conversion"", ""Topic :: Multimedia :: Graphics :: Viewers"", ""Typing :: Typed""]",25,"

# Pillow ## Python Imaging Library (Fork) Pillow is the friendly PIL fork by [Jeffrey 'Alex' Clark and contributors](https://github.com/python-pillow/Pillow/graphs/contributors). PIL is the Python Imaging Library by Fredrik Lundh and contributors. Development is supported by: - [Tidelift](https://tidelift.com/subscription/pkg/pypi-pillow?utm_source=pypi-pillow&utm_medium=readme&utm_campaign=enterprise) (since 2018) - [Thanks.dev](https://thanks.dev) (since 2023) - [GitHub Sponsors](https://github.com/sponsors/python-pillow) (since 2026)
docs
tests =8.2; extra == \""docs\"""", ""sphinx-autobuild; extra == \""docs\"""", ""sphinx-copybutton; extra == \""docs\"""", ""sphinx-inline-tabs; extra == \""docs\"""", ""sphinxext-opengraph; extra == \""docs\"""", ""olefile; extra == \""fpx\"""", ""olefile; extra == \""mic\"""", ""arro3-compute; extra == \""test-arrow\"""", ""arro3-core; extra == \""test-arrow\"""", ""nanoarrow; extra == \""test-arrow\"""", ""pyarrow; extra == \""test-arrow\"""", ""coverage>=7.4.2; extra == \""tests\"""", ""defusedxml; extra == \""tests\"""", ""markdown2; extra == \""tests\"""", ""olefile; extra == \""tests\"""", ""packaging; extra == \""tests\"""", ""pytest; extra == \""tests\"""", ""pytest-cov; extra == \""tests\"""", ""pytest-timeout; extra == \""tests\"""", ""pytest-xdist; extra == \""tests\"""", ""setuptools; extra == \""tests\"""", ""trove-classifiers>=2024.10.12; extra == \""tests\"""", ""defusedxml; extra == \""xmp\""""]",>=3.10,2026-08-03T21:34:53.984197+00:00,Python Imaging Library (fork),12.3.0,False,,9g5vThatNPdFAycrP,jcIxnv87l3QFk2O19 protobuf@googlegroups.com,protobuf@googlegroups.com,"[""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14""]",0,,,2008-07-10T22:36:09Z,https://developers.google.com/protocol-buffers/,,2026-08-03T21:05:49.182191Z,3-Clause BSD License,,,,protobuf,https://pypi.org/project/protobuf/,https://pypi.org/project/protobuf/,219,[],>=3.10,2026-08-03T21:34:54.098827+00:00,,7.35.1,False,,9g5vThatNPdFAycrP,jcIxnv87l3QFk2O19 Kirill Simonov,xi@resolvent.net,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Operating System :: OS Independent"", ""Programming Language :: Cython"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: Text Processing :: Markup""]",0,"YAML is a data serialization format designed for human readability and interaction with scripting languages. PyYAML is a YAML parser and emitter for Python. PyYAML features a complete YAML 1.1 parser, Unicode support, pickle support, capable extension API, and sensible error messages. PyYAML supports standard YAML tags and provides Python-specific tags that allow to represent an arbitrary Python object. PyYAML is applicable for a broad range of tasks from complex configuration files to object serialization and persistence. ",,2011-07-01T22:59:26.759009Z,https://pyyaml.org/,,2025-09-29T20:27:46.049234Z,MIT,,,,PyYAML,https://pypi.org/project/PyYAML/,https://pypi.org/project/PyYAML/,40,[],>=3.8,2026-08-03T21:34:54.250438+00:00,YAML parser and emitter for Python,6.0.3,False,,9g5vThatNPdFAycrP,jcIxnv87l3QFk2O19 ,Jose Padilla ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Natural Language :: English"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.9"", ""Topic :: Utilities""]",2,"PyJWT ===== .. image:: https://github.com/jpadilla/pyjwt/workflows/CI/badge.svg :target: https://github.com/jpadilla/pyjwt/actions?query=workflow%3ACI .. image:: https://img.shields.io/pypi/v/pyjwt.svg :target: https://pypi.python.org/pypi/pyjwt .. image:: https://codecov.io/gh/jpadilla/pyjwt/branch/master/graph/badge.svg :target: https://codecov.io/gh/jpadilla/pyjwt .. image:: https://readthedocs.org/projects/pyjwt/badge/?version=stable :target: https://pyjwt.readthedocs.io/en/stable/ A Python implementation of `RFC 7519 `_. Original implementation was written by `@progrium `_. Sponsor ------- .. |auth0-logo| image:: https://github.com/user-attachments/assets/ee98379e-ee76-4bcb-943a-e25c4ea6d174 :width: 160px +--------------+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | |auth0-logo| | If you want to quickly add secure token-based authentication to Python projects, feel free to check Auth0's Python SDK and free plan at `auth0.com/signup `_. | +--------------+-----------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ Installing ---------- Install with **pip**: .. code-block:: console $ pip install PyJWT Usage ----- .. code-block:: pycon >>> import jwt >>> encoded = jwt.encode({""some"": ""payload""}, ""secret"", algorithm=""HS256"") >>> print(encoded) eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzb21lIjoicGF5bG9hZCJ9.4twFt5NiznN84AWoo1d7KO1T_yoc0Z6XOpOVswacPZg >>> jwt.d",,2011-02-24T21:50:33.411755Z,,"json, jwt, security, signing, token, web",2026-05-21T19:54:36.618443Z,,MIT,,,PyJWT,https://pypi.org/project/PyJWT/,https://pypi.org/project/PyJWT/,55,"[""typing_extensions>=4.0; python_version < \""3.11\"""", ""cryptography>=3.4.0; extra == \""crypto\""""]",>=3.9,2026-08-03T21:34:54.295952+00:00,JSON Web Token implementation in Python,2.13.0,False,,9g5vThatNPdFAycrP,jcIxnv87l3QFk2O19 ,Donald Stufft ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Free Threading :: 4 - Resilient"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Typing :: Typed""]",0,"packaging ========= .. start-intro Reusable core utilities for various Python Packaging `interoperability specifications `_. This library provides utilities that implement the interoperability specifications which have clearly one correct behaviour (eg: :pep:`440`) or benefit greatly from having a single shared implementation (eg: :pep:`425`). .. end-intro The ``packaging`` project includes the following: version handling, specifiers, markers, requirements, tags, metadata, lockfiles, utilities. Documentation ------------- The `documentation`_ provides information and the API for the following: - Version Handling - Specifiers - Markers - Licenses - Requirements - Metadata - Tags - Lockfiles (pylock) - Direct URL helpers - Dependency groups - Errors - Utilities Installation ------------ Use ``pip`` to install these utilities:: pip install packaging The ``packaging`` library uses calendar-based versioning (``YY.N``). Discussion ---------- If you run into bugs, you can file them in our `issue tracker`_. You can also join discussions on `GitHub Discussions`_ to ask questions or get involved. .. _`documentation`: https://packaging.pypa.io/ .. _`issue tracker`: https://github.com/pypa/packaging/issues .. _`GitHub Discussions`: https://github.com/pypa/packaging/discussions Code of Conduct --------------- Everyone interacting in the packaging project's codebases, issue trackers, chat rooms, and mailing lists is expected to follow the `PSF Code of Conduct`_. .. _PSF Code of Conduct: https://github.com/pypa/.github/blob/main/CODE_OF_CONDUCT.md Contributing ------------ The ``CONTRIBUTING.rst`` file outlines how to contribute to this project as well as how to report a potential security issue. The documentation for this project also covers information about `project development`_ and `security`_. .. _`project development`: https://packaging.pypa.io/en/latest/development/ .. _`security`: https://packaging.p",,2014-09-05T00:26:05.098753Z,,,2026-04-24T20:15:23.917886Z,,Apache-2.0 OR BSD-2-Clause,,,packaging,https://pypi.org/project/packaging/,https://pypi.org/project/packaging/,53,[],>=3.8,2026-08-03T21:34:54.335435+00:00,Core utilities for Python packages,26.2,False,,9g5vThatNPdFAycrP,jcIxnv87l3QFk2O19 ,Jeff Forcier ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.9"", ""Topic :: Internet"", ""Topic :: Security :: Cryptography""]",4,"|version| |python| |license| |ci| |coverage| .. |version| image:: https://img.shields.io/pypi/v/paramiko :target: https://pypi.org/project/paramiko/ :alt: PyPI - Package Version .. |python| image:: https://img.shields.io/pypi/pyversions/paramiko :target: https://pypi.org/project/paramiko/ :alt: PyPI - Python Version .. |license| image:: https://img.shields.io/pypi/l/paramiko :target: https://github.com/paramiko/paramiko/blob/main/LICENSE :alt: PyPI - License .. |ci| image:: https://img.shields.io/circleci/build/github/paramiko/paramiko/main :target: https://app.circleci.com/pipelines/github/paramiko/paramiko :alt: CircleCI .. |coverage| image:: https://img.shields.io/codecov/c/gh/paramiko/paramiko :target: https://app.codecov.io/gh/paramiko/paramiko :alt: Codecov Welcome to Paramiko! ==================== Paramiko is a pure-Python [#]_ implementation of the SSHv2 protocol [#]_, providing both client and server functionality. It provides the foundation for the high-level SSH library `Fabric `_, which is what we recommend you use for common client use-cases such as running remote shell commands or transferring files. Direct use of Paramiko itself is only intended for users who need advanced/low-level primitives or want to run an in-Python sshd. For installation information, changelogs, FAQs and similar, please visit `our main project website `_; for API details, see `the versioned docs `_. Additionally, the project maintainer keeps a `roadmap `_ on his personal site. .. [#] Paramiko relies on `cryptography `_ for crypto functionality, which makes use of C and Rust extensions but has many precompiled options available. See `our installation page `_ for details. .. [#] OpenSSH's RFC specification page is a fantastic resource and co",,2010-10-27T03:00:39.496743Z,,,2026-05-09T18:28:52.256263Z,,LGPL-2.1,,,paramiko,https://pypi.org/project/paramiko/,https://pypi.org/project/paramiko/,151,"[""bcrypt>=3.2"", ""cryptography>=3.3"", ""invoke>=2.0"", ""pynacl>=1.5""]",>=3.9,2026-08-03T21:34:54.394651+00:00,SSH2 protocol library,5.0.0,False,,9g5vThatNPdFAycrP,jcIxnv87l3QFk2O19 "John D. Hunter, Michael Droettboom",Unknown ,"[""Development Status :: 5 - Production/Stable"", ""Framework :: Matplotlib"", ""Intended Audience :: Education"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: Python Software Foundation License"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Scientific/Engineering :: Visualization""]",9,"[![PyPi](https://img.shields.io/pypi/v/matplotlib)](https://pypi.org/project/matplotlib/) [![Conda](https://img.shields.io/conda/vn/conda-forge/matplotlib)](https://anaconda.org/conda-forge/matplotlib) [![Downloads](https://img.shields.io/pypi/dm/matplotlib)](https://pypi.org/project/matplotlib) [![NUMFocus](https://img.shields.io/badge/powered%20by-NumFOCUS-orange.svg?style=flat&colorA=E1523D&colorB=007D8A)](https://numfocus.org) [![LFX Health Score](https://insights.linuxfoundation.org/api/badge/health-score?project=matplotlib)](https://insights.linuxfoundation.org/project/matplotlib) [![Discourse help forum](https://img.shields.io/badge/help_forum-discourse-blue.svg)](https://discourse.matplotlib.org) [![Discourse chat](https://img.shields.io/badge/chat-discourse-mediumaquamarine)](https://discourse.matplotlib.org/chat/c/matplotlib/2) [![GitHub issues](https://img.shields.io/badge/issue_tracking-github-blue.svg)](https://github.com/matplotlib/matplotlib/issues) [![Contributing](https://img.shields.io/badge/PR-Welcome-%23FF8300.svg?)](https://matplotlib.org/stable/devel/index.html) [![GitHub actions status](https://github.com/matplotlib/matplotlib/workflows/Tests/badge.svg)](https://github.com/matplotlib/matplotlib/actions?query=workflow%3ATests) [![Azure pipelines status](https://dev.azure.com/matplotlib/matplotlib/_apis/build/status/matplotlib.matplotlib?branchName=main)](https://dev.azure.com/matplotlib/matplotlib/_build/latest?definitionId=1&branchName=main) [![AppVeyor status](https://ci.appveyor.com/api/projects/status/github/matplotlib/matplotlib?branch=main&svg=true)](https://ci.appveyor.com/project/matplotlib/matplotlib) [![Codecov status](https://codecov.io/github/matplotlib/matplotlib/badge.svg?branch=main&service=github)](https://app.codecov.io/gh/matplotlib/matplotlib) [![EffVer Versioning](https://img.shields.io/badge/version_scheme-EffVer-0097a7)](https://jacobtomlinson.dev/effver) ![Matplotlib logotype](https://matplotlib.org/stable/_static/logo",,2006-01-09T14:02:01Z,,,2026-07-18T03:39:46.630205Z,"License agreement for matplotlib versions 1.3.0 and later ========================================================= 1. This LICENSE AGREEMENT is between the Matplotlib Development Team (""MDT""), and the Individual or Organization (""Licensee"") accessing and otherwise using matplotlib software in source or binary form and its associated documentation. 2. Subject to the terms and conditions of this License Agreement, MDT hereby grants Licensee a nonexclusive, royalty-free, world-wide license to reproduce, analyze, test, perform and/or display publicly, prepare derivative works, distribute, and otherwise use matplotlib alone or in any derivative version, provided, however, that MDT's License Agreement and MDT's notice of copyright, i.e., ""Copyright (c) 2012- Matplotlib Development Team; All Rights Reserved"" are retained in matplotlib alone or in any derivative version prepared by Licensee. 3. In the event Licensee prepares a derivative work that is based on or incorporates matplotlib or any part thereof, and wants to make the derivative work available to others as provided herein, then Licensee hereby agrees to include in any such work a brief summary of the changes made to matplotlib . 4. MDT is making matplotlib available to Licensee on an ""AS IS"" basis. MDT MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, MDT MAKES NO AND DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF MATPLOTLIB WILL NOT INFRINGE ANY THIRD PARTY RIGHTS. 5. MDT SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF MATPLOTLIB FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR LOSS AS A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING MATPLOTLIB , OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF THE POSSIBILITY THEREOF. 6. This License Agreement will automatically terminate upon a material breach of its terms and conditions. 7. Nothing in this License Agreement shall be deemed to create any relationship of agency, partnership, or joint venture between MDT and Licensee. This License Agreement does not grant permission to use MDT trademarks or trade name in a trademark sense to endorse or promote products or services of Licensee, or any third party. 8. By copying, installing or otherwise using matplotlib , Licensee agrees to be bound by the terms and conditions of this License Agreement. License agreement for matplotlib versions prior to 1.3.0 ======================================================== 1. This LICENSE AGREEMENT is between John D. Hunter (""JDH""), and the Individual or Organization (""Licensee"") accessing and otherwise using matplotlib software in source or binary form and its associated documentation. 2. Subject to the terms and conditions of this License Agreement, JDH hereby grants Licensee a nonexclusive, royalty-free, world-wide license to reproduce, analyze, test, perform and/or display publicly, prepare derivative works, distribute, and otherwise use matplotlib alone or in any derivative version, provided, however, that JDH's License Agreement and JDH's notice of copyright, i.e., ""Copyright (c) 2002-2011 John D. Hunter; All Rights Reserved"" are retained in matplotlib alone or in any derivative version prepared by Licensee. 3. In the event Licensee prepares a derivative work that is based on or incorporates matplotlib or any part thereof, and wants to make the derivative work available to others as provided herein, then Licensee hereby agrees to include in any such work a brief summary of the changes made to matplotlib. 4. JDH is making matplotlib available to Licensee on an ""AS IS"" basis. JDH MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, JDH MAKES NO AND DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF MATPLOTLIB WILL NOT INFRINGE ANY THIRD PARTY RIGHTS. 5. JDH SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF MATPLOTLIB FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR LOSS AS A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING MATPLOTLIB , OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF THE POSSIBILITY THEREOF. 6. This License Agreement will automatically terminate upon a material breach of its terms and conditions. 7. Nothing in this License Agreement shall be deemed to create any relationship of agency, partnership, or joint venture between JDH and Licensee. This License Agreement does not grant permission to use JDH trademarks or trade name in a trademark sense to endorse or promote products or services of Licensee, or any third party. 8. By copying, installing or otherwise using matplotlib, Licensee agrees to be bound by the terms and conditions of this License Agreement. ---- This binary distrubution of Matplotlib can also bundle the following software (depending on the build): Name: AMS Fonts Files: matplotlib/tests/cmr10.pfb Description: Type-1 version of one of Knuth's Computer Modern fonts License: OFL-1.1 The cmr10.pfb file is a Type-1 version of one of Knuth's Computer Modern fonts. It is included here as test data only, but the following license applies. Copyright (c) 1997, 2009, American Mathematical Society (http://www.ams.org). All Rights Reserved. ""cmb10"" is a Reserved Font Name for this Font Software. ""cmbsy10"" is a Reserved Font Name for this Font Software. ""cmbsy5"" is a Reserved Font Name for this Font Software. ""cmbsy6"" is a Reserved Font Name for this Font Software. ""cmbsy7"" is a Reserved Font Name for this Font Software. ""cmbsy8"" is a Reserved Font Name for this Font Software. ""cmbsy9"" is a Reserved Font Name for this Font Software. ""cmbx10"" is a Reserved Font Name for this Font Software. ""cmbx12"" is a Reserved Font Name for this Font Software. ""cmbx5"" is a Reserved Font Name for this Font Software. ""cmbx6"" is a Reserved Font Name for this Font Software. ""cmbx7"" is a Reserved Font Name for this Font Software. ""cmbx8"" is a Reserved Font Name for this Font Software. ""cmbx9"" is a Reserved Font Name for this Font Software. ""cmbxsl10"" is a Reserved Font Name for this Font Software. ""cmbxti10"" is a Reserved Font Name for this Font Software. ""cmcsc10"" is a Reserved Font Name for this Font Software. ""cmcsc8"" is a Reserved Font Name for this Font Software. ""cmcsc9"" is a Reserved Font Name for this Font Software. ""cmdunh10"" is a Reserved Font Name for this Font Software. ""cmex10"" is a Reserved Font Name for this Font Software. ""cmex7"" is a Reserved Font Name for this Font Software. ""cmex8"" is a Reserved Font Name for this Font Software. ""cmex9"" is a Reserved Font Name for this Font Software. ""cmff10"" is a Reserved Font Name for this Font Software. ""cmfi10"" is a Reserved Font Name for this Font Software. ""cmfib8"" is a Reserved Font Name for this Font Software. ""cminch"" is a Reserved Font Name for this Font Software. ""cmitt10"" is a Reserved Font Name for this Font Software. ""cmmi10"" is a Reserved Font Name for this Font Software. ""cmmi12"" is a Reserved Font Name for this Font Software. ""cmmi5"" is a Reserved Font Name for this Font Software. ""cmmi6"" is a Reserved Font Name for this Font Software. ""cmmi7"" is a Reserved Font Name for this Font Software. ""cmmi8"" is a Reserved Font Name for this Font Software. ""cmmi9"" is a Reserved Font Name for this Font Software. ""cmmib10"" is a Reserved Font Name for this Font Software. ""cmmib5"" is a Reserved Font Name for this Font Software. ""cmmib6"" is a Reserved Font Name for this Font Software. ""cmmib7"" is a Reserved Font Name for this Font Software. ""cmmib8"" is a Reserved Font Name for this Font Software. ""cmmib9"" is a Reserved Font Name for this Font Software. ""cmr10"" is a Reserved Font Name for this Font Software. ""cmr12"" is a Reserved Font Name for this Font Software. ""cmr17"" is a Reserved Font Name for this Font Software. ""cmr5"" is a Reserved Font Name for this Font Software. ""cmr6"" is a Reserved Font Name for this Font Software. ""cmr7"" is a Reserved Font Name for this Font Software. ""cmr8"" is a Reserved Font Name for this Font Software. ""cmr9"" is a Reserved Font Name for this Font Software. ""cmsl10"" is a Reserved Font Name for this Font Software. ""cmsl12"" is a Reserved Font Name for this Font Software. ""cmsl8"" is a Reserved Font Name for this Font Software. ""cmsl9"" is a Reserved Font Name for this Font Software. ""cmsltt10"" is a Reserved Font Name for this Font Software. ""cmss10"" is a Reserved Font Name for this Font Software. ""cmss12"" is a Reserved Font Name for this Font Software. ""cmss17"" is a Reserved Font Name for this Font Software. ""cmss8"" is a Reserved Font Name for this Font Software. ""cmss9"" is a Reserved Font Name for this Font Software. ""cmssbx10"" is a Reserved Font Name for this Font Software. ""cmssdc10"" is a Reserved Font Name for this Font Software. ""cmssi10"" is a Reserved Font Name for this Font Software. ""cmssi12"" is a Reserved Font Name for this Font Software. ""cmssi17"" is a Reserved Font Name for this Font Software. ""cmssi8"" is a Reserved Font Name for this Font Software. ""cmssi9"" is a Reserved Font Name for this Font Software. ""cmssq8"" is a Reserved Font Name for this Font Software. ""cmssqi8"" is a Reserved Font Name for this Font Software. ""cmsy10"" is a Reserved Font Name for this Font Software. ""cmsy5"" is a Reserved Font Name for this Font Software. ""cmsy6"" is a Reserved Font Name for this Font Software. ""cmsy7"" is a Reserved Font Name for this Font Software. ""cmsy8"" is a Reserved Font Name for this Font Software. ""cmsy9"" is a Reserved Font Name for this Font Software. ""cmtcsc10"" is a Reserved Font Name for this Font Software. ""cmtex10"" is a Reserved Font Name for this Font Software. ""cmtex8"" is a Reserved Font Name for this Font Software. ""cmtex9"" is a Reserved Font Name for this Font Software. ""cmti10"" is a Reserved Font Name for this Font Software. ""cmti12"" is a Reserved Font Name for this Font Software. ""cmti7"" is a Reserved Font Name for this Font Software. ""cmti8"" is a Reserved Font Name for this Font Software. ""cmti9"" is a Reserved Font Name for this Font Software. ""cmtt10"" is a Reserved Font Name for this Font Software. ""cmtt12"" is a Reserved Font Name for this Font Software. ""cmtt8"" is a Reserved Font Name for this Font Software. ""cmtt9"" is a Reserved Font Name for this Font Software. ""cmu10"" is a Reserved Font Name for this Font Software. ""cmvtt10"" is a Reserved Font Name for this Font Software. ""euex10"" is a Reserved Font Name for this Font Software. ""euex7"" is a Reserved Font Name for this Font Software. ""euex8"" is a Reserved Font Name for this Font Software. ""euex9"" is a Reserved Font Name for this Font Software. ""eufb10"" is a Reserved Font Name for this Font Software. ""eufb5"" is a Reserved Font Name for this Font Software. ""eufb7"" is a Reserved Font Name for this Font Software. ""eufm10"" is a Reserved Font Name for this Font Software. ""eufm5"" is a Reserved Font Name for this Font Software. ""eufm7"" is a Reserved Font Name for this Font Software. ""eurb10"" is a Reserved Font Name for this Font Software. ""eurb5"" is a Reserved Font Name for this Font Software. ""eurb7"" is a Reserved Font Name for this Font Software. ""eurm10"" is a Reserved Font Name for this Font Software. ""eurm5"" is a Reserved Font Name for this Font Software. ""eurm7"" is a Reserved Font Name for this Font Software. ""eusb10"" is a Reserved Font Name for this Font Software. ""eusb5"" is a Reserved Font Name for this Font Software. ""eusb7"" is a Reserved Font Name for this Font Software. ""eusm10"" is a Reserved Font Name for this Font Software. ""eusm5"" is a Reserved Font Name for this Font Software. ""eusm7"" is a Reserved Font Name for this Font Software. ""lasy10"" is a Reserved Font Name for this Font Software. ""lasy5"" is a Reserved Font Name for this Font Software. ""lasy6"" is a Reserved Font Name for this Font Software. ""lasy7"" is a Reserved Font Name for this Font Software. ""lasy8"" is a Reserved Font Name for this Font Software. ""lasy9"" is a Reserved Font Name for this Font Software. ""lasyb10"" is a Reserved Font Name for this Font Software. ""lcircle1"" is a Reserved Font Name for this Font Software. ""lcirclew"" is a Reserved Font Name for this Font Software. ""lcmss8"" is a Reserved Font Name for this Font Software. ""lcmssb8"" is a Reserved Font Name for this Font Software. ""lcmssi8"" is a Reserved Font Name for this Font Software. ""line10"" is a Reserved Font Name for this Font Software. ""linew10"" is a Reserved Font Name for this Font Software. ""msam10"" is a Reserved Font Name for this Font Software. ""msam5"" is a Reserved Font Name for this Font Software. ""msam6"" is a Reserved Font Name for this Font Software. ""msam7"" is a Reserved Font Name for this Font Software. ""msam8"" is a Reserved Font Name for this Font Software. ""msam9"" is a Reserved Font Name for this Font Software. ""msbm10"" is a Reserved Font Name for this Font Software. ""msbm5"" is a Reserved Font Name for this Font Software. ""msbm6"" is a Reserved Font Name for this Font Software. ""msbm7"" is a Reserved Font Name for this Font Software. ""msbm8"" is a Reserved Font Name for this Font Software. ""msbm9"" is a Reserved Font Name for this Font Software. ""wncyb10"" is a Reserved Font Name for this Font Software. ""wncyi10"" is a Reserved Font Name for this Font Software. ""wncyr10"" is a Reserved Font Name for this Font Software. ""wncysc10"" is a Reserved Font Name for this Font Software. ""wncyss10"" is a Reserved Font Name for this Font Software. This Font Software is licensed under the SIL Open Font License, Version 1.1. This license is copied below, and is also available with a FAQ at: http://scripts.sil.org/OFL ----------------------------------------------------------- SIL OPEN FONT LICENSE Version 1.1 - 26 February 2007 ----------------------------------------------------------- PREAMBLE The goals of the Open Font License (OFL) are to stimulate worldwide development of collaborative font projects, to support the font creation efforts of academic and linguistic communities, and to provide a free and open framework in which fonts may be shared and improved in partnership with others. The OFL allows the licensed fonts to be used, studied, modified and redistributed freely as long as they are not sold by themselves. The fonts, including any derivative works, can be bundled, embedded, redistributed and/or sold with any software provided that any reserved names are not used by derivative works. The fonts and derivatives, however, cannot be released under any other type of license. The requirement for fonts to remain under this license does not apply to any document created using the fonts or their derivatives. DEFINITIONS ""Font Software"" refers to the set of files released by the Copyright Holder(s) under this license and clearly marked as such. This may include source files, build scripts and documentation. ""Reserved Font Name"" refers to any names specified as such after the copyright statement(s). ""Original Version"" refers to the collection of Font Software components as distributed by the Copyright Holder(s). ""Modified Version"" refers to any derivative made by adding to, deleting, or substituting -- in part or in whole -- any of the components of the Original Version, by changing formats or by porting the Font Software to a new environment. ""Author"" refers to any designer, engineer, programmer, technical writer or other person who contributed to the Font Software. PERMISSION & CONDITIONS Permission is hereby granted, free of charge, to any person obtaining a copy of the Font Software, to use, study, copy, merge, embed, modify, redistribute, and sell modified and unmodified copies of the Font Software, subject to the following conditions: 1) Neither the Font Software nor any of its individual components, in Original or Modified Versions, may be sold by itself. 2) Original or Modified Versions of the Font Software may be bundled, redistributed and/or sold with any software, provided that each copy contains the above copyright notice and this license. These can be included either as stand-alone text files, human-readable headers or in the appropriate machine-readable metadata fields within text or binary files as long as those fields can be easily viewed by the user. 3) No Modified Version of the Font Software may use the Reserved Font Name(s) unless explicit written permission is granted by the corresponding Copyright Holder. This restriction only applies to the primary font name as presented to the users. 4) The name(s) of the Copyright Holder(s) or the Author(s) of the Font Software shall not be used to promote, endorse or advertise any Modified Version, except to acknowledge the contribution(s) of the Copyright Holder(s) and the Author(s) or with their explicit written permission. 5) The Font Software, modified or unmodified, in part or in whole, must be distributed entirely under this license, and must not be distributed under any other license. The requirement for fonts to remain under this license does not apply to any document created using the Font Software. TERMINATION This license becomes null and void if any of the above conditions are not met. DISCLAIMER THE FONT SOFTWARE IS PROVIDED ""AS IS"", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO ANY WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT OF COPYRIGHT, PATENT, TRADEMARK, OR OTHER RIGHT. IN NO EVENT SHALL THE COPYRIGHT HOLDER BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, INCLUDING ANY GENERAL, SPECIAL, INDIRECT, INCIDENTAL, OR CONSEQUENTIAL DAMAGES, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF THE USE OR INABILITY TO USE THE FONT SOFTWARE OR FROM OTHER DEALINGS IN THE FONT SOFTWARE. Name: BaKoMa Fonts Files: matplotlib/mpl-data/fonts/ttf/cm*.ttf matplotlib/mpl-data/fonts/afm/cm*.afm Description: Computer Modern Fonts in PostScript Type 1 and TrueType font formats. License: BaKoMa Fonts Licence BaKoMa Fonts Licence -------------------- This licence covers two font packs (known as BaKoMa Fonts Collection, which is available at `CTAN:fonts/cm/ps-type1/bakoma/'): 1) BaKoMa-CM (1.1/12-Nov-94) Computer Modern Fonts in PostScript Type 1 and TrueType font formats. 2) BaKoMa-AMS (1.2/19-Jan-95) AMS TeX fonts in PostScript Type 1 and TrueType font formats. Copyright (C) 1994, 1995, Basil K. Malyshev. All Rights Reserved. Permission to copy and distribute these fonts for any purpose is hereby granted without fee, provided that the above copyright notice, author statement and this permission notice appear in all copies of these fonts and related documentation. Permission to modify and distribute modified fonts for any purpose is hereby granted without fee, provided that the copyright notice, author statement, this permission notice and location of original fonts (http://www.ctan.org/tex-archive/fonts/cm/ps-type1/bakoma) appear in all copies of modified fonts and related documentation. Permission to use these fonts (embedding into PostScript, PDF, SVG and printing by using any software) is hereby granted without fee. It is not required to provide any notices about using these fonts. Basil K. Malyshev INSTITUTE FOR HIGH ENERGY PHYSICS IHEP, OMVT Moscow Region 142281 PROTVINO RUSSIA E-Mail: bakoma@mail.ru or malyshev@mail.ihep.ru Name: ColorBrewer Color Schemes Files: lib/matplotlib/_cm.py Description: Color schemes from ColorBrewer License: Apache-2.0 Apache-Style Software License for ColorBrewer software and ColorBrewer Color Schemes Copyright (c) 2002 Cynthia Brewer, Mark Harrower, and The Pennsylvania State University. Licensed under the Apache License, Version 2.0 (the ""License""); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an ""AS IS"" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. Name: Courier 10 Files: matplotlib/tests/Courier10PitchBT-Bold.pfb Description: Courier 10 font, used in tests. License: Bitstream-Charter The Courier10PitchBT-Bold.pfb file is a Type-1 version of Courier 10 Pitch BT Bold by Bitstream, obtained from . It is included here as test data only, but the following license applies. (c) Copyright 1989-1992, Bitstream Inc., Cambridge, MA. You are hereby granted permission under all Bitstream propriety rights to use, copy, modify, sublicense, sell, and redistribute the 4 Bitstream Charter (r) Type 1 outline fonts and the 4 Courier Type 1 outline fonts for any purpose and without restriction; provided, that this notice is left intact on all copies of such fonts and that Bitstream's trademark is acknowledged as shown below on all unmodified copies of the 4 Charter Type 1 fonts. BITSTREAM CHARTER is a registered trademark of Bitstream Inc. Name: FreeType Files: matplotlib/ft2font.*.so Description: Font rendering library License: FTL OR GPL-2.0-or-later The FreeType 2 font engine is copyrighted work and cannot be used legally without a software license. In order to make this project usable to a vast majority of developers, we distribute it under two mutually exclusive open-source licenses. 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It is compatible to the above two licenses (see files `src/bdf/README` and `src/pcf/README`). The same holds for the source code files `src/base/fthash.c` and `include/freetype/internal/fthash.h`; they were part of the BDF driver in earlier FreeType versions. The gzip module uses the zlib license (see `src/gzip/zlib.h`) which too is compatible to the above two licenses. The files `src/autofit/ft-hb.c` and `src/autofit/ft-hb.h` contain code taken almost verbatim from the HarfBuzz file `hb-ft.cc`, which uses the 'Old MIT' license, compatible to the above two licenses. The MD5 checksum support (only used for debugging in development builds) is in the public domain. Name: HarfBuzz Files: matplotlib/ft2font.*.so Description: Text shaping library License: MIT-Modern-Variant HarfBuzz is licensed under the so-called ""Old MIT"" license. Details follow. For parts of HarfBuzz that are licensed under different licenses see individual files names COPYING in subdirectories where applicable. Copyright © 2010-2022 Google, Inc. Copyright © 2015-2020 Ebrahim Byagowi Copyright © 2019,2020 Facebook, Inc. Copyright © 2012,2015 Mozilla Foundation Copyright © 2011 Codethink Limited Copyright © 2008,2010 Nokia Corporation and/or its subsidiary(-ies) Copyright © 2009 Keith Stribley Copyright © 2011 Martin Hosken and SIL International Copyright © 2007 Chris Wilson Copyright © 2005,2006,2020,2021,2022,2023 Behdad Esfahbod Copyright © 2004,2007,2008,2009,2010,2013,2021,2022,2023 Red Hat, Inc. Copyright © 1998-2005 David Turner and Werner Lemberg Copyright © 2016 Igalia S.L. Copyright © 2022 Matthias Clasen Copyright © 2018,2021 Khaled Hosny Copyright © 2018,2019,2020 Adobe, Inc Copyright © 2013-2015 Alexei Podtelezhnikov For full copyright notices consult the individual files in the package. 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For more information, please see http://creativecommons.org/publicdomain/zero/1.0/. Name: Last Resort fonts Files: matplotlib/mpl-data/fonts/ttf/LastResortHE-Regular.ttf Description: Last Resort High-Efficiency Font License: OFL-1.1 This Font Software is licensed under the SIL Open Font License, Version 1.1. This license is copied below, and is also available with a FAQ at: http://scripts.sil.org/OFL ----------------------------------------------------------- SIL OPEN FONT LICENSE Version 1.1 - 26 February 2007 ----------------------------------------------------------- PREAMBLE The goals of the Open Font License (OFL) are to stimulate worldwide development of collaborative font projects, to support the font creation efforts of academic and linguistic communities, and to provide a free and open framework in which fonts may be shared and improved in partnership with others. 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These can be included either as stand-alone text files, human-readable headers or in the appropriate machine-readable metadata fields within text or binary files as long as those fields can be easily viewed by the user. 3) No Modified Version of the Font Software may use the Reserved Font Name(s) unless explicit written permission is granted by the corresponding Copyright Holder. This restriction only applies to the primary font name as presented to the users. 4) The name(s) of the Copyright Holder(s) or the Author(s) of the Font Software shall not be used to promote, endorse or advertise any Modified Version, except to acknowledge the contribution(s) of the Copyright Holder(s) and the Author(s) or with their explicit written permission. 5) The Font Software, modified or unmodified, in part or in whole, must be distributed entirely under this license, and must not be distributed under any other license. 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SPDX-License-Identifier: OFL-1.1 Name: libraqm Files: matplotlib/ft2font.*.so Description: Complex text layout library License: MIT The MIT License (MIT) Copyright © 2015 Information Technology Authority (ITA) Copyright © 2016-2023 Khaled Hosny 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 to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED ""AS IS"", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. Name: QHull Files: matplotlib/_qhull.*.so Description: Convex hull, Delaunay triangulation, Voronoi diagrams, Halfspace intersection License: Qhull Qhull, Copyright (c) 1993-2020 C.B. Barber Arlington, MA and The National Science and Technology Research Center for Computation and Visualization of Geometric Structures (The Geometry Center) University of Minnesota email: qhull@qhull.org This software includes Qhull from C.B. Barber and The Geometry Center. Files derived from Qhull 1.0 are copyrighted by the Geometry Center. 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Name: Qt4 Editor Files: matplotlib/backends/qt_editor Description: Module creating PyQt4 form dialogs/layouts to edit various type of parameters License: MIT Module creating PyQt4 form dialogs/layouts to edit various type of parameters formlayout License Agreement (MIT License) ------------------------------------------ Copyright (c) 2009 Pierre Raybaut 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 to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. 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Name: Solarized Files: matplotlib/mpl-data/stylelib/Solarize_Light2.mplstyle Description: Solarized color scheme/style License: MIT https://github.com/altercation/solarized/blob/master/LICENSE Copyright (c) 2011 Ethan Schoonover 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 to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED ""AS IS"", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. Name: Stix fonts Files: matplotlib/mpl-data/fonts/ttf/STIX*.ttf Description: STIX fonts License: OFL-1.1 STIX Font License 24 May 2010 Copyright (c) 2001-2010 by the STI Pub Companies, consisting of the American Institute of Physics, the American Chemical Society, the American Mathematical Society, the American Physical Society, Elsevier, Inc., and The Institute of Electrical and Electronic Engineers, Inc. (www.stixfonts.org), with Reserved Font Name STIX Fonts, STIX Fonts (TM) is a trademark of The Institute of Electrical and Electronics Engineers, Inc. Portions copyright (c) 1998-2003 by MicroPress, Inc. (www.micropress-inc.com), with Reserved Font Name TM Math. To obtain additional mathematical fonts, please contact MicroPress, Inc., 68-30 Harrow Street, Forest Hills, NY 11375, USA, Phone: (718) 575-1816. Portions copyright (c) 1990 by Elsevier, Inc. This Font Software is licensed under the SIL Open Font License, Version 1.1. This license is copied below, and is also available with a FAQ at: https://scripts.sil.org/OFL ----------------------------------------------------------- SIL OPEN FONT LICENSE Version 1.1 - 26 February 2007 ----------------------------------------------------------- PREAMBLE The goals of the Open Font License (OFL) are to stimulate worldwide development of collaborative font projects, to support the font creation efforts of academic and linguistic communities, and to provide a free and open framework in which fonts may be shared and improved in partnership with others. The OFL allows the licensed fonts to be used, studied, modified and redistributed freely as long as they are not sold by themselves. The fonts, including any derivative works, can be bundled, embedded, redistributed and/or sold with any software provided that any reserved names are not used by derivative works. The fonts and derivatives, however, cannot be released under any other type of license. The requirement for fonts to remain under this license does not apply to any document created using the fonts or their derivatives. DEFINITIONS ""Font Software"" refers to the set of files released by the Copyright Holder(s) under this license and clearly marked as such. This may include source files, build scripts and documentation. ""Reserved Font Name"" refers to any names specified as such after the copyright statement(s). ""Original Version"" refers to the collection of Font Software components as distributed by the Copyright Holder(s). ""Modified Version"" refers to any derivative made by adding to, deleting, or substituting -- in part or in whole -- any of the components of the Original Version, by changing formats or by porting the Font Software to a new environment. ""Author"" refers to any designer, engineer, programmer, technical writer or other person who contributed to the Font Software. PERMISSION & CONDITIONS Permission is hereby granted, free of charge, to any person obtaining a copy of the Font Software, to use, study, copy, merge, embed, modify, redistribute, and sell modified and unmodified copies of the Font Software, subject to the following conditions: 1) Neither the Font Software nor any of its individual components, in Original or Modified Versions, may be sold by itself. 2) Original or Modified Versions of the Font Software may be bundled, redistributed and/or sold with any software, provided that each copy contains the above copyright notice and this license. These can be included either as stand-alone text files, human-readable headers or in the appropriate machine-readable metadata fields within text or binary files as long as those fields can be easily viewed by the user. 3) No Modified Version of the Font Software may use the Reserved Font Name(s) unless explicit written permission is granted by the corresponding Copyright Holder. This restriction only applies to the primary font name as presented to the users. 4) The name(s) of the Copyright Holder(s) or the Author(s) of the Font Software shall not be used to promote, endorse or advertise any Modified Version, except to acknowledge the contribution(s) of the Copyright Holder(s) and the Author(s) or with their explicit written permission. 5) The Font Software, modified or unmodified, in part or in whole, must be distributed entirely under this license, and must not be distributed under any other license. The requirement for fonts to remain under this license does not apply to any document created using the Font Software. TERMINATION This license becomes null and void if any of the above conditions are not met. DISCLAIMER THE FONT SOFTWARE IS PROVIDED ""AS IS"", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO ANY WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT OF COPYRIGHT, PATENT, TRADEMARK, OR OTHER RIGHT. IN NO EVENT SHALL THE COPYRIGHT HOLDER BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, INCLUDING ANY GENERAL, SPECIAL, INDIRECT, INCIDENTAL, OR CONSEQUENTIAL DAMAGES, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF THE USE OR INABILITY TO USE THE FONT SOFTWARE OR FROM OTHER DEALINGS IN THE FONT SOFTWARE. Name: Yorick Colormaps Files: lib/matplotlib/_cm.py Description: Gist/Yorick colormaps License: BSD-style license for gist/yorick colormaps. Copyright: Copyright (c) 1996. The Regents of the University of California. All rights reserved. Permission to use, copy, modify, and distribute this software for any purpose without fee is hereby granted, provided that this entire notice is included in all copies of any software which is or includes a copy or modification of this software and in all copies of the supporting documentation for such software. This work was produced at the University of California, Lawrence Livermore National Laboratory under contract no. W-7405-ENG-48 between the U.S. Department of Energy and The Regents of the University of California for the operation of UC LLNL. DISCLAIMER This software was prepared as an account of work sponsored by an agency of the United States Government. Neither the United States Government nor the University of California nor any of their employees, makes any warranty, express or implied, or assumes any liability or responsibility for the accuracy, completeness, or usefulness of any information, apparatus, product, or process disclosed, or represents that its use would not infringe privately-owned rights. Reference herein to any specific commercial products, process, or service by trade name, trademark, manufacturer, or otherwise, does not necessarily constitute or imply its endorsement, recommendation, or favoring by the United States Government or the University of California. The views and opinions of authors expressed herein do not necessarily state or reflect those of the United States Government or the University of California, and shall not be used for advertising or product endorsement purposes. AUTHOR David H. Munro wrote Yorick and Gist. Berkeley Yacc (byacc) generated the Yorick parser. The routines in Math are from LAPACK and FFTPACK; MathC contains C translations by David H. Munro. The algorithms for Yorick's random number generator and several special functions in Yorick/include were taken from Numerical Recipes by Press, et. al., although the Yorick implementations are unrelated to those in Numerical Recipes. A small amount of code in Gist was adapted from the X11R4 release, copyright M.I.T. -- the complete copyright notice may be found in the (unused) file Gist/host.c. ",,,,matplotlib,https://pypi.org/project/matplotlib/,https://pypi.org/project/matplotlib/,142,"[""contourpy>=1.0.1"", ""cycler>=0.10"", ""fonttools>=4.28.2"", ""kiwisolver>=1.3.1"", ""numpy>=1.25"", ""packaging>=20.0"", ""pillow>=9"", ""pyparsing>=3"", ""python-dateutil>=2.7""]",>=3.11,2026-08-03T21:34:38.548851+00:00,Python plotting package,3.11.1,False,,EffzcrVftMzHezfgx,rlIzvAcYhgAaJYEcJ ,Jukka Lehtosalo ,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.15"", ""Topic :: Software Development"", ""Typing :: Typed""]",12,"Mypy -- Optional Static Typing for Python ========================================= Add type annotations to your Python programs, and use mypy to type check them. Mypy is essentially a Python linter on steroids, and it can catch many programming errors by analyzing your program, without actually having to run it. Mypy has a powerful type system with features such as type inference, gradual typing, generics and union types. ",,2009-09-09T17:34:48.968869Z,,,2026-07-13T11:34:53.387133Z,,MIT,,,mypy,https://pypi.org/project/mypy/,https://pypi.org/project/mypy/,140,"[""typing_extensions>=4.6.0; python_version < \""3.15\"""", ""typing_extensions>=4.14.0; python_version >= \""3.15\"""", ""mypy_extensions>=1.0.0"", ""pathspec>=1.0.0"", ""tomli>=1.1.0; python_version < \""3.11\"""", ""librt>=0.13.0; platform_python_implementation != \""PyPy\"""", ""ast-serialize<1.0.0,>=0.6.0"", ""psutil>=4.0; extra == \""dmypy\"""", ""setuptools>=50; extra == \""mypyc\"""", ""lxml; extra == \""reports\"""", ""pip; extra == \""install-types\"""", ""orjson; extra == \""faster-cache\""""]",>=3.10,2026-08-03T21:34:38.607395+00:00,Optional static typing for Python,2.3.0,False,,EffzcrVftMzHezfgx,rlIzvAcYhgAaJYEcJ ,Steven Loria ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14""]",2,"******************************************** marshmallow: simplified object serialization ******************************************** |pypi| |build-status| |pre-commit| |docs| .. |pypi| image:: https://badgen.net/pypi/v/marshmallow :target: https://pypi.org/project/marshmallow/ :alt: Latest version .. |build-status| image:: https://github.com/marshmallow-code/marshmallow/actions/workflows/build-release.yml/badge.svg :target: https://github.com/marshmallow-code/marshmallow/actions/workflows/build-release.yml :alt: Build status .. |pre-commit| image:: https://results.pre-commit.ci/badge/github/marshmallow-code/marshmallow/dev.svg :target: https://results.pre-commit.ci/latest/github/marshmallow-code/marshmallow/dev :alt: pre-commit.ci status .. |docs| image:: https://readthedocs.org/projects/marshmallow/badge/ :target: https://marshmallow.readthedocs.io/ :alt: Documentation .. start elevator-pitch **marshmallow** is an ORM/ODM/framework-agnostic library for converting complex datatypes, such as objects, to and from native Python datatypes. .. code-block:: python from datetime import date from pprint import pprint from marshmallow import Schema, fields class ArtistSchema(Schema): name = fields.Str() class AlbumSchema(Schema): title = fields.Str() release_date = fields.Date() artist = fields.Nested(ArtistSchema()) bowie = dict(name=""David Bowie"") album = dict(artist=bowie, title=""Hunky Dory"", release_date=date(1971, 12, 17)) schema = AlbumSchema() result = schema.dump(album) pprint(result, indent=2) # { 'artist': {'name': 'David Bowie'}, # 'release_date': '1971-12-17', # 'title': 'Hunky Dory'} In short, marshmallow schemas can be used to: - **Validate** input data. - **Deserialize** input data to app-level objects. - **Serialize** app-level objects to primitive Python types. The serialized objects can then be rendered to standard formats",,2013-11-11T04:26:56.274159Z,,,2026-04-03T21:46:32.720455Z,,MIT,,"Steven Loria , Jérôme Lafréchoux , Jared Deckard ",marshmallow,https://pypi.org/project/marshmallow/,https://pypi.org/project/marshmallow/,200,"[""backports-datetime-fromisoformat; python_version < \""3.11\"""", ""typing-extensions; python_version < \""3.11\""""]",>=3.10,2026-08-03T21:34:38.641924+00:00,A lightweight library for converting complex datatypes to and from native Python datatypes.,4.3.0,False,,EffzcrVftMzHezfgx,rlIzvAcYhgAaJYEcJ Andrew Svetlov,andrew.svetlov@gmail.com,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.9""]",1,"========= multidict ========= .. image:: https://github.com/aio-libs/multidict/actions/workflows/ci-cd.yml/badge.svg :target: https://github.com/aio-libs/multidict/actions :alt: GitHub status for master branch .. image:: https://codecov.io/gh/aio-libs/multidict/branch/master/graph/badge.svg?flag=pytest :target: https://codecov.io/gh/aio-libs/multidict?flags[]=pytest :alt: Coverage metrics .. image:: https://img.shields.io/pypi/v/multidict.svg :target: https://pypi.org/project/multidict :alt: PyPI .. image:: https://readthedocs.org/projects/multidict/badge/?version=latest :target: https://multidict.aio-libs.org :alt: Read The Docs build status badge .. image:: https://img.shields.io/endpoint?url=https://codspeed.io/badge.json :target: https://codspeed.io/aio-libs/multidict :alt: CodSpeed .. image:: https://img.shields.io/pypi/pyversions/multidict.svg :target: https://pypi.org/project/multidict :alt: Python versions .. image:: https://img.shields.io/matrix/aio-libs:matrix.org?label=Discuss%20on%20Matrix%20at%20%23aio-libs%3Amatrix.org&logo=matrix&server_fqdn=matrix.org&style=flat :target: https://matrix.to/#/%23aio-libs:matrix.org :alt: Matrix Room — #aio-libs:matrix.org .. image:: https://img.shields.io/matrix/aio-libs-space:matrix.org?label=Discuss%20on%20Matrix%20at%20%23aio-libs-space%3Amatrix.org&logo=matrix&server_fqdn=matrix.org&style=flat :target: https://matrix.to/#/%23aio-libs-space:matrix.org :alt: Matrix Space — #aio-libs-space:matrix.org Multidict is dict-like collection of *key-value pairs* where key might occur more than once in the container. Introduction ------------ *HTTP Headers* and *URL query string* require specific data structure: *multidict*. It behaves mostly like a regular ``dict`` but it may have several *values* for the same *key* and *preserves insertion ordering*. The *key* is ``str`` (or ``istr`` for case-insensitive dictionaries). ``multidict`` has four multidict classes: ``Mu",,2016-02-19T10:29:42.103906Z,https://github.com/aio-libs/multidict,,2026-01-26T02:46:45.979236Z,Apache License 2.0,,,,multidict,https://pypi.org/project/multidict/,https://pypi.org/project/multidict/,150,"[""typing-extensions>=4.1.0; python_version < \""3.11\""""]",>=3.9,2026-08-03T21:34:38.722379+00:00,multidict implementation,6.7.1,False,,EffzcrVftMzHezfgx,rlIzvAcYhgAaJYEcJ ,Inada Naoki ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: File Formats""]",0,"# MessagePack for Python [![Build Status](https://github.com/msgpack/msgpack-python/actions/workflows/wheel.yml/badge.svg)](https://github.com/msgpack/msgpack-python/actions/workflows/wheel.yml) [![Documentation Status](https://readthedocs.org/projects/msgpack-python/badge/?version=latest)](https://msgpack-python.readthedocs.io/en/latest/?badge=latest) ## What is this? [MessagePack](https://msgpack.org/) is an efficient binary serialization format. It lets you exchange data among multiple languages like JSON. But it's faster and smaller. This package provides CPython bindings for reading and writing MessagePack data. ## Install ``` $ pip install msgpack ``` ### Pure Python implementation The extension module in msgpack (`msgpack._cmsgpack`) does not support PyPy. But msgpack provides a pure Python implementation (`msgpack.fallback`) for PyPy. ### Windows If you can't use a binary distribution, you need to install Visual Studio or the Windows SDK on Windows. Without the extension, the pure Python implementation on CPython runs slowly. ## How to use ### One-shot pack & unpack Use `packb` for packing and `unpackb` for unpacking. msgpack provides `dumps` and `loads` as aliases for compatibility with `json` and `pickle`. `pack` and `dump` pack to a file-like object. `unpack` and `load` unpack from a file-like object. ```pycon >>> import msgpack >>> msgpack.packb([1, 2, 3]) '\x93\x01\x02\x03' >>> msgpack.unpackb(_) [1, 2, 3] ``` Read the docstring for options. ### Streaming unpacking `Unpacker` is a ""streaming unpacker"". It unpacks multiple objects from one stream (or from bytes provided through its `feed` method). ```py import msgpack from io import BytesIO buf = BytesIO() for i in range(100): buf.write(msgpack.packb(i)) buf.seek(0) unpacker = msgpack.Unpacker(buf) for unpacked in unpacker: print(unpacked) ``` > [!IMPORTANT] > If `Unpacker.unpack()` stops with an exception other than `OutOfData`, that `Unpacker` cannot be reused. > Create",,2018-01-06T18:07:36.775942Z,,"msgpack, messagepack, serializer, serialization, binary",2026-06-18T16:13:52.594901Z,,Apache-2.0,,,msgpack,https://pypi.org/project/msgpack/,https://pypi.org/project/msgpack/,33,[],>=3.10,2026-08-03T21:34:38.875835+00:00,MessagePack serializer,1.2.1,False,,EffzcrVftMzHezfgx,rlIzvAcYhgAaJYEcJ ,"""A. Jesse Jiryu Davis"" ","[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: Apache Software License"", ""Natural Language :: English"", ""Operating System :: MacOS :: MacOS X"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: Unix"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Typing :: Typed""]",20,"# Motor [![PyPI Version](https://img.shields.io/pypi/v/motor)](https://pypi.org/project/motor) [![Python Versions](https://img.shields.io/pypi/pyversions/motor)](https://pypi.org/project/motor) [![Monthly Downloads](https://static.pepy.tech/badge/motor/month)](https://pepy.tech/project/motor) [![Documentation Status](https://readthedocs.org/projects/motor/badge/?version=stable)](http://motor.readthedocs.io/en/stable/?badge=stable) ![image](https://raw.github.com/mongodb/motor/master/doc/_static/motor.png) > [!WARNING] > Motor will be deprecated on May 14th, 2026, one year after the production release of the PyMongo Async driver. > Critical bug fixes will be made until May 14th, 2027. > We strongly recommend that Motor users migrate to the PyMongo Async driver while Motor is still supported. > To learn more, see the migration guide: https://www.mongodb.com/docs/languages/python/pymongo-driver/current/reference/migration/. ## About Motor is a full-featured, non-blocking [MongoDB](http://mongodb.org/) driver for Python [asyncio](https://docs.python.org/3/library/asyncio.html) and [Tornado](http://tornadoweb.org/) applications. Motor presents a coroutine-based API for non-blocking access to MongoDB. > ""We use Motor in high throughput environments, processing tens of > thousands of requests per second. It allows us to take full advantage > of modern hardware, ensuring we utilise the entire capacity of our > purchased CPUs. This helps us be more efficient with computing power, > compute spend and minimises the environmental impact of our > infrastructure as a result."" > > --*David Mytton, Server Density* > > ""We develop easy-to-use sensors and sensor systems with open source > software to ensure every innovator, from school child to laboratory > researcher, has the same opportunity to create. We integrate Motor > into our software to guarantee massively scalable sensor systems for > everyone."" > > --*Ryan Smith, inXus Interactive* ## Support / Feedback For issues ",,2013-02-01T12:56:14.248643Z,,"asyncio, bson, gridfs, mongo, mongodb, motor, pymongo, tornado",2025-05-14T18:56:33.653510Z,"Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 1. Definitions. ""License"" shall mean the terms and conditions for use, reproduction, and distribution as defined by Sections 1 through 9 of this document. ""Licensor"" shall mean the copyright owner or entity authorized by the copyright owner that is granting the License. ""Legal Entity"" shall mean the union of the acting entity and all other entities that control, are controlled by, or are under common control with that entity. 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We also recommend that a file or class name and description of purpose be included on the same ""printed page"" as the copyright notice for easier identification within third-party archives. Copyright [yyyy] [name of copyright owner] Licensed under the Apache License, Version 2.0 (the ""License""); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an ""AS IS"" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.",,,,motor,https://pypi.org/project/motor/,https://pypi.org/project/motor/,57,"[""pymongo<5.0,>=4.9"", ""pymongo[aws]<5,>=4.5; extra == \""aws\"""", ""aiohttp; extra == \""docs\"""", ""furo==2024.8.6; extra == \""docs\"""", ""readthedocs-sphinx-search~=0.3; extra == \""docs\"""", ""sphinx-rtd-theme<3,>=2; extra == \""docs\"""", ""sphinx<8,>=5.3; extra == \""docs\"""", ""tornado; extra == \""docs\"""", ""pymongo[encryption]<5,>=4.5; extra == \""encryption\"""", ""pymongo[gssapi]<5,>=4.5; extra == \""gssapi\"""", ""pymongo[ocsp]<5,>=4.5; extra == \""ocsp\"""", ""pymongo[snappy]<5,>=4.5; extra == \""snappy\"""", ""aiohttp>=3.8.7; extra == \""test\"""", ""cffi>=1.17.0rc1; python_version == \""3.13\"" and extra == \""test\"""", ""mockupdb; extra == \""test\"""", ""pymongo[encryption]<5,>=4.5; extra == \""test\"""", ""pytest-asyncio; extra == \""test\"""", ""pytest>=7; extra == \""test\"""", ""tornado>=5; extra == \""test\"""", ""pymongo[zstd]<5,>=4.5; extra == \""zstd\""""]",>=3.9,2026-08-03T21:34:38.905709+00:00,Non-blocking MongoDB driver for Tornado or asyncio,3.7.1,False,,EffzcrVftMzHezfgx,rlIzvAcYhgAaJYEcJ Matthew Rocklin,mrocklin@gmail.com,[],0,"Multiple Dispatch ================= |Build Status| |Coverage Status| |Version Status| A relatively sane approach to multiple dispatch in Python. This implementation of multiple dispatch is efficient, mostly complete, performs static analysis to avoid conflicts, and provides optional namespace support. It looks good too. See the documentation at https://multiple-dispatch.readthedocs.io/ Example ------- .. code-block:: python >>> from multipledispatch import dispatch >>> @dispatch(int, int) ... def add(x, y): ... return x + y >>> @dispatch(object, object) ... def add(x, y): ... return ""%s + %s"" % (x, y) >>> add(1, 2) 3 >>> add(1, 'hello') '1 + hello' What this does -------------- - Dispatches on all non-keyword arguments - Supports inheritance - Supports instance methods - Supports union types, e.g. ``(int, float)`` - Supports builtin abstract classes, e.g. ``Iterator, Number, ...`` - Caches for fast repeated lookup - Identifies possible ambiguities at function definition time - Provides hints to resolve ambiguities when they occur - Supports namespaces with optional keyword arguments - Supports variadic dispatch What this doesn't do -------------------- - Diagonal dispatch .. code-block:: python a = arbitrary_type() @dispatch(a, a) def are_same_type(x, y): return True - Efficient update: The addition of a new signature requires a full resolve of the whole function. This becomes troublesome after you get to a few hundred type signatures. Installation and Dependencies ----------------------------- ``multipledispatch`` is on the Python Package Index (PyPI): :: pip install multipledispatch It is Pure-Python and depends only on the standard library. It is a light weight dependency. License ------- New BSD. See `License file`_. Links ----- - `Five-minute Multimethods in Python by Guido`_ - `multimethods package on PyPI`_ - `singledispatch in Python 3.",,2014-02-19T02:10:59.057681Z,http://github.com/mrocklin/multipledispatch/,dispatch,2023-06-27T16:45:11.074927Z,BSD,,,,multipledispatch,https://pypi.org/project/multipledispatch/,https://pypi.org/project/multipledispatch/,16,[],,2026-08-03T21:34:38.932931+00:00,Multiple dispatch,1.0.0,False,,EffzcrVftMzHezfgx,rlIzvAcYhgAaJYEcJ Fabian Pedregosa,f@bianp.net,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: BSD License"", ""Operating System :: POSIX"", ""Operating System :: Unix"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Topic :: Software Development""]",1,".. image:: https://travis-ci.org/pythonprofilers/memory_profiler.svg?branch=master :target: https://travis-ci.org/pythonprofilers/memory_profiler ================= Memory Profiler ================= **Note:** This package is no longer actively maintained. I won't be actively responding to issues. If you'd like to volunteer to maintain it, please drop me a line at f@bianp.net This is a python module for monitoring memory consumption of a process as well as line-by-line analysis of memory consumption for python programs. It is a pure python module which depends on the `psutil `_ module. ============== Installation ============== Install via pip:: $ pip install -U memory_profiler The package is also available on `conda-forge `_. To install from source, download the package, extract and type:: $ pip install . =========== Quick Start =========== Use `mprof` to generate a full memory usage report of your executable and to plot it. .. code-block:: bash mprof run executable mprof plot The plot would be something like this: .. image:: https://i.stack.imgur.com/ixCH4.png ======= Usage ======= line-by-line memory usage ========================= The line-by-line memory usage mode is used much in the same way of the `line_profiler `_: first decorate the function you would like to profile with ``@profile`` and then run the script with a special script (in this case with specific arguments to the Python interpreter). In the following example, we create a simple function ``my_func`` that allocates lists ``a``, ``b`` and then deletes ``b``:: @profile def my_func(): a = [1] * (10 ** 6) b = [2] * (2 * 10 ** 7) del b return a if __name__ == '__main__': my_func() Execute the code passing the option ``-m memory_profiler`` to the python interpreter to lo",,2011-12-09T16:25:03.097845Z,https://github.com/pythonprofilers/memory_profiler,,2022-11-15T17:57:28.994274Z,BSD,,,,memory-profiler,https://pypi.org/project/memory-profiler/,https://pypi.org/project/memory-profiler/,58,"[""psutil""]",>=3.5,2026-08-03T21:34:38.963880+00:00,A module for monitoring memory usage of a python program,0.61.0,False,,EffzcrVftMzHezfgx,rlIzvAcYhgAaJYEcJ "Manfred Stienstra, Yuri Takhteyev",Waylan limberg ,"[""Development Status :: 5 - Production/Stable"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Communications :: Email :: Filters"", ""Topic :: Internet :: WWW/HTTP :: Dynamic Content :: CGI Tools/Libraries"", ""Topic :: Internet :: WWW/HTTP :: Site Management"", ""Topic :: Software Development :: Documentation"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: Text Processing :: Filters"", ""Topic :: Text Processing :: Markup :: HTML"", ""Topic :: Text Processing :: Markup :: Markdown""]",9,"[Python-Markdown][] =================== [![Build Status][build-button]][build] [![Coverage Status][codecov-button]][codecov] [![Latest Version][mdversion-button]][md-pypi] [![Python Versions][pyversion-button]][md-pypi] [![BSD License][bsdlicense-button]][bsdlicense] [![Code of Conduct][codeofconduct-button]][Code of Conduct] [build-button]: https://github.com/Python-Markdown/markdown/actions/workflows/tox.yml/badge.svg [build]: https://github.com/Python-Markdown/markdown/actions/workflows/tox.yml [codecov-button]: https://codecov.io/gh/Python-Markdown/markdown/branch/master/graph/badge.svg [codecov]: https://codecov.io/gh/Python-Markdown/markdown [mdversion-button]: https://img.shields.io/pypi/v/Markdown.svg [md-pypi]: https://pypi.org/project/Markdown/ [pyversion-button]: https://img.shields.io/pypi/pyversions/Markdown.svg [bsdlicense-button]: https://img.shields.io/badge/license-BSD-yellow.svg [bsdlicense]: https://opensource.org/licenses/BSD-3-Clause [codeofconduct-button]: https://img.shields.io/badge/code%20of%20conduct-contributor%20covenant-green.svg?style=flat-square [Code of Conduct]: https://github.com/Python-Markdown/markdown/blob/master/CODE_OF_CONDUCT.md This is a Python implementation of John Gruber's [Markdown][]. It is almost completely compliant with the reference implementation, though there are a few known issues. See [Features][] for information on what exactly is supported and what is not. Additional features are supported by the [Available Extensions][]. [Python-Markdown]: https://Python-Markdown.github.io/ [Markdown]: https://daringfireball.net/projects/markdown/ [Features]: https://Python-Markdown.github.io#Features [Available Extensions]: https://Python-Markdown.github.io/extensions Documentation ------------- ```bash pip install markdown ``` ```python import markdown html = markdown.markdown(your_text_string) ``` For more advanced [installation] and [usage] documentation, see the `docs/` directory of the distribution or the project ",,2008-02-18T02:14:25Z,,"markdown, markdown-parser, python-markdown, markdown-to-html",2026-07-30T19:05:29.005179Z,,BSD-3-Clause,Isaac Muse,Waylan Limberg ,Markdown,https://pypi.org/project/Markdown/,https://pypi.org/project/Markdown/,61,"[""coverage; extra == \""testing\"""", ""pyyaml; extra == \""testing\"""", ""mkdocs>=1.6; extra == \""docs\"""", ""mkdocs-nature>=0.6; extra == \""docs\"""", ""mdx_gh_links>=0.2; extra == \""docs\"""", ""mkdocstrings[python]>=0.28.3; extra == \""docs\"""", ""mkdocs-gen-files; extra == \""docs\"""", ""mkdocs-section-index; extra == \""docs\"""", ""mkdocs-literate-nav; extra == \""docs\""""]",>=3.10,2026-08-03T21:34:38.989369+00:00,Python implementation of John Gruber's Markdown.,3.10.3,False,,EffzcrVftMzHezfgx,rlIzvAcYhgAaJYEcJ Testing Cabal,testing-in-python@lists.idyll.org,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: BSD License"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.6"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Software Development :: Libraries"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: Software Development :: Testing""]",6,"mock is a library for testing in Python. It allows you to replace parts of your system under test with mock objects and make assertions about how they have been used. mock is now part of the Python standard library, available as `unittest.mock `_ in Python 3.3 onwards. This package contains a rolling backport of the standard library mock code compatible with Python 3.6 and up. Please see the standard library documentation for more details. :Homepage: `Mock Homepage`_ :Download: `Mock on PyPI`_ :Documentation: `Python Docs`_ :License: `BSD License`_ :Support: `Mailing list (testing-in-python@lists.idyll.org) `_ :Code: `GitHub `_ :Issue tracker: `GitHub Issues `_ :Build status: |CircleCI|_ |Docs|_ .. |CircleCI| image:: https://circleci.com/gh/testing-cabal/mock/tree/master.svg?style=shield .. _CircleCI: https://circleci.com/gh/testing-cabal/mock/tree/master .. |Docs| image:: https://readthedocs.org/projects/mock/badge/?version=latest .. _Docs: http://mock.readthedocs.org/en/latest/ .. _Mock Homepage: http://mock.readthedocs.org/en/latest/ .. _BSD License: https://github.com/testing-cabal/mock/blob/master/LICENSE.txt .. _Python Docs: https://docs.python.org/dev/library/unittest.mock.html .. _mock on PyPI: https://pypi.org/project/mock/ ",,2008-10-12T16:22:30Z,http://mock.readthedocs.org/en/latest/,,2025-03-03T12:31:42.911672Z,,,,,mock,https://pypi.org/project/mock/,https://pypi.org/project/mock/,40,"[""sphinx; extra == \""docs\"""", ""pytest; extra == \""test\"""", ""pytest-cov; extra == \""test\"""", ""twine; extra == \""build\"""", ""wheel; extra == \""build\"""", ""blurb; extra == \""build\""""]",>=3.6,2026-08-03T21:34:39.019677+00:00,Rolling backport of unittest.mock for all Pythons,5.2.0,False,,EffzcrVftMzHezfgx,rlIzvAcYhgAaJYEcJ ,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: BSD License"", ""Operating System :: MacOS"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Operating System :: POSIX :: Linux"", ""Operating System :: Unix"", ""Programming Language :: C"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Scientific/Engineering"", ""Topic :: Software Development :: Libraries""]",40,".. image:: https://raw.githubusercontent.com/scipy/scipy/main/doc/source/_static/logo.svg :target: https://scipy.org :width: 110 :height: 110 :align: left .. image:: https://img.shields.io/badge/powered%20by-NumFOCUS-orange.svg?style=flat&colorA=E1523D&colorB=007D8A :target: https://numfocus.org .. image:: https://img.shields.io/pypi/dm/scipy.svg?label=Pypi%20downloads :target: https://pypi.org/project/scipy/ .. image:: https://img.shields.io/conda/dn/conda-forge/scipy.svg?label=Conda%20downloads :target: https://anaconda.org/conda-forge/scipy .. image:: https://img.shields.io/badge/stackoverflow-Ask%20questions-blue.svg :target: https://stackoverflow.com/questions/tagged/scipy .. image:: https://img.shields.io/badge/DOI-10.1038%2Fs41592--019--0686--2-blue.svg :target: https://www.nature.com/articles/s41592-019-0686-2 .. image:: https://insights.linuxfoundation.org/api/badge/health-score?project=scipy :target: https://insights.linuxfoundation.org/project/scipy SciPy (pronounced ""Sigh Pie"") is an open-source software for mathematics, science, and engineering. It includes modules for statistics, optimization, integration, linear algebra, Fourier transforms, signal and image processing, ODE solvers, and more. - **Website:** https://scipy.org - **Documentation:** https://docs.scipy.org/doc/scipy/ - **Development version of the documentation:** https://scipy.github.io/devdocs - **SciPy development forum:** https://discuss.scientific-python.org/c/contributor/scipy - **Stack Overflow:** https://stackoverflow.com/questions/tagged/scipy - **Source code:** https://github.com/scipy/scipy - **Contributing:** https://scipy.github.io/devdocs/dev/index.html - **Bug reports:** https://github.com/scipy/scipy/issues - **Code of Conduct:** https://docs.scipy.org/doc/scipy/dev/conduct/code_of_conduct.html - **Report a security vulnerability:** via Tidelift, as explained in `our docs on Security `__ - ",,2010-07-27T18:45:05.190402Z,,,2026-06-19T15:01:43.456512Z,"Copyright (c) 2001-2002 Enthought, Inc. 2003, SciPy Developers. All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: 1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. 2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. 3. Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS ""AS IS"" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. ---- ---- This binary distribution of SciPy can also bundle the following software (depending on the build): Name: OpenBLAS Files: scipy/.dylibs/libscipy_openblas*.so Description: bundled as a dynamically linked library Availability: https://github.com/OpenMathLib/OpenBLAS/ License: BSD-3-Clause Copyright (c) 2011-2014, The OpenBLAS Project All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: 1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. 2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. 3. Neither the name of the OpenBLAS project nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS ""AS IS"" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. Name: LAPACK Files: scipy/.dylibs/libscipy_openblas*.so Description: bundled in OpenBLAS Availability: https://github.com/OpenMathLib/OpenBLAS/ License: BSD-3-Clause-Open-MPI Copyright (c) 1992-2013 The University of Tennessee and The University of Tennessee Research Foundation. All rights reserved. Copyright (c) 2000-2013 The University of California Berkeley. All rights reserved. Copyright (c) 2006-2013 The University of Colorado Denver. 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The hypothetical commands `show w' and `show c' should show the appropriate parts of the General Public License. Of course, your program's commands might be different; for a GUI interface, you would use an ""about box"". You should also get your employer (if you work as a programmer) or school, if any, to sign a ""copyright disclaimer"" for the program, if necessary. For more information on this, and how to apply and follow the GNU GPL, see . The GNU General Public License does not permit incorporating your program into proprietary programs. If your program is a subroutine library, you may consider it more useful to permit linking proprietary applications with the library. If this is what you want to do, use the GNU Lesser General Public License instead of this License. But first, please read . Name: libquadmath Files: scipy/.dylibs/libquadmath*.so Description: dynamically linked to files compiled with gcc Availability: https://gcc.gnu.org/git/?p=gcc.git;a=tree;f=libquadmath License: LGPL-2.1-or-later GCC Quad-Precision Math Library Copyright (C) 2010-2019 Free Software Foundation, Inc. Written by Francois-Xavier Coudert This file is part of the libquadmath library. Libquadmath is free software; you can redistribute it and/or modify it under the terms of the GNU Library General Public License as published by the Free Software Foundation; either version 2.1 of the License, or (at your option) any later version. Libquadmath is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU Lesser General Public License for more details. https://www.gnu.org/licenses/old-licenses/lgpl-2.1.html ",,,SciPy Developers ,scipy,https://pypi.org/project/scipy/,https://pypi.org/project/scipy/,107,"[""numpy<2.8,>=2.0.0"", ""pytest>=8.0.0; extra == \""test\"""", ""pytest-cov; extra == \""test\"""", ""pytest-timeout; extra == \""test\"""", ""pytest-xdist; extra == \""test\"""", ""asv; extra == \""test\"""", ""mpmath; extra == \""test\"""", ""gmpy2; extra == \""test\"""", ""threadpoolctl; extra == \""test\"""", ""scikit-umfpack; extra == \""test\"""", ""pooch; extra == \""test\"""", ""hypothesis>=6.30; extra == \""test\"""", ""array-api-strict>=2.3.1; extra == \""test\"""", ""Cython; extra == \""test\"""", ""meson; extra == \""test\"""", ""ninja; sys_platform != \""emscripten\"" and extra == \""test\"""", ""scipy-doctest>=2.0.0; extra == \""test\"""", ""sphinx<8.2.0,>=5.0.0; extra == \""doc\"""", ""intersphinx_registry; extra == \""doc\"""", ""pydata-sphinx-theme>=0.15.2; extra == \""doc\"""", ""sphinx-copybutton; extra == \""doc\"""", ""sphinx-design>=0.4.0; extra == \""doc\"""", ""matplotlib>=3.5; extra == \""doc\"""", ""numpydoc; extra == \""doc\"""", ""jupytext; extra == \""doc\"""", ""myst-nb>=1.2.0; extra == \""doc\"""", ""pooch; extra == \""doc\"""", ""jupyterlite-sphinx>=0.19.1; extra == \""doc\"""", ""jupyterlite-pyodide-kernel; extra == \""doc\"""", ""linkify-it-py; extra == \""doc\"""", ""tabulate; extra == \""doc\"""", ""click<8.3.0; extra == \""dev\"""", ""spin; extra == \""dev\"""", ""mypy==1.19.1; extra == \""dev\"""", ""pyrefly==0.63.0; extra == \""dev\"""", ""typing_extensions; extra == \""dev\"""", ""types-psutil; extra == \""dev\"""", ""pycodestyle; extra == \""dev\"""", ""ruff>=0.12.0; extra == \""dev\"""", ""cython-lint>=0.12.2; extra == \""dev\""""]",>=3.12,2026-08-03T21:35:12.232394+00:00,Fundamental algorithms for scientific computing in Python,1.18.0,False,,fi0hecCeYRaeVAFLQ,7XUlEw2jjw7Bsy5k2 ,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""Operating System :: MacOS"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Operating System :: Unix"", ""Programming Language :: C"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Implementation :: CPython"", ""Topic :: Scientific/Engineering"", ""Topic :: Software Development""]",58,".. -*- mode: rst -*- |GitHubActions| |Codecov| |CircleCI| |Nightly wheels| |Ruff| |PythonVersion| |PyPI| |DOI| |Benchmark| .. |GitHubActions| image:: https://github.com/scikit-learn/scikit-learn/actions/workflows/unit-tests.yml/badge.svg? :target: https://github.com/scikit-learn/scikit-learn/actions/workflows/unit-tests.yml?query=branch%3Amain .. |CircleCI| image:: https://circleci.com/gh/scikit-learn/scikit-learn/tree/main.svg?style=shield :target: https://circleci.com/gh/scikit-learn/scikit-learn .. |Codecov| image:: https://codecov.io/gh/scikit-learn/scikit-learn/branch/main/graph/badge.svg?token=Pk8G9gg3y9 :target: https://codecov.io/gh/scikit-learn/scikit-learn .. |Nightly wheels| image:: https://github.com/scikit-learn/scikit-learn/actions/workflows/wheels.yml/badge.svg?event=schedule :target: https://github.com/scikit-learn/scikit-learn/actions?query=workflow%3A%22Wheel+builder%22+event%3Aschedule .. |Ruff| image:: https://img.shields.io/badge/code%20style-ruff-000000.svg? :target: https://github.com/astral-sh/ruff .. |PythonVersion| image:: https://img.shields.io/pypi/pyversions/scikit-learn.svg? :target: https://pypi.org/project/scikit-learn/ .. |PyPI| image:: https://img.shields.io/pypi/v/scikit-learn :target: https://pypi.org/project/scikit-learn .. |DOI| image:: https://zenodo.org/badge/DOI/10.5281/zenodo.17880109.svg? :target: https://zenodo.org/badge/latestdoi/21369/scikit-learn/scikit-learn .. |Benchmark| image:: https://img.shields.io/badge/Benchmarked%20by-asv-blue :target: https://scikit-learn.org/scikit-learn-benchmarks .. |PythonMinVersion| replace:: 3.11 .. |NumPyMinVersion| replace:: 1.24.1 .. |SciPyMinVersion| replace:: 1.10.0 .. |JoblibMinVersion| replace:: 1.4.0 .. |NarwhalsMinVersion| replace:: 2.0.1 .. |ThreadpoolctlMinVersion| replace:: 3.5.0 .. |MatplotlibMinVersion| replace:: 3.6.1 .. |Scikit-ImageMinVersion| replace:: 0.22.0 .. |PandasMinVersion| replace:: 1.5.0 .. |SeabornMinVersion| replace:: 0.",,2011-09-22T00:03:10.112867Z,,,2026-06-02T11:54:32.706174Z,,BSD-3-Clause,,scikit-learn developers ,scikit-learn,https://pypi.org/project/scikit-learn/,https://pypi.org/project/scikit-learn/,75,"[""numpy>=1.24.1"", ""scipy>=1.10.0"", ""joblib>=1.4.0"", ""narwhals>=2.0.1"", ""threadpoolctl>=3.5.0"", ""numpy>=1.24.1; extra == \""build\"""", ""scipy>=1.10.0; extra == \""build\"""", ""cython>=3.1.2; extra == \""build\"""", ""meson-python>=0.17.1; extra == \""build\"""", ""numpy>=1.24.1; extra == \""install\"""", ""scipy>=1.10.0; extra == \""install\"""", ""joblib>=1.4.0; extra == \""install\"""", ""narwhals>=2.0.1; extra == \""install\"""", ""threadpoolctl>=3.5.0; extra == \""install\"""", ""matplotlib>=3.6.1; extra == \""benchmark\"""", ""pandas>=1.5.0; extra == \""benchmark\"""", ""memory_profiler>=0.57.0; extra == \""benchmark\"""", ""matplotlib>=3.6.1; extra == \""docs\"""", ""scikit-image>=0.22.0; extra == \""docs\"""", ""pandas>=1.5.0; extra == \""docs\"""", ""rich>=14.1.0; extra == \""docs\"""", ""seaborn>=0.13.0; extra == \""docs\"""", ""memory_profiler>=0.57.0; extra == \""docs\"""", ""sphinx>=7.3.7; extra == \""docs\"""", ""sphinx-copybutton>=0.5.2; extra == \""docs\"""", ""sphinx-gallery>=0.17.1; extra == \""docs\"""", ""numpydoc>=1.2.0; extra == \""docs\"""", ""Pillow>=12.1.1; extra == \""docs\"""", ""pooch>=1.8.0; extra == \""docs\"""", ""sphinx-prompt>=1.4.0; extra == \""docs\"""", ""sphinxext-opengraph>=0.9.1; extra == \""docs\"""", ""plotly>=5.22.0; extra == \""docs\"""", ""polars>=0.20.30; extra == \""docs\"""", ""sphinx-design>=0.6.0; extra == \""docs\"""", ""sphinxcontrib-sass>=0.3.4; extra == \""docs\"""", ""pydata-sphinx-theme>=0.15.3; extra == \""docs\"""", ""sphinx-remove-toctrees>=1.0.0.post1; extra == \""docs\"""", ""towncrier>=24.8.0; extra == \""docs\"""", ""matplotlib>=3.6.1; extra == \""examples\"""", ""scikit-image>=0.22.0; extra == \""examples\"""", ""pandas>=1.5.0; extra == \""examples\"""", ""rich>=14.1.0; extra == \""examples\"""", ""seaborn>=0.13.0; extra == \""examples\"""", ""pooch>=1.8.0; extra == \""examples\"""", ""plotly>=5.22.0; extra == \""examples\"""", ""matplotlib>=3.6.1; extra == \""tests\"""", ""pandas>=1.5.0; extra == \""tests\"""", ""rich>=14.1.0; extra == \""tests\"""", ""pytest>=7.1.2; extra == \""tests\"""", ""pytest-cov>=2.9.0; extra == \""tests\"""", ""ruff>=0.12.2; extra == \""tests\"""", ""mypy>=1.15; extra == \""tests\"""", ""pyamg>=5.0.0; extra == \""tests\"""", ""polars>=0.20.30; extra == \""tests\"""", ""pyarrow>=13.0.0; extra == \""tests\"""", ""numpydoc>=1.2.0; extra == \""tests\"""", ""pooch>=1.8.0; extra == \""tests\"""", ""conda-lock==3.0.1; extra == \""maintenance\""""]",>=3.11,2026-08-03T21:35:12.302998+00:00,A set of python modules for machine learning and data mining,1.9.0,False,,fi0hecCeYRaeVAFLQ,7XUlEw2jjw7Bsy5k2 Mike Bayer,mike_mp@zzzcomputing.com,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Database :: Front-Ends""]",32,"SQLAlchemy ========== |PyPI| |Python| |Downloads| .. |PyPI| image:: https://img.shields.io/pypi/v/sqlalchemy :target: https://pypi.org/project/sqlalchemy :alt: PyPI .. |Python| image:: https://img.shields.io/pypi/pyversions/sqlalchemy :target: https://pypi.org/project/sqlalchemy :alt: PyPI - Python Version .. |Downloads| image:: https://static.pepy.tech/badge/sqlalchemy/month :target: https://pepy.tech/project/sqlalchemy :alt: PyPI - Downloads The Python SQL Toolkit and Object Relational Mapper Introduction ------------- SQLAlchemy is the Python SQL toolkit and Object Relational Mapper that gives application developers the full power and flexibility of SQL. SQLAlchemy provides a full suite of well known enterprise-level persistence patterns, designed for efficient and high-performing database access, adapted into a simple and Pythonic domain language. Major SQLAlchemy features include: * An industrial strength ORM, built from the core on the identity map, unit of work, and data mapper patterns. These patterns allow transparent persistence of objects using a declarative configuration system. Domain models can be constructed and manipulated naturally, and changes are synchronized with the current transaction automatically. * A relationally-oriented query system, exposing the full range of SQL's capabilities explicitly, including joins, subqueries, correlation, and most everything else, in terms of the object model. Writing queries with the ORM uses the same techniques of relational composition you use when writing SQL. While you can drop into literal SQL at any time, it's virtually never needed. * A comprehensive and flexible system of eager loading for related collections and objects. Collections are cached within a session, and can be loaded on individual access, all at once using joins, or by query per collection across the full result set. * A Core SQL construction system and DBAPI ",,2006-02-14T03:11:34Z,https://www.sqlalchemy.org,,2026-06-28T02:09:37.037060Z,MIT,,,,SQLAlchemy,https://pypi.org/project/SQLAlchemy/,https://pypi.org/project/SQLAlchemy/,325,"[""importlib-metadata; python_version < \""3.8\"""", ""greenlet>=1; platform_machine == \""aarch64\"" or (platform_machine == \""ppc64le\"" or (platform_machine == \""x86_64\"" or (platform_machine == \""amd64\"" or (platform_machine == \""AMD64\"" or (platform_machine == \""win32\"" or platform_machine == \""WIN32\"")))))"", ""typing-extensions>=4.6.0"", ""greenlet>=1; extra == \""asyncio\"""", ""mypy>=0.910; extra == \""mypy\"""", ""pyodbc; extra == \""mssql\"""", ""pymssql; extra == \""mssql-pymssql\"""", ""pyodbc; extra == \""mssql-pyodbc\"""", ""mysqlclient>=1.4.0; extra == \""mysql\"""", ""mysql-connector-python; extra == \""mysql-connector\"""", ""mariadb!=1.1.10,!=1.1.2,!=1.1.5,>=1.0.1; extra == \""mariadb-connector\"""", ""cx_oracle>=8; extra == \""oracle\"""", ""oracledb>=1.0.1; extra == \""oracle-oracledb\"""", ""psycopg2>=2.7; extra == \""postgresql\"""", ""pg8000>=1.29.1; extra == \""postgresql-pg8000\"""", ""greenlet>=1; extra == \""postgresql-asyncpg\"""", ""asyncpg; extra == \""postgresql-asyncpg\"""", ""psycopg2-binary; extra == \""postgresql-psycopg2binary\"""", ""psycopg2cffi; extra == \""postgresql-psycopg2cffi\"""", ""psycopg>=3.0.7; extra == \""postgresql-psycopg\"""", ""psycopg[binary]>=3.0.7; extra == \""postgresql-psycopgbinary\"""", ""pymysql; extra == \""pymysql\"""", ""greenlet>=1; extra == \""aiomysql\"""", ""aiomysql>=0.2.0; extra == \""aiomysql\"""", ""greenlet>=1; extra == \""aioodbc\"""", ""aioodbc; extra == \""aioodbc\"""", ""greenlet>=1; extra == \""asyncmy\"""", ""asyncmy!=0.2.4,!=0.2.6,>=0.2.3; extra == \""asyncmy\"""", ""greenlet>=1; extra == \""aiosqlite\"""", ""aiosqlite; extra == \""aiosqlite\"""", ""typing_extensions!=3.10.0.1; extra == \""aiosqlite\"""", ""sqlcipher3_binary; extra == \""sqlcipher\""""]",>=3.7,2026-08-03T21:35:12.402749+00:00,Database Abstraction Library,2.0.51,False,,fi0hecCeYRaeVAFLQ,7XUlEw2jjw7Bsy5k2 SymPy development team,sympy@googlegroups.com,"[""License :: OSI Approved :: BSD License"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Scientific/Engineering"", ""Topic :: Scientific/Engineering :: Mathematics"", ""Topic :: Scientific/Engineering :: Physics""]",3,"# SymPy [![pypi version](https://img.shields.io/pypi/v/sympy.svg)](https://pypi.python.org/pypi/sympy) [![Join the chat at https://gitter.im/sympy/sympy](https://badges.gitter.im/Join%20Chat.svg)](https://gitter.im/sympy/sympy?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge) [![Zenodo Badge](https://zenodo.org/badge/18918/sympy/sympy.svg)](https://zenodo.org/badge/latestdoi/18918/sympy/sympy) [![Downloads](https://pepy.tech/badge/sympy/month)](https://pepy.tech/project/sympy) [![GitHub Issues](https://img.shields.io/badge/issue_tracking-github-blue.svg)](https://github.com/sympy/sympy/issues) [![Git Tutorial](https://img.shields.io/badge/PR-Welcome-%23FF8300.svg?)](https://git-scm.com/book/en/v2/GitHub-Contributing-to-a-Project) [![Powered by NumFocus](https://img.shields.io/badge/powered%20by-NumFOCUS-orange.svg?style=flat&colorA=E1523D&colorB=007D8A)](https://numfocus.org) [![Commits since last release](https://img.shields.io/github/commits-since/sympy/sympy/latest.svg?longCache=true&style=flat-square&logo=git&logoColor=fff)](https://github.com/sympy/sympy/releases) [![SymPy Banner](https://github.com/sympy/sympy/raw/master/banner.svg)](https://sympy.org/) See the [AUTHORS](AUTHORS) file for the list of authors. And many more people helped on the SymPy mailing list, reported bugs, helped organize SymPy's participation in the Google Summer of Code, the Google Highly Open Participation Contest, Google Code-In, wrote and blogged about SymPy... License: New BSD License (see the [LICENSE](LICENSE) file for details) covers all files in the sympy repository unless stated otherwise. Our mailing list is at . We have a community chat at [Gitter](https://gitter.im/sympy/sympy). Feel free to ask us anything there. We have a very welcoming and helpful community. ## Download The recommended installation method is through Anaconda, You c",,2008-04-26T21:47:51Z,https://sympy.org,Math CAS,2025-04-27T18:05:01.611132Z,BSD,,,,sympy,https://pypi.org/project/sympy/,https://pypi.org/project/sympy/,67,"[""mpmath<1.4,>=1.1.0"", ""pytest>=7.1.0; extra == \""dev\"""", ""hypothesis>=6.70.0; extra == \""dev\""""]",>=3.9,2026-08-03T21:35:12.444177+00:00,Computer algebra system (CAS) in Python,1.14.0,False,,fi0hecCeYRaeVAFLQ,7XUlEw2jjw7Bsy5k2 ,Michael Waskom ,"[""Framework :: Matplotlib"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: BSD License"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Topic :: Multimedia :: Graphics"", ""Topic :: Scientific/Engineering :: Visualization""]",22,"
-------------------------------------- seaborn: statistical data visualization ======================================= [![PyPI Version](https://img.shields.io/pypi/v/seaborn.svg)](https://pypi.org/project/seaborn/) [![License](https://img.shields.io/pypi/l/seaborn.svg)](https://github.com/mwaskom/seaborn/blob/master/LICENSE.md) [![DOI](https://joss.theoj.org/papers/10.21105/joss.03021/status.svg)](https://doi.org/10.21105/joss.03021) [![Tests](https://github.com/mwaskom/seaborn/workflows/CI/badge.svg)](https://github.com/mwaskom/seaborn/actions) [![Code Coverage](https://codecov.io/gh/mwaskom/seaborn/branch/master/graph/badge.svg)](https://codecov.io/gh/mwaskom/seaborn) Seaborn is a Python visualization library based on matplotlib. It provides a high-level interface for drawing attractive statistical graphics. Documentation ------------- Online documentation is available at [seaborn.pydata.org](https://seaborn.pydata.org). The docs include a [tutorial](https://seaborn.pydata.org/tutorial.html), [example gallery](https://seaborn.pydata.org/examples/index.html), [API reference](https://seaborn.pydata.org/api.html), [FAQ](https://seaborn.pydata.org/faq), and other useful information. To build the documentation locally, please refer to [`doc/README.md`](doc/README.md). Dependencies ------------ Seaborn supports Python 3.8+. Installation requires [numpy](https://numpy.org/), [pandas](https://pandas.pydata.org/), and [matplotlib](https://matplotlib.org/). Some advanced statistical functionality requires [scipy](https://www.scipy.org/) and/or [statsmodels](https://www.statsmodels.org/). Installation ------------ The latest stable release (and required dependencies) can be installed from PyPI: pip install seaborn It is also possible to include optional statistical dependencies: pip install seaborn[stats] Seaborn can also be installed with con",,2013-10-28T22:27:52.869563Z,,,2024-01-25T13:21:52.551420Z,,,,,seaborn,https://pypi.org/project/seaborn/,https://pypi.org/project/seaborn/,36,"[""numpy>=1.20,!=1.24.0"", ""pandas>=1.2"", ""matplotlib>=3.4,!=3.6.1"", ""pytest ; extra == \""dev\"""", ""pytest-cov ; extra == \""dev\"""", ""pytest-xdist ; extra == \""dev\"""", ""flake8 ; extra == \""dev\"""", ""mypy ; extra == \""dev\"""", ""pandas-stubs ; extra == \""dev\"""", ""pre-commit ; extra == \""dev\"""", ""flit ; extra == \""dev\"""", ""numpydoc ; extra == \""docs\"""", ""nbconvert ; extra == \""docs\"""", ""ipykernel ; extra == \""docs\"""", ""sphinx<6.0.0 ; extra == \""docs\"""", ""sphinx-copybutton ; extra == \""docs\"""", ""sphinx-issues ; extra == \""docs\"""", ""sphinx-design ; extra == \""docs\"""", ""pyyaml ; extra == \""docs\"""", ""pydata_sphinx_theme==0.10.0rc2 ; extra == \""docs\"""", ""scipy>=1.7 ; extra == \""stats\"""", ""statsmodels>=0.12 ; extra == \""stats\""""]",>=3.8,2026-08-03T21:35:12.483206+00:00,Statistical data visualization,0.13.2,False,,fi0hecCeYRaeVAFLQ,7XUlEw2jjw7Bsy5k2 ,Tom Christie ,"[""Development Status :: 3 - Alpha"", ""Environment :: Web Environment"", ""Framework :: AnyIO"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Internet :: WWW/HTTP""]",8,"

✨ The little ASGI framework that shines. ✨

--- [![Build Status](https://github.com/Kludex/starlette/workflows/Test%20Suite/badge.svg)](https://github.com/Kludex/starlette/actions) [![Package version](https://badge.fury.io/py/starlette.svg)](https://pypi.python.org/pypi/starlette) [![Supported Python Version](https://img.shields.io/pypi/pyversions/starlette.svg?color=%2334D058)](https://pypi.org/project/starlette) [![Discord](https://img.shields.io/discord/1051468649518616576?logo=discord&logoColor=ffffff&color=7389D8&labelColor=6A7EC2)](https://discord.gg/RxKUF5JuHs) --- **Documentation**: https://starlette.dev **Source Code**: https://github.com/Kludex/starlette --- # Starlette Starlette is a lightweight [ASGI][asgi] framework/toolkit, which is ideal for building async web services in Python. It is production-ready, and gives you the following: * A lightweight, low-complexity HTTP web framework. * WebSocket support. * In-process background tasks. * Startup and shutdown events. * Test client built on `httpx`. * CORS, GZip, Static Files, Streaming responses. * Session and Cookie support. * 100% test coverage. * 100% type annotated codebase. * Few hard dependencies. * Compatible with `asyncio` and `trio` backends. * Great overall performance [against independent benchmarks][techempower]. ## Installation ```shell $ pip install starlette ",,2018-06-25T13:13:07.859399Z,,,2026-06-12T09:23:11.602344Z,,BSD-3-Clause,,Marcelo Trylesinski ,starlette,https://pypi.org/project/starlette/,https://pypi.org/project/starlette/,197,"[""anyio<5,>=3.6.2"", ""typing-extensions>=4.10.0; python_version < \""3.13\"""", ""httpx2>=2.0.0; extra == \""full\"""", ""httpx<0.29.0,>=0.27.0; extra == \""full\"""", ""itsdangerous; extra == \""full\"""", ""jinja2; extra == \""full\"""", ""python-multipart>=0.0.18; extra == \""full\"""", ""pyyaml; extra == \""full\""""]",>=3.10,2026-08-03T21:35:12.546277+00:00,The little ASGI library that shines.,1.3.1,False,,fi0hecCeYRaeVAFLQ,7XUlEw2jjw7Bsy5k2 ,,"[""Development Status :: 4 - Beta"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Intended Audience :: End Users/Desktop"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: BSD License"", ""Natural Language :: English"", ""Operating System :: OS Independent"", ""Programming Language :: Cython"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.9"", ""Topic :: Office/Business :: Financial"", ""Topic :: Scientific/Engineering""]",28,".. image:: docs/source/images/statsmodels-logo-v2-horizontal.svg :alt: Statsmodels logo |PyPI Version| |Conda Version| |License| |Azure CI Build Status| |Codecov Coverage| |Coveralls Coverage| |PyPI downloads| |Conda downloads| About statsmodels ================= statsmodels is a Python package that provides a complement to scipy for statistical computations including descriptive statistics and estimation and inference for statistical models. Documentation ============= The documentation for the latest release is at https://www.statsmodels.org/stable/ The documentation for the development version is at https://www.statsmodels.org/dev/ Recent improvements are highlighted in the release notes https://www.statsmodels.org/stable/release/ Backups of documentation are available at https://statsmodels.github.io/stable/ and https://statsmodels.github.io/dev/. Main Features ============= * Linear regression models: - Ordinary least squares - Generalized least squares - Weighted least squares - Least squares with autoregressive errors - Quantile regression - Recursive least squares * Mixed Linear Model with mixed effects and variance components * GLM: Generalized linear models with support for all of the one-parameter exponential family distributions * Bayesian Mixed GLM for Binomial and Poisson * GEE: Generalized Estimating Equations for one-way clustered or longitudinal data * Discrete models: - Logit and Probit - Multinomial logit (MNLogit) - Poisson and Generalized Poisson regression - Negative Binomial regression - Zero-Inflated Count models * RLM: Robust linear models with support for several M-estimators. * Time Series Analysis: models for time series analysis - Complete StateSpace modeling framework - Seasonal ARIMA and ARIMAX models - VARMA and VARMAX models - Dynamic Factor models - Unobserved Component models - Markov switching models (MSAR), also known as Hidden Markov Models (HMM) - Univariate ",,2012-06-19T14:08:59.918143Z,https://www.statsmodels.org/,,2025-12-05T23:15:24.013627Z,BSD License,,statsmodels Developers,pystatsmodels@googlegroups.com,statsmodels,https://pypi.org/project/statsmodels/,https://pypi.org/project/statsmodels/,41,"[""numpy<3,>=1.22.3"", ""scipy!=1.9.2,>=1.8"", ""pandas!=2.1.0,>=1.4"", ""patsy>=0.5.6"", ""packaging>=21.3"", ""cython>=3.0.10; extra == \""build\"""", ""cython>=3.0.10; extra == \""develop\"""", ""cython<4,>=3.0.10; extra == \""develop\"""", ""setuptools_scm[toml]~=8.0; extra == \""develop\"""", ""matplotlib>=3; extra == \""develop\"""", ""colorama; extra == \""develop\"""", ""joblib; extra == \""develop\"""", ""jinja2; extra == \""develop\"""", ""pytest<8,>=7.3.0; extra == \""develop\"""", ""pytest-randomly; extra == \""develop\"""", ""pytest-xdist; extra == \""develop\"""", ""pytest-cov; extra == \""develop\"""", ""pywinpty; os_name == \""nt\"" and extra == \""develop\"""", ""flake8; extra == \""develop\"""", ""isort; extra == \""develop\"""", ""sphinx; extra == \""docs\"""", ""nbconvert; extra == \""docs\"""", ""jupyter_client; extra == \""docs\"""", ""ipykernel; extra == \""docs\"""", ""matplotlib; extra == \""docs\"""", ""nbformat; extra == \""docs\"""", ""numpydoc; extra == \""docs\"""", ""pandas-datareader; extra == \""docs\""""]",>=3.9,2026-08-03T21:35:12.597553+00:00,Statistical computations and models for Python,0.14.6,False,,fi0hecCeYRaeVAFLQ,7XUlEw2jjw7Bsy5k2 ,Scrapy developers ,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Framework :: Scrapy"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Internet :: WWW/HTTP"", ""Topic :: Software Development :: Libraries :: Application Frameworks"", ""Topic :: Software Development :: Libraries :: Python Modules""]",18,"|logo| .. |logo| image:: https://raw.githubusercontent.com/scrapy/scrapy/master/docs/_static/logo.svg :target: https://scrapy.org :alt: Scrapy :width: 480px |version| |python_version| |ubuntu| |macos| |windows| |coverage| |conda| |deepwiki| .. |version| image:: https://img.shields.io/pypi/v/Scrapy.svg :target: https://pypi.org/pypi/Scrapy :alt: PyPI Version .. |python_version| image:: https://img.shields.io/pypi/pyversions/Scrapy.svg :target: https://pypi.org/pypi/Scrapy :alt: Supported Python Versions .. |ubuntu| image:: https://github.com/scrapy/scrapy/workflows/Ubuntu/badge.svg :target: https://github.com/scrapy/scrapy/actions?query=workflow%3AUbuntu :alt: Ubuntu .. |macos| image:: https://github.com/scrapy/scrapy/workflows/macOS/badge.svg :target: https://github.com/scrapy/scrapy/actions?query=workflow%3AmacOS :alt: macOS .. |windows| image:: https://github.com/scrapy/scrapy/workflows/Windows/badge.svg :target: https://github.com/scrapy/scrapy/actions?query=workflow%3AWindows :alt: Windows .. |coverage| image:: https://img.shields.io/codecov/c/github/scrapy/scrapy/master.svg :target: https://codecov.io/github/scrapy/scrapy?branch=master :alt: Coverage report .. |conda| image:: https://anaconda.org/conda-forge/scrapy/badges/version.svg :target: https://anaconda.org/conda-forge/scrapy :alt: Conda Version .. |deepwiki| image:: https://deepwiki.com/badge.svg :target: https://deepwiki.com/scrapy/scrapy :alt: Ask DeepWiki Scrapy_ is a web scraping framework to extract structured data from websites. It is cross-platform, and requires Python 3.10+. It is maintained by Zyte_ (formerly Scrapinghub) and `many other contributors`_. .. _many other contributors: https://github.com/scrapy/scrapy/graphs/contributors .. _Scrapy: https://scrapy.org/ .. _Zyte: https://www.zyte.com/ Install with: .. code:: bash pip install scrapy And follow the documentation_ to learn how to use it. .. _documentation: htt",,2009-12-12T23:18:04.903922Z,,,2026-07-07T10:27:43.298078Z,,BSD-3-Clause,,Pablo Hoffman ,Scrapy,https://pypi.org/project/Scrapy/,https://pypi.org/project/Scrapy/,113,"[""cryptography>=37.0.0"", ""cssselect>=0.9.1"", ""defusedxml>=0.7.1"", ""itemadapter>=0.1.0"", ""itemloaders>=1.0.1"", ""lxml>=4.6.4"", ""packaging"", ""parsel>=1.5.0"", ""protego>=0.1.15"", ""pydispatcher>=2.0.5; platform_python_implementation == \""CPython\"""", ""pyopenssl>=22.0.0"", ""pypydispatcher>=2.1.0; platform_python_implementation == \""PyPy\"""", ""queuelib>=1.4.2"", ""service-identity>=23.1.0"", ""tldextract"", ""twisted>=21.7.0"", ""w3lib>=1.17.0"", ""zope-interface>=5.1.0""]",>=3.10,2026-08-03T21:35:12.634938+00:00,A high-level Web Crawling and Web Scraping framework,2.17.0,False,,fi0hecCeYRaeVAFLQ,7XUlEw2jjw7Bsy5k2 ,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Operating System :: MacOS :: MacOS X"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Software Development :: Libraries"", ""Topic :: Software Development :: Testing""]",6,"====================== Selenium Client Driver ====================== Introduction ============ Python language bindings for Selenium WebDriver. The `selenium` package is used to automate web browser interaction from Python. +-------------------+--------------------------------------------------------+ | **Home**: | https://selenium.dev | +-------------------+--------------------------------------------------------+ | **GitHub**: | https://github.com/SeleniumHQ/Selenium | +-------------------+--------------------------------------------------------+ | **PyPI**: | https://pypi.org/project/selenium | +-------------------+--------------------------------------------------------+ | **IRC/Slack**: | https://selenium.dev/support/#ChatRoom | +-------------------+--------------------------------------------------------+ | **Docs**: | https://selenium.dev/selenium/docs/api/py | +-------------------+--------------------------------------------------------+ | **API Reference**:| https://selenium.dev/selenium/docs/api/py/api.html | +-------------------+--------------------------------------------------------+ Updated documentation published with each commit is available at: `readthedocs.io `_ ---- Supported Python Versions ========================= * Python 3.10+ Supported Browsers ================== Several browsers are supported, as well as the Remote protocol: * Chrome * Edge * Firefox * Safari * WebKitGTK * WPEWebKit Installing ========== Install or upgrade the Python bindings with `pip `. Latest official release:: pip install -U selenium Nightly development release:: pip install -U --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ selenium Note: you should consider using a `virtual environment =2026.2.25"", ""trio<1.0,>=0.31.0"", ""trio-websocket<1.0,>=0.12.2"", ""typing_extensions<5.0,>=4.15.0"", ""urllib3[socks]<3.0,>=2.6.3"", ""websocket-client<2.0,>=1.8.0""]",>=3.10,2026-08-03T21:35:12.731512+00:00,Official Python bindings for Selenium WebDriver,4.46.0,False,,fi0hecCeYRaeVAFLQ,7XUlEw2jjw7Bsy5k2 ,Scott Lundberg ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Information Technology"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: MIT License"", ""Operating System :: MacOS"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Operating System :: Unix"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Scientific/Engineering"", ""Topic :: Scientific/Engineering :: Artificial Intelligence""]",61,"

--- [![PyPI](https://img.shields.io/pypi/v/shap)](https://pypi.org/project/shap/) [![Conda](https://img.shields.io/conda/vn/conda-forge/shap)](https://anaconda.org/conda-forge/shap) ![License](https://img.shields.io/github/license/shap/shap) ![Tests](https://github.com/shap/shap/actions/workflows/run_tests.yml/badge.svg) [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/shap/shap/master) [![Documentation Status](https://readthedocs.org/projects/shap/badge/?version=latest)](https://shap.readthedocs.io/en/latest/?badge=latest) ![Downloads](https://img.shields.io/pypi/dm/shap) [![PyPI pyversions](https://img.shields.io/pypi/pyversions/shap)](https://pypi.org/pypi/shap/) **SHAP (SHapley Additive exPlanations)** is a game theoretic approach to explain the output of any machine learning model. It connects optimal credit allocation with local explanations using the classic Shapley values from game theory and their related extensions (see [papers](#citations) for details and citations). ## Install SHAP can be installed from either [PyPI](https://pypi.org/project/shap) or [conda-forge](https://anaconda.org/conda-forge/shap): 
pip install shap
or
conda install -c conda-forge shap
### GPU support To enable GPU-accelerated Tree SHAP, install from source with the CUDA toolkit available and the `SHAP_ENABLE_CUDA` environment variable set: 
SHAP_ENABLE_CUDA=1 pip install .
This requires the [",,2016-12-01T18:38:09.078917Z,,,2026-05-28T14:17:49.011248Z,MIT License,,,,shap,https://pypi.org/project/shap/,https://pypi.org/project/shap/,111,"[""numpy>=2"", ""scipy"", ""scikit-learn"", ""pandas"", ""tqdm>=4.27.0"", ""packaging>20.9"", ""slicer==0.0.8"", ""numba<0.63; sys_platform == \""darwin\"" and platform_machine == \""x86_64\"""", ""numba; sys_platform != \""darwin\"" or platform_machine != \""x86_64\"""", ""llvmlite<0.46; sys_platform == \""darwin\"" and platform_machine == \""x86_64\"""", ""llvmlite; sys_platform != \""darwin\"" or platform_machine != \""x86_64\"""", ""cloudpickle"", ""matplotlib; extra == \""plots\"""", ""ipython; extra == \""plots\"""", ""lime; extra == \""others\"""", ""scikit-learn; extra == \""download-datasets\"""", ""matplotlib; extra == \""docs\"""", ""ipython; extra == \""docs\"""", ""numpydoc; extra == \""docs\"""", ""sphinx_rtd_theme; extra == \""docs\"""", ""sphinx; extra == \""docs\"""", ""nbsphinx; extra == \""docs\"""", ""sphinx_github_changelog; extra == \""docs\"""", ""myst-parser; extra == \""docs\"""", ""requests; extra == \""docs\"""", ""ipywidgets; extra == \""docs\"""", ""pytest; extra == \""test-core\"""", ""pytest-mpl; extra == \""test-core\"""", ""pytest-cov; extra == \""test-core\"""", ""mypy; extra == \""test-core\"""", ""pytest; extra == \""test\"""", ""pytest-mpl; extra == \""test\"""", ""pytest-cov; extra == \""test\"""", ""xgboost; extra == \""test\"""", ""lightgbm; extra == \""test\"""", ""catboost; python_version < \""3.14\"" and extra == \""test\"""", ""gpboost==1.6.3.1; python_version < \""3.14\"" and extra == \""test\"""", ""ngboost; extra == \""test\"""", ""pyspark; extra == \""test\"""", ""pyod; extra == \""test\"""", ""transformers<4.54.0; extra == \""test\"""", ""tf-keras; extra == \""test\"""", ""protobuf; extra == \""test\"""", ""torch<=2.11.0; python_version < \""3.14\"" and extra == \""test\"""", ""torchvision; python_version < \""3.14\"" and extra == \""test\"""", ""tensorflow; python_version < \""3.14\"" and extra == \""test\"""", ""sentencepiece; extra == \""test\"""", ""opencv-python; extra == \""test\"""", ""numpy>=2.0; extra == \""test\"""", ""causalml>=0.15.5; extra == \""test\"""", ""selenium; extra == \""test\"""", ""jupyter; extra == \""test-notebooks\"""", ""nbconvert; extra == \""test-notebooks\"""", ""nbformat; extra == \""test-notebooks\"""", ""nlp; extra == \""test-notebooks\"""", ""transformers; extra == \""test-notebooks\"""", ""datasets; extra == \""test-notebooks\"""", ""keras; extra == \""test-notebooks\"""", ""nbtest-plugin; extra == \""nbtest\"""", ""nbtest-gen; extra == \""nbtest\"""", ""nbtest-lab-extension; extra == \""nbtest\""""]",>=3.12,2026-08-03T21:35:12.775751+00:00,A unified approach to explain the output of any machine learning model.,0.52.0,False,,fi0hecCeYRaeVAFLQ,7XUlEw2jjw7Bsy5k2 lxml dev team,lxml@lxml.de,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Information Technology"", ""Operating System :: OS Independent"", ""Programming Language :: C"", ""Programming Language :: Cython"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: Text Processing :: Markup :: HTML"", ""Topic :: Text Processing :: Markup :: XML""]",4,"lxml is a Pythonic, mature binding for the libxml2 and libxslt libraries. It provides safe and convenient access to these libraries using the ElementTree API. It extends the ElementTree API significantly to offer support for XPath, RelaxNG, XML Schema, XSLT, C14N and much more. To contact the project, go to the `project home page `_ or see our bug tracker at https://launchpad.net/lxml In case you want to use the current in-development version of lxml, you can get it from the github repository at https://github.com/lxml/lxml . Note that this requires Cython to build the sources, see the build instructions on the project home page. After an official release of a new stable series, bug fixes may become available at https://github.com/lxml/lxml/tree/lxml-6.1 . Running ``pip install https://github.com/lxml/lxml/archive/refs/heads/lxml-6.1.tar.gz`` will install the unreleased branch state as soon as a maintenance branch has been established. Note that this requires Cython to be installed at an appropriate version for the build. 6.1.1 (2026-05-18) ================== Bugs fixed ---------- * The known link attributes in ``lxml.html.defs.link_attrs`` were missing ``xlink:href``, which can be used for URL bypass attacks in embedded SVG/MathML/etc. content. https://github.com/fedora-python/lxml_html_clean/security/advisories/GHSA-4jhm-jv67-739f * The Linux wheels use a patched libxslt 1.1.43, fixing CVE-2025-7424 and CVE-2025-11731. * The Windows wheels use libxslt 1.1.45, fixing CVE-2025-7424 and CVE-2025-11731. ",,2007-07-03T21:39:17Z,https://lxml.de/,,2026-06-17T02:00:37.630568Z,BSD-3-Clause,,lxml dev team,lxml@lxml.de,lxml,https://pypi.org/project/lxml/,https://pypi.org/project/lxml/,127,"[""cssselect>=0.7; extra == \""cssselect\"""", ""html5lib; extra == \""html5\"""", ""BeautifulSoup4; extra == \""htmlsoup\"""", ""lxml_html_clean; extra == \""html-clean\""""]",>=3.8,2026-08-03T21:34:25.879830+00:00,Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.,6.1.1,False,,Raf8DrFL6og8JV09b,H1v81GhB24H5VeU88 ,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Science/Research"", ""Natural Language :: English"", ""Operating System :: MacOS"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Operating System :: Unix"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Scientific/Engineering :: Artificial Intelligence""]",15,"LightGBM Python-package ======================= |License| |Python Versions| |PyPI Version| |PyPI Downloads| |conda Version| |conda Downloads| |API Docs| Installation ------------ Preparation ''''''''''' 32-bit Python is not supported. Please install 64-bit version. If you have a strong need to install with 32-bit Python, refer to `Build 32-bit Version with 32-bit Python section <#build-32-bit-version-with-32-bit-python>`__. | Install from `PyPI `_ '''''''''''''''''''''''''''''''''''''''''''''''''''''''' .. code:: sh pip install lightgbm Compiled library that is included in the wheel file supports both **GPU** (don't confuse with CUDA version) and **CPU** versions out of the box. This feature is available only for **Windows** and **Linux** currently. To use **GPU** version you only need to install OpenCL Runtime libraries. For NVIDIA and AMD GPU they are included in the ordinary drivers for your graphics card, so no action is required. If you would like your AMD or Intel CPU to act like a GPU (for testing and debugging), you can install `AMD APP SDK `_ on **Windows** and `PoCL `_ on **Linux**. Many modern Linux distributions provide packages for PoCL, look for ``pocl-opencl-icd`` on Debian-based distributions and ``pocl`` on RedHat-based distributions. For **Windows** users, `VC runtime `_ is needed if **Visual Studio** is not installed. For **macOS** users, the **OpenMP** library is needed. You can install it by the following command: ``brew install libomp``. | Install Nightly Packages '''''''''''''''''''''''' Python packages are built on each new commit to ``main`` and uploaded to https://anaconda.org/lightgbm-packages. Only the latest development version is available there, and can be installed",,2017-06-20T04:52:45.556895Z,,,2026-07-18T21:00:56.139003Z,,,,Yu Shi ,lightgbm,https://pypi.org/project/lightgbm/,https://pypi.org/project/lightgbm/,38,"[""narwhals>=1.15"", ""numpy>=1.21.3"", ""scipy"", ""narwhals[pyarrow]; extra == \""arrow\"""", ""pyarrow>=16.0.0; extra == \""arrow\"""", ""dask[array,dataframe,distributed]>=2.0.0; extra == \""dask\"""", ""narwhals[pandas]; extra == \""dask\"""", ""pandas>=1.3.4; extra == \""dask\"""", ""narwhals[pandas]; extra == \""pandas\"""", ""pandas>=1.3.4; extra == \""pandas\"""", ""graphviz; extra == \""plotting\"""", ""matplotlib; extra == \""plotting\"""", ""narwhals[polars]; extra == \""polars\"""", ""polars>=1.0.0; extra == \""polars\"""", ""scikit-learn>=1.0.2; extra == \""scikit-learn\""""]",>=3.10,2026-08-03T21:34:25.910185+00:00,LightGBM Python-package,4.7.0,False,,Raf8DrFL6og8JV09b,H1v81GhB24H5VeU88 ,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Scientific/Engineering :: Artificial Intelligence"", ""Topic :: Software Development :: Libraries :: Python Modules""]",21,"# 🦜️🔗 LangChain [![PyPI - Version](https://img.shields.io/pypi/v/langchain?label=%20)](https://pypi.org/project/langchain/#history) [![PyPI - License](https://img.shields.io/pypi/l/langchain)](https://opensource.org/licenses/MIT) [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain)](https://pypistats.org/packages/langchain) [![Twitter](https://img.shields.io/twitter/url/https/twitter.com/langchain_oss.svg?style=social&label=Follow%20%40LangChain)](https://x.com/langchain_oss) Looking for the JS/TS version? Check out [LangChain.js](https://github.com/langchain-ai/langchainjs). To help you ship LangChain apps to production faster, check out [LangSmith](https://www.langchain.com/langsmith). [LangSmith](https://www.langchain.com/langsmith) is a unified developer platform for building, testing, and monitoring LLM applications. ## Quick Install ```bash uv add langchain ``` ## 🤔 What is this? LangChain is the easiest way to start building agents and applications powered by LLMs. With under 10 lines of code, you can connect to OpenAI, Anthropic, Google, and [more](https://docs.langchain.com/oss/python/integrations/providers/overview). LangChain provides a pre-built agent architecture and model integrations to help you get started quickly and seamlessly incorporate LLMs into your agents and applications. We recommend you use LangChain if you want to quickly build agents and autonomous applications. Use [LangGraph](https://docs.langchain.com/oss/python/langgraph/overview), our low-level agent orchestration framework and runtime, when you have more advanced needs that require a combination of deterministic and agentic workflows, heavy customization, and carefully controlled latency. LangChain [agents](https://docs.langchain.com/oss/python/langchain/agents) are built on top of LangGraph in order to provide durable execution, streaming, human-in-the-loop, persistence, and more. (You do not need to know LangGraph for basic LangChain agent usage.) ## 📖 Document",,2022-10-25T04:10:02.367794Z,,,2026-07-16T13:28:18.290925Z,MIT,,,,langchain,https://pypi.org/project/langchain/,https://pypi.org/project/langchain/,508,"[""langchain-core<2.0.0,>=1.4.9"", ""langgraph<1.3.0,>=1.2.5"", ""pydantic<3.0.0,>=2.7.4"", ""langchain-anthropic; extra == \""anthropic\"""", ""langchain-aws; extra == \""aws\"""", ""langchain-azure-ai; extra == \""azure-ai\"""", ""langchain-baseten>=0.2.0; extra == \""baseten\"""", ""langchain-community; extra == \""community\"""", ""langchain-deepseek; extra == \""deepseek\"""", ""langchain-fireworks; extra == \""fireworks\"""", ""langchain-google-genai; extra == \""google-genai\"""", ""langchain-google-vertexai; extra == \""google-vertexai\"""", ""langchain-groq; extra == \""groq\"""", ""langchain-huggingface; extra == \""huggingface\"""", ""langchain-meta; extra == \""meta\"""", ""langchain-mistralai; extra == \""mistralai\"""", ""langchain-ollama; extra == \""ollama\"""", ""langchain-openai; extra == \""openai\"""", ""langchain-perplexity; extra == \""perplexity\"""", ""langchain-together; extra == \""together\"""", ""langchain-xai; extra == \""xai\""""]","<4.0.0,>=3.10.0",2026-08-03T21:34:25.967755+00:00,Building applications with LLMs through composability,1.3.14,False,,Raf8DrFL6og8JV09b,H1v81GhB24H5VeU88 ,Delgan ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Natural Language :: English"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.5"", ""Programming Language :: Python :: 3.6"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: System :: Logging""]",27,"

______________________________________________________________________ **Loguru** is a library which aims to bring enjoyable logging in Python. Did you ever feel lazy about configuring a logger and used `print()` instead?... I did, yet logging is fundamental to every application and eases the process of debugging. Using **Loguru** you have no excuse not to use logging from the start, th",,2018-12-07T09:09:56.617657Z,,"loguru, logging, logger, log",2024-12-06T11:20:56.608146Z,,,,,loguru,https://pypi.org/project/loguru/,https://pypi.org/project/loguru/,21,"[""colorama>=0.3.4; sys_platform == \""win32\"""", ""aiocontextvars>=0.2.0; python_version < \""3.7\"""", ""win32-setctime>=1.0.0; sys_platform == \""win32\"""", ""pre-commit==4.0.1; extra == \""dev\"" and python_version >= \""3.9\"""", ""tox==3.27.1; extra == \""dev\"" and python_version < \""3.8\"""", ""tox==4.23.2; extra == \""dev\"" and python_version >= \""3.8\"""", ""pytest==6.1.2; extra == \""dev\"" and python_version < \""3.8\"""", ""pytest==8.3.2; extra == \""dev\"" and python_version >= \""3.8\"""", ""pytest-cov==2.12.1; extra == \""dev\"" and python_version < \""3.8\"""", ""pytest-cov==5.0.0; extra == \""dev\"" and (python_version >= \""3.8\"" and python_version < \""3.9\"")"", ""pytest-cov==6.0.0; extra == \""dev\"" and python_version >= \""3.9\"""", ""pytest-mypy-plugins==1.9.3; extra == \""dev\"" and (python_version >= \""3.6\"" and python_version < \""3.8\"")"", ""pytest-mypy-plugins==3.1.0; extra == \""dev\"" and python_version >= \""3.8\"""", ""colorama==0.4.5; extra == \""dev\"" and python_version < \""3.8\"""", ""colorama==0.4.6; extra == \""dev\"" and python_version >= \""3.8\"""", ""freezegun==1.1.0; extra == \""dev\"" and python_version < \""3.8\"""", ""freezegun==1.5.0; extra == \""dev\"" and python_version >= \""3.8\"""", ""exceptiongroup==1.1.3; extra == \""dev\"" and (python_version >= \""3.7\"" and python_version < \""3.11\"")"", ""mypy==v0.910; extra == \""dev\"" and python_version < \""3.6\"""", ""mypy==v0.971; extra == \""dev\"" and (python_version >= \""3.6\"" and python_version < \""3.7\"")"", ""mypy==v1.4.1; extra == \""dev\"" and (python_version >= \""3.7\"" and python_version < \""3.8\"")"", ""mypy==v1.13.0; extra == \""dev\"" and python_version >= \""3.8\"""", ""Sphinx==8.1.3; extra == \""dev\"" and python_version >= \""3.11\"""", ""sphinx-rtd-theme==3.0.2; extra == \""dev\"" and python_version >= \""3.11\"""", ""myst-parser==4.0.0; extra == \""dev\"" and python_version >= \""3.11\"""", ""build==1.2.2; extra == \""dev\"" and python_version >= \""3.11\"""", ""twine==6.0.1; extra == \""dev\"" and python_version >= \""3.11\""""]","<4.0,>=3.5",2026-08-03T21:34:26.004478+00:00,Python logging made (stupidly) simple,0.7.3,False,,Raf8DrFL6og8JV09b,H1v81GhB24H5VeU88 ,,"[""Development Status :: 4 - Beta"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Software Development :: Code Generators"", ""Topic :: Software Development :: Compilers""]",0,"======== llvmlite ======== .. image:: https://dev.azure.com/numba/numba/_apis/build/status/numba.llvmlite?branchName=main :target: https://dev.azure.com/numba/numba/_build/latest?definitionId=2&branchName=main :alt: Azure Pipelines .. image:: https://coveralls.io/repos/github/numba/llvmlite/badge.svg :target: https://coveralls.io/github/numba/llvmlite :alt: Coveralls.io .. image:: https://readthedocs.org/projects/llvmlite/badge/ :target: https://llvmlite.readthedocs.io :alt: Readthedocs.io A Lightweight LLVM Python Binding for Writing JIT Compilers ----------------------------------------------------------- .. _llvmpy: https://github.com/llvmpy/llvmpy llvmlite is a project originally tailored for Numba_'s needs, using the following approach: * A small C wrapper around the parts of the LLVM C++ API we need that are not already exposed by the LLVM C API. * A ctypes Python wrapper around the C API. * A pure Python implementation of the subset of the LLVM IR builder that we need for Numba. Why llvmlite ============ The old llvmpy_ binding exposes a lot of LLVM APIs but the mapping of C++-style memory management to Python is error prone. Numba_ and many JIT compilers do not need a full LLVM API. Only the IR builder, optimizer, and JIT compiler APIs are necessary. Key Benefits ============ * The IR builder is pure Python code and decoupled from LLVM's frequently-changing C++ APIs. * Materializing a LLVM module calls LLVM's IR parser which provides better error messages than step-by-step IR building through the C++ API (no more segfaults or process aborts). * Most of llvmlite uses the LLVM C API which is small but very stable (low maintenance when changing LLVM version). * The binding is not a Python C-extension, but a plain DLL accessed using ctypes (no need to wrestle with Python's compiler requirements and C++ 11 compatibility). * The Python binding layer has sane memory management. * llvmlite is faster than llvmpy thanks to ",,2014-12-17T21:36:45.479189Z,http://llvmlite.readthedocs.io,,2026-07-23T01:40:48.562161Z,,BSD-2-Clause AND Apache-2.0 WITH LLVM-exception,,,llvmlite,https://pypi.org/project/llvmlite/,https://pypi.org/project/llvmlite/,73,[],>=3.10,2026-08-03T21:34:26.045950+00:00,lightweight wrapper around basic LLVM functionality,0.48.0,False,,Raf8DrFL6og8JV09b,H1v81GhB24H5VeU88 ,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: GNU Library or Lesser General Public License (LGPL)"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9""]",12,"A programmable client library that takes advantage of the commonalities among lazr.restful web services to provide added functionality on top of wadllib. For detailed documentation, please see: https://lazr-restfulclient.readthedocs.io/ .. This file is part of lazr.restfulclient. lazr.restfulclient is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public License as published by the Free Software Foundation, version 3 of the License. lazr.restfulclient is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU Lesser General Public License for more details. You should have received a copy of the GNU Lesser General Public License along with lazr.restfulclient. If not, see . ",,2012-04-17T02:56:16.199948Z,,,2026-08-01T19:21:55.052566Z,LGPL v3,,LAZR Developers,,lazr.restfulclient,https://pypi.org/project/lazr.restfulclient/,https://pypi.org/project/lazr.restfulclient/,40,"[""distro"", ""httplib2>=0.7.7"", ""oauthlib"", ""wadllib>=1.1.4"", ""Sphinx; extra == \""docs\"""", ""fixtures>=1.3.0; extra == \""test\"""", ""lazr.restful>=0.11.0; extra == \""test\"""", ""testtools; extra == \""test\"""", ""van.testing; extra == \""test\"""", ""wsgi_intercept; extra == \""test\"""", ""zope.testing>=4.6.0; extra == \""test\"""", ""zope.testrunner>=6.6.1; extra == \""test\""""]",>=3.8,2026-08-03T21:34:26.070282+00:00,A programmable client library that takes advantage of the commonalities among lazr.restful web services.,4.0.0,False,,Raf8DrFL6og8JV09b,H1v81GhB24H5VeU88 OpenStack,openstack-dev@lists.openstack.org,"[""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Operating System :: MacOS"", ""Operating System :: Microsoft :: Windows :: Windows NT/2000"", ""Operating System :: POSIX"", ""Operating System :: POSIX :: Linux"", ""Programming Language :: Python"", ""Programming Language :: Python :: 2"", ""Programming Language :: Python :: 2.7"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.3"", ""Topic :: Software Development :: Libraries :: Python Modules""]",0,"Note: This package is **deprecated**. It is highly preferred that instead of using this code base that instead `fasteners`_ or `oslo.concurrency`_ is used instead. For any questions or comments or further help needed please email `openstack-dev`_ and prefix your email subject with ``[oslo][pylockfile]`` (for a faster response). .. _fasteners: https://pypi.python.org/pypi/fasteners .. _oslo.concurrency: http://docs.openstack.org/developer/oslo.concurrency/ .. _openstack-dev: http://lists.openstack.org/cgi-bin/mailman/listinfo/openstack-dev The lockfile package exports a LockFile class which provides a simple API for locking files. Unlike the Windows msvcrt.locking function, the fcntl.lockf and flock functions, and the deprecated posixfile module, the API is identical across both Unix (including Linux and Mac) and Windows platforms. The lock mechanism relies on the atomic nature of the link (on Unix) and mkdir (on Windows) system calls. An implementation based on SQLite is also provided, more as a demonstration of the possibilities it provides than as production-quality code. Note: In version 0.9 the API changed in two significant ways: * It changed from a module defining several classes to a package containing several modules, each defining a single class. * Where classes had been named SomethingFileLock before the last two words have been reversed, so that class is now SomethingLockFile. The previous module-level definitions of LinkFileLock, MkdirFileLock and SQLiteFileLock will be retained until the 1.0 release. To install: python setup.py install * Documentation: http://docs.openstack.org/developer/pylockfile * Source: http://git.openstack.org/cgit/openstack/pylockfile * Bugs: http://bugs.launchpad.net/pylockfile",,2013-08-23T00:52:11.116889Z,http://launchpad.net/pylockfile,,2015-11-25T18:29:58.279992Z,,,,,lockfile,https://pypi.org/project/lockfile/,https://pypi.org/project/lockfile/,5,[],,2026-08-03T21:34:26.101298+00:00,Platform-independent file locking module,0.12.2,False,,Raf8DrFL6og8JV09b,H1v81GhB24H5VeU88 Logilab,contact@logilab.fr,"[""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Topic :: Utilities""]",4,"Logilab's common library ======================== What's this ? ------------- This package contains some modules used by different Logilab projects. It is released under the GNU Lesser General Public License. There is no documentation available yet but the source code should be clean and well documented. Designed to ease: * handling command line options and configuration files * writing interactive command line tools * manipulation of files and character strings * manipulation of common structures such as graph, tree, and pattern such as visitor * generating text and HTML reports * more... Documentation ------------- Documentation is available at https://logilab-common.readthedocs.io/ Installation ------------ logilab-common is available on pypi so you can install it using pip :: pip install logilab-common Or alternatively extract the tarball, jump into the created directory and run :: python setup.py install For installation options, see :: python setup.py install --help Building the documentation -------------------------- Create a virtualenv and install dependencies :: virtualenv venv source venv/bin/activate # you need the krb5-config command to build all dependencies # on debian you can get it using ""apt-get install libkrb5-dev"" pip install doc/requirements-doc.txt # install logilab-common pip install -e . Then build the doc :: cd doc make html It's now available under `doc/_build/html/` Code style ---------- The python code is verified against *flake8* and formatted with *black*. * You can run `tox -e black` to check that the files are well formatted. * You can run `tox -e black-run` to format them if needed. * You can include the `.hgrc` to your own `.hgrc` to automatically run black before each commit/amend. This can be done by writing `%include ../.hgrc` at the end of your `.hgrc`. Comments, support, bug reports ------------------------------ Project page https://www.logilab.o",,2009-03-02T16:08:58.901786Z,https://forge.extranet.logilab.fr/open-source/logilab-common,,2025-03-07T14:51:40.234430Z,LGPL,,,,logilab-common,https://pypi.org/project/logilab-common/,https://pypi.org/project/logilab-common/,81,"[""setuptools"", ""mypy-extensions"", ""typing_extensions"", ""importlib_metadata<7,>=6; python_version < \""3.10\""""]",>=3.6,2026-08-03T21:34:26.129114+00:00,collection of low-level Python packages and modules used by Logilab projects,2.1.0,False,,Raf8DrFL6og8JV09b,H1v81GhB24H5VeU88 ,Erez Shinan ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Programming Language :: Python :: 3"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: Text Processing :: General"", ""Topic :: Text Processing :: Linguistic""]",4,"Lark is a modern general-purpose parsing library for Python. With Lark, you can parse any context-free grammar, efficiently, with very little code. Main Features: - Builds a parse-tree (AST) automagically, based on the structure of the grammar - Earley parser - Can parse all context-free grammars - Full support for ambiguous grammars - LALR(1) parser - Fast and light, competitive with PLY - Can generate a stand-alone parser - CYK parser, for highly ambiguous grammars - EBNF grammar - Unicode fully supported - Automatic line & column tracking - Standard library of terminals (strings, numbers, names, etc.) - Import grammars from Nearley.js - Extensive test suite - And much more! Since version 1.2, only Python versions 3.8 and up are supported. ",,2020-10-13T10:50:00.754326Z,,"Earley, LALR, parser, parsing, ast",2025-10-27T18:25:56.653447Z,MIT,,,,lark,https://pypi.org/project/lark/,https://pypi.org/project/lark/,20,"[""regex; extra == \""regex\"""", ""js2py; extra == \""nearley\"""", ""atomicwrites; extra == \""atomic-cache\"""", ""interegular<0.4.0,>=0.3.1; extra == \""interegular\""""]",>=3.8,2026-08-03T21:34:26.161468+00:00,a modern parsing library,1.3.1,False,,Raf8DrFL6og8JV09b,H1v81GhB24H5VeU88 Marco Tulio Ribeiro,marcotcr@gmail.com,[],0,,,2016-03-24T23:46:14.970327Z,http://github.com/marcotcr/lime,,2020-06-26T21:38:15.460541Z,BSD,,,,lime,https://pypi.org/project/lime/,https://pypi.org/project/lime/,39,[],>=3.5,2026-08-03T21:34:26.194719+00:00,Local Interpretable Model-Agnostic Explanations for machine learning classifiers,0.2.0.1,False,,Raf8DrFL6og8JV09b,H1v81GhB24H5VeU88 ,,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Web Environment"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: BSD License"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Topic :: Internet :: WWW/HTTP :: Dynamic Content"", ""Topic :: Text Processing :: Markup :: HTML"", ""Typing :: Typed""]",2,"# Jinja Jinja is a fast, expressive, extensible templating engine. Special placeholders in the template allow writing code similar to Python syntax. Then the template is passed data to render the final document. It includes: - Template inheritance and inclusion. - Define and import macros within templates. - HTML templates can use autoescaping to prevent XSS from untrusted user input. - A sandboxed environment can safely render untrusted templates. - AsyncIO support for generating templates and calling async functions. - I18N support with Babel. - Templates are compiled to optimized Python code just-in-time and cached, or can be compiled ahead-of-time. - Exceptions point to the correct line in templates to make debugging easier. - Extensible filters, tests, functions, and even syntax. Jinja's philosophy is that while application logic belongs in Python if possible, it shouldn't make the template designer's job difficult by restricting functionality too much. ## In A Nutshell ```jinja {% extends ""base.html"" %} {% block title %}Members{% endblock %} {% block content %} {% endblock %} ``` ## Donate The Pallets organization develops and supports Jinja and other popular packages. In order to grow the community of contributors and users, and allow the maintainers to devote more time to the projects, [please donate today][]. [please donate today]: https://palletsprojects.com/donate ## Contributing See our [detailed contributing documentation][contrib] for many ways to contribute, including reporting issues, requesting features, asking or answering questions, and making PRs. [contrib]: https://palletsprojects.com/contributing/ ",,2008-06-09T16:50:19Z,,,2025-03-05T20:05:02.478302Z,,,,Pallets ,Jinja2,https://pypi.org/project/Jinja2/,https://pypi.org/project/Jinja2/,52,"[""MarkupSafe>=2.0"", ""Babel>=2.7; extra == \""i18n\""""]",>=3.7,2026-08-03T21:34:10.199699+00:00,A very fast and expressive template engine.,3.1.6,False,,8Sy7Z3nTbZUk4YS37,NMlseSIPEwq9AgQcD James Saryerwinnie,js@jamesls.com,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Natural Language :: English"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy""]",0,"JMESPath ======== .. image:: https://badges.gitter.im/Join Chat.svg :target: https://gitter.im/jmespath/chat JMESPath (pronounced ""james path"") allows you to declaratively specify how to extract elements from a JSON document. For example, given this document:: {""foo"": {""bar"": ""baz""}} The jmespath expression ``foo.bar`` will return ""baz"". JMESPath also supports: Referencing elements in a list. Given the data:: {""foo"": {""bar"": [""one"", ""two""]}} The expression: ``foo.bar[0]`` will return ""one"". You can also reference all the items in a list using the ``*`` syntax:: {""foo"": {""bar"": [{""name"": ""one""}, {""name"": ""two""}]}} The expression: ``foo.bar[*].name`` will return [""one"", ""two""]. Negative indexing is also supported (-1 refers to the last element in the list). Given the data above, the expression ``foo.bar[-1].name`` will return ""two"". The ``*`` can also be used for hash types:: {""foo"": {""bar"": {""name"": ""one""}, ""baz"": {""name"": ""two""}}} The expression: ``foo.*.name`` will return [""one"", ""two""]. Installation ============ You can install JMESPath from pypi with: .. code:: bash pip install jmespath API === The ``jmespath.py`` library has two functions that operate on python data structures. You can use ``search`` and give it the jmespath expression and the data: .. code:: python >>> import jmespath >>> path = jmespath.search('foo.bar', {'foo': {'bar': 'baz'}}) 'baz' Similar to the ``re`` module, you can use the ``compile`` function to compile the JMESPath expression and use this parsed expression to perform repeated searches: .. code:: python >>> import jmespath >>> expression = jmespath.compile('foo.bar') >>> expression.search({'foo': {'bar': 'baz'}}) 'baz' >>> expression.search({'foo': {'bar': 'other'}}) 'other' This is useful if you're going to use the same jmespath expression to search multiple documents. This avoids having to reparse the JMESPath expression each time you search a ",,2013-02-27T16:25:11.416279Z,https://github.com/jmespath/jmespath.py,,2026-01-22T16:35:26.279695Z,MIT,,,,jmespath,https://pypi.org/project/jmespath/,https://pypi.org/project/jmespath/,27,[],>=3.9,2026-08-03T21:34:10.235527+00:00,JSON Matching Expressions,1.1.0,False,,8Sy7Z3nTbZUk4YS37,NMlseSIPEwq9AgQcD ,Gael Varoquaux ,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Intended Audience :: Education"", ""Intended Audience :: Science/Research"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.9"", ""Topic :: Scientific/Engineering"", ""Topic :: Software Development :: Libraries"", ""Topic :: Utilities""]",0,"|PyPi| |CIStatus| |ReadTheDocs| |Codecov| .. |PyPi| image:: https://badge.fury.io/py/joblib.svg :target: https://badge.fury.io/py/joblib :alt: Joblib version .. |CIStatus| image:: https://github.com/joblib/joblib/actions/workflows/test.yml/badge.svg :target: https://github.com/joblib/joblib/actions/workflows/test.yml?query=branch%3Amain :alt: CI status .. |ReadTheDocs| image:: https://readthedocs.org/projects/joblib/badge/?version=latest :target: https://joblib.readthedocs.io/en/latest/?badge=latest :alt: Documentation Status .. |Codecov| image:: https://codecov.io/gh/joblib/joblib/branch/main/graph/badge.svg :target: https://codecov.io/gh/joblib/joblib :alt: Codecov coverage The homepage of joblib with user documentation is located on: https://joblib.readthedocs.io Getting the latest code ======================= To get the latest code using git, simply type:: git clone https://github.com/joblib/joblib.git If you don't have git installed, you can download a zip of the latest code: https://github.com/joblib/joblib/archive/refs/heads/main.zip Installing ========== You can use `pip` to install joblib from any directory:: pip install joblib or install it in editable mode from the source directory:: pip install -e . Dependencies ============ - Joblib has no mandatory dependencies besides Python (supported versions are 3.9+). - Joblib has an optional dependency on Numpy (at least version 1.6.1) for array manipulation. - Joblib includes its own vendored copy of `loky `_ for process management. - Joblib can efficiently dump and load numpy arrays but does not require numpy to be installed. - Joblib has an optional dependency on `python-lz4 `_ as a faster alternative to zlib and gzip for compressed serialization. - Joblib has an optional dependency on psutil to mitigate memory leaks in parallel worker processes. - Some examples require exte",,2008-10-26T14:11:28Z,,,2025-12-15T08:41:46.427816Z,,BSD-3-Clause,,,joblib,https://pypi.org/project/joblib/,https://pypi.org/project/joblib/,108,[],>=3.9,2026-08-03T21:34:10.276535+00:00,Lightweight pipelining with Python functions,1.5.3,False,,8Sy7Z3nTbZUk4YS37,NMlseSIPEwq9AgQcD ,Julian Berman ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: File Formats :: JSON"", ""Topic :: File Formats :: JSON :: JSON Schema""]",21,"========== jsonschema ========== |PyPI| |Pythons| |CI| |ReadTheDocs| |Precommit| |Zenodo| .. |PyPI| image:: https://img.shields.io/pypi/v/jsonschema.svg :alt: PyPI version :target: https://pypi.org/project/jsonschema/ .. |Pythons| image:: https://img.shields.io/pypi/pyversions/jsonschema.svg :alt: Supported Python versions :target: https://pypi.org/project/jsonschema/ .. |CI| image:: https://github.com/python-jsonschema/jsonschema/workflows/CI/badge.svg :alt: Build status :target: https://github.com/python-jsonschema/jsonschema/actions?query=workflow%3ACI .. |ReadTheDocs| image:: https://readthedocs.org/projects/python-jsonschema/badge/?version=stable&style=flat :alt: ReadTheDocs status :target: https://python-jsonschema.readthedocs.io/en/stable/ .. |Precommit| image:: https://results.pre-commit.ci/badge/github/python-jsonschema/jsonschema/main.svg :alt: pre-commit.ci status :target: https://results.pre-commit.ci/latest/github/python-jsonschema/jsonschema/main .. |Zenodo| image:: https://zenodo.org/badge/3072629.svg :alt: Zenodo DOI :target: https://zenodo.org/badge/latestdoi/3072629 ``jsonschema`` is an implementation of the `JSON Schema `_ specification for Python. .. code:: python >>> from jsonschema import validate >>> # A sample schema, like what we'd get from json.load() >>> schema = { ... ""type"" : ""object"", ... ""properties"" : { ... ""price"" : {""type"" : ""number""}, ... ""name"" : {""type"" : ""string""}, ... }, ... } >>> # If no exception is raised by validate(), the instance is valid. >>> validate(instance={""name"" : ""Eggs"", ""price"" : 34.99}, schema=schema) >>> validate( ... instance={""name"" : ""Eggs"", ""price"" : ""Invalid""}, schema=schema, ... ) # doctest: +IGNORE_EXCEPTION_DETAIL Traceback (most recent call last): ... ValidationError: 'Invalid' is not of type 'n",,2012-01-02T03:52:12.562044Z,,"data validation, json, json schema, jsonschema, validation",2026-01-07T13:41:07.246891Z,,MIT,,,jsonschema,https://pypi.org/project/jsonschema/,https://pypi.org/project/jsonschema/,109,"[""attrs>=22.2.0"", ""jsonschema-specifications>=2023.03.6"", ""referencing>=0.28.4"", ""rpds-py>=0.25.0"", ""fqdn; extra == \""format\"""", ""idna; extra == \""format\"""", ""isoduration; extra == \""format\"""", ""jsonpointer>1.13; extra == \""format\"""", ""rfc3339-validator; extra == \""format\"""", ""rfc3987; extra == \""format\"""", ""uri-template; extra == \""format\"""", ""webcolors>=1.11; extra == \""format\"""", ""fqdn; extra == \""format-nongpl\"""", ""idna; extra == \""format-nongpl\"""", ""isoduration; extra == \""format-nongpl\"""", ""jsonpointer>1.13; extra == \""format-nongpl\"""", ""rfc3339-validator; extra == \""format-nongpl\"""", ""rfc3986-validator>0.1.0; extra == \""format-nongpl\"""", ""rfc3987-syntax>=1.1.0; extra == \""format-nongpl\"""", ""uri-template; extra == \""format-nongpl\"""", ""webcolors>=24.6.0; extra == \""format-nongpl\""""]",>=3.10,2026-08-03T21:34:10.369427+00:00,An implementation of JSON Schema validation for Python,4.26.0,False,,8Sy7Z3nTbZUk4YS37,NMlseSIPEwq9AgQcD Jupyter Development Team,jupyter@googlegroups.org,"[""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""Intended Audience :: System Administrators"", ""License :: OSI Approved :: BSD License"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.6"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9""]",6,"# Jupyter metapackage Find more information on [the Jupyter homepage](https://jupyter.org). ## A default installation of most common Jupyter packages `pip install jupyter` installs the Jupyter Notebook, JupyterLab, and the IPython Kernel. This is an empty metapackage for user convenience, only expressing dependencies on multiple Jupyter packages. `jupyter` should not be used as a dependency for any packages. For more efficient installation of what you need, all Jupyter components installed by `pip install jupyter` can be installed separately. For example: - `notebook` - Jupyter Notebook - `jupyterlab` - JupyterLab (added to metapackage v1.1) - `ipython` - IPython (terminal) - `ipykernel` - IPython Kernel for Jupyter - `jupyter-console` - terminal Jupyter client - `nbconvert` - convert notebooks between formats - `ipywidgets` - interactive widgets package for IPython No longer included in `pip install jupyter`, but still supported: - `qtconsole` - Qt Console (removed in metapackage v1.1) ",,2015-08-12T00:42:58.951595Z,https://jupyter.org,,2024-08-30T07:15:48.299795Z,BSD,,,,jupyter,https://pypi.org/project/jupyter/,https://pypi.org/project/jupyter/,4,"[""notebook"", ""jupyter-console"", ""nbconvert"", ""ipykernel"", ""ipywidgets"", ""jupyterlab""]",,2026-08-03T21:34:10.395269+00:00,Jupyter metapackage. Install all the Jupyter components in one go.,1.1.1,False,,8Sy7Z3nTbZUk4YS37,NMlseSIPEwq9AgQcD ,Jupyter Development Team ,"[""Development Status :: 5 - Production/Stable"", ""Framework :: Jupyter"", ""Framework :: Jupyter :: JupyterLab"", ""Framework :: Jupyter :: JupyterLab :: 4"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""Intended Audience :: System Administrators"", ""License :: OSI Approved :: BSD License"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14""]",50,"**[Installation](#installation)** | **[Documentation](https://jupyterlab.readthedocs.io)** | **[Contributing](#contributing)** | **[License](#license)** | **[Team](#team)** | **[Getting help](#getting-help)** | # [JupyterLab](https://jupyterlab.readthedocs.io) [![PyPI version](https://badge.fury.io/py/jupyterlab.svg)](https://badge.fury.io/py/jupyterlab) [![PyPI Downloads](https://static.pepy.tech/personalized-badge/jupyterlab?period=monthly&units=INTERNATIONAL_SYSTEM&left_color=GRAY&right_color=GREEN&left_text=downloads)](https://pepy.tech/projects/jupyterlab) [![Build Status](https://github.com/jupyterlab/jupyterlab/workflows/Linux%20Tests/badge.svg)](https://github.com/jupyterlab/jupyterlab/actions?query=branch%3Amain+workflow%3A%22Linux+Tests%22) [![Build Status](https://github.com/jupyterlab/jupyterlab/workflows/Windows%20Tests/badge.svg)](https://github.com/jupyterlab/jupyterlab/actions?query=branch%3Amain+workflow%3A%22Windows+Tests%22) [![Documentation Status](https://readthedocs.org/projects/jupyterlab/badge/?version=stable)](http://jupyterlab.readthedocs.io/en/stable/) [![Crowdin](https://badges.crowdin.net/jupyterlab/localized.svg)](https://crowdin.com/project/jupyterlab) [![OpenSSF Best Practices](https://www.bestpractices.dev/projects/8675/badge)](https://www.bestpractices.dev/projects/8675) [![OpenSSF Scorecard](https://api.scorecard.dev/projects/github.com/jupyterlab/jupyterlab/badge)](https://scorecard.dev/viewer/?uri=github.com/jupyterlab/jupyterlab) [![GitHub](https://img.shields.io/badge/issue_tracking-github-blue.svg)](https://github.com/jupyterlab/jupyterlab/issues) [![Discourse](https://img.shields.io/badge/help_forum-discourse-blue.svg)](https://discourse.jupyter.org/c/jupyterlab) [![Zulip](https://img.shields.io/badge/social_chat-zulip-blue.svg)](https://jupyter.zulipchat.com/#narrow/channel/469762-jupyterlab) [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/jupyterlab/jupyterlab-demo/HEAD?urlpath=lab/tree/demo) ",,2016-06-04T02:51:22.215910Z,,"ipython, jupyter",2026-07-21T13:14:02.738691Z,"Copyright (c) 2015-2025 Project Jupyter Contributors All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: 1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. 2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. 3. Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS ""AS IS"" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.",,,,jupyterlab,https://pypi.org/project/jupyterlab/,https://pypi.org/project/jupyterlab/,603,"[""async-lru>=1.0.0"", ""httpx<1,>=0.25.0"", ""ipykernel!=6.30.0,>=6.5.0"", ""jinja2>=3.0.3"", ""jupyter-builder>=1.0.2"", ""jupyter-core"", ""jupyter-lsp>=2.0.0"", ""jupyter-server<3,>=2.19.0"", ""jupyterlab-server<3,>=2.28.0"", ""notebook-shim>=0.2"", ""packaging>=23.2"", ""tomli>=1.2.2; python_version < \""3.11\"""", ""tornado>=6.2.0"", ""traitlets"", ""typing-extensions>=4.4.0; python_version < \""3.12\"""", ""build; extra == \""dev\"""", ""bump2version; extra == \""dev\"""", ""coverage; extra == \""dev\"""", ""hatch; extra == \""dev\"""", ""pre-commit; extra == \""dev\"""", ""pytest-cov; extra == \""dev\"""", ""ruff==0.15.15; extra == \""dev\"""", ""shellcheck-py; extra == \""dev\"""", ""altair==6.0.0; extra == \""docs-screenshots\"""", ""ipykernel<7.0; extra == \""docs-screenshots\"""", ""ipython==8.16.1; extra == \""docs-screenshots\"""", ""ipywidgets==8.1.5; extra == \""docs-screenshots\"""", ""jupyterlab-geojson==3.4.0; extra == \""docs-screenshots\"""", ""jupyterlab-language-pack-zh-cn==4.3.post1; extra == \""docs-screenshots\"""", ""matplotlib==3.10.0; extra == \""docs-screenshots\"""", ""nbconvert>=7.0.0; extra == \""docs-screenshots\"""", ""pandas==2.2.3; extra == \""docs-screenshots\"""", ""scipy==1.15.1; extra == \""docs-screenshots\"""", ""coverage; extra == \""test\"""", ""pytest-check-links>=0.7; extra == \""test\"""", ""pytest-console-scripts; extra == \""test\"""", ""pytest-cov; extra == \""test\"""", ""pytest-jupyter>=0.5.3; extra == \""test\"""", ""pytest-timeout; extra == \""test\"""", ""pytest-tornasync; extra == \""test\"""", ""pytest-xdist; extra == \""test\"""", ""pytest>=7.0; extra == \""test\"""", ""requests; extra == \""test\"""", ""requests-cache; extra == \""test\"""", ""virtualenv; extra == \""test\"""", ""copier<10,>=9; extra == \""upgrade-extension\"""", ""jinja2-time<0.3; extra == \""upgrade-extension\"""", ""pydantic<3.0; extra == \""upgrade-extension\"""", ""pyyaml-include<3.0; extra == \""upgrade-extension\"""", ""tomli-w<2.0; extra == \""upgrade-extension\""""]",>=3.10,2026-08-03T21:34:10.444233+00:00,JupyterLab computational environment,4.6.2,False,,8Sy7Z3nTbZUk4YS37,NMlseSIPEwq9AgQcD ,Jupyter Development Team ,"[""Framework :: Jupyter"", ""Intended Audience :: Developers"", ""Intended Audience :: Education"", ""Intended Audience :: Science/Research"", ""Intended Audience :: System Administrators"", ""License :: OSI Approved :: BSD License"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3""]",25,"# Jupyter Client [![Build Status](https://github.com/jupyter/jupyter_client/workflows/CI/badge.svg)](https://github.com/jupyter/jupyter_client/actions) [![Documentation Status](https://readthedocs.org/projects/jupyter-client/badge/?version=latest)](http://jupyter-client.readthedocs.io/en/latest/?badge=latest) `jupyter_client` contains the reference implementation of the [Jupyter protocol]. It also provides client and kernel management APIs for working with kernels. It also provides the `jupyter kernelspec` entrypoint for installing kernelspecs for use with Jupyter frontends. ## Development Setup The [Jupyter Contributor Guides](https://jupyter.readthedocs.io/en/latest/contributing/content-contributor.html) provide extensive information on contributing code or documentation to Jupyter projects. The limited instructions below for setting up a development environment are for your convenience. ## Coding You'll need Python and `pip` on the search path. Clone the Jupyter Client git repository to your computer, for example in `/my/project/jupyter_client` ```bash cd /my/projects/ git clone git@github.com:jupyter/jupyter_client.git ``` Now create an [editable install](https://pip.pypa.io/en/stable/reference/pip_install/#editable-installs) and download the dependencies of code and test suite by executing: ```bash cd /my/projects/jupyter_client/ pip install -e "".[test]"" pytest ``` The last command runs the test suite to verify the setup. During development, you can pass filenames to `pytest`, and it will execute only those tests. ## Documentation The documentation of Jupyter Client is generated from the files in `docs/` using Sphinx. Instructions for setting up Sphinx with a selection of optional modules are in the [Documentation Guide](https://jupyter.readthedocs.io/en/latest/contributing/docs-contributions/index.html). You'll also need the `make` command. For a minimal Sphinx installation to process the Jupyter Client docs, execute: ```bash pip install "".[doc]""",,2015-07-12T18:44:36.916728Z,,"Interactive, Interpreter, Shell, Web",2026-06-09T13:15:01.033579Z,"BSD 3-Clause License - Copyright (c) 2001-2015, IPython Development Team - Copyright (c) 2015-, Jupyter Development Team All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: 1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. 2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. 3. Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS ""AS IS"" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.",,,,jupyter-client,https://pypi.org/project/jupyter-client/,https://pypi.org/project/jupyter-client/,99,"[""jupyter-core>=5.1"", ""python-dateutil>=2.8.2"", ""pyzmq>=25.0"", ""tornado>=6.4.1"", ""traitlets>=5.3"", ""typing-extensions>=4.13.0"", ""ipykernel; extra == \""docs\"""", ""myst-parser; extra == \""docs\"""", ""pydata-sphinx-theme; extra == \""docs\"""", ""sphinx-autodoc-typehints; extra == \""docs\"""", ""sphinx>=4; extra == \""docs\"""", ""sphinxcontrib-github-alt; extra == \""docs\"""", ""sphinxcontrib-spelling; extra == \""docs\"""", ""orjson; extra == \""orjson\"""", ""anyio; extra == \""test\"""", ""coverage; extra == \""test\"""", ""ipykernel>=6.14; extra == \""test\"""", ""msgpack; extra == \""test\"""", ""mypy; platform_python_implementation != \""PyPy\"" and extra == \""test\"""", ""paramiko; sys_platform == \""win32\"" and extra == \""test\"""", ""pre-commit; extra == \""test\"""", ""pytest; extra == \""test\"""", ""pytest-cov; extra == \""test\"""", ""pytest-jupyter[client]>=0.6.2; extra == \""test\"""", ""pytest-timeout; extra == \""test\""""]",>=3.10,2026-08-03T21:34:10.478680+00:00,Jupyter protocol implementation and client libraries,8.9.1,False,,8Sy7Z3nTbZUk4YS37,NMlseSIPEwq9AgQcD Tomas Aparicio,tomas@aparicio.me,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: Apache Software License"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14""]",0,"Python JSONPath Next-Generation |Build Status| |PyPI| ===================================================== A final implementation of JSONPath for Python that aims to be standard compliant, including arithmetic and binary comparison operators, as defined in the original `JSONPath proposal`_. This packages merges both `jsonpath-rw`_ and `jsonpath-rw-ext`_ and provides several AST API enhancements, such as the ability to update or remove nodes in the tree. About ----- This library provides a robust and significantly extended implementation of JSONPath for Python. It is tested with CPython 3.10 and higher. This library differs from other JSONPath implementations in that it is a full *language* implementation, meaning the JSONPath expressions are first class objects, easy to analyze, transform, parse, print, and extend. Quick Start ----------- To install, use pip: .. code:: bash $ pip install --upgrade jsonpath-ng Usage ----- Basic examples: .. code:: python $ python >>> from jsonpath_ng import jsonpath, parse # A robust parser, not just a regex. (Makes powerful extensions possible; see below) >>> jsonpath_expr = parse('foo[*].baz') # Extracting values is easy >>> [match.value for match in jsonpath_expr.find({'foo': [{'baz': 1}, {'baz': 2}]})] [1, 2] # Matches remember where they came from >>> [str(match.full_path) for match in jsonpath_expr.find({'foo': [{'baz': 1}, {'baz': 2}]})] ['foo.[0].baz', 'foo.[1].baz'] # Modifying values matching the path >>> jsonpath_expr.update( {'foo': [{'baz': 1}, {'baz': 2}]}, 3) {'foo': [{'baz': 3}, {'baz': 3}]} # Modifying one of the values matching the path >>> matches = jsonpath_expr.find({'foo': [{'baz': 1}, {'baz': 2}]}) >>> matches[0].full_path.update( {'foo': [{'baz': 1}, {'baz': 2}]}, 3) {'foo': [{'baz': 3}, {'baz': 2}]} # Removing all values matching a path >>> jsonpath_expr.filter(lambda d: True, {'foo': [{'baz': 1}, {'baz': 2}]",,2017-03-12T15:27:08.513066Z,https://github.com/h2non/jsonpath-ng,,2026-02-28T00:53:19.637261Z,Apache 2.0,,,,jsonpath-ng,https://pypi.org/project/jsonpath-ng/,https://pypi.org/project/jsonpath-ng/,11,[],,2026-08-03T21:34:10.503923+00:00,"A final implementation of JSONPath for Python that aims to be standard compliant, including arithmetic and binary comparison operators and providing clear AST for metaprogramming.",1.8.0,False,,8Sy7Z3nTbZUk4YS37,NMlseSIPEwq9AgQcD ,,"[""Intended Audience :: Developers"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Topic :: Security"", ""Topic :: Software Development :: Libraries :: Python Modules""]",2,"[![PyPI](https://img.shields.io/pypi/v/jwcrypto.svg)](https://pypi.org/project/jwcrypto/) [![Changelog](https://img.shields.io/github/v/release/latchset/jwcrypto?label=changelog)](https://github.com/latchset/jwcrypto/releases) [![Build Status](https://github.com/latchset/jwcrypto/actions/workflows/build.yml/badge.svg)](https://github.com/latchset/jwcrypto/actions/workflows/build.yml) [![ppc64le Build](https://github.com/latchset/jwcrypto/actions/workflows/ppc64le.yml/badge.svg)](https://github.com/latchset/jwcrypto/actions/workflows/ppc64le.yml) [![Code Scan](https://github.com/latchset/jwcrypto/actions/workflows/codeql-analysis.yml/badge.svg)](https://github.com/latchset/jwcrypto/actions/workflows/codeql-analysis.yml) [![Documentation Status](https://readthedocs.org/projects/jwcrypto/badge/?version=latest)](https://jwcrypto.readthedocs.io/en/latest/?badge=latest) JWCrypto ======== An implementation of the JOSE Working Group documents: - RFC 7515 - JSON Web Signature (JWS) - RFC 7516 - JSON Web Encryption (JWE) - RFC 7517 - JSON Web Key (JWK) - RFC 7518 - JSON Web Algorithms (JWA) - RFC 7519 - JSON Web Token (JWT) - RFC 7520 - Examples of Protecting Content Using JSON Object Signing and Encryption (JOSE) Installation ============ pip install jwcrypto Documentation ============= http://jwcrypto.readthedocs.org Deprecation Notices =================== 2020.12.11: The RSA1_5 algorithm is now considered deprecated due to numerous implementation issues that make it a very problematic tool to use safely. The algorithm can still be used but requires explicitly allowing it on object instantiation. If your application depends on it there are examples of how to re-enable RSA1_5 usage in the tests files. Note: if you enable support for `RSA1_5` and the attacker can send you chosen ciphertext and is able to measure the processing times of your application, then your application will be vulnerable to a Bleichenbacher RSA padding oracle, allowing the so-called ""Mill",,2015-06-16T16:11:29.510694Z,https://github.com/latchset/jwcrypto,,2026-06-24T19:36:50.782528Z,,LGPL-3.0-or-later,JWCrypto Project Contributors,JWCrypto Project Contributors ,jwcrypto,https://pypi.org/project/jwcrypto/,https://pypi.org/project/jwcrypto/,29,"[""cryptography>=39.0.0"", ""typing_extensions>=4.5.0""]",>=3.8,2026-08-03T21:34:10.532420+00:00,Implementation of JOSE Web standards,1.5.8,False,,8Sy7Z3nTbZUk4YS37,NMlseSIPEwq9AgQcD ,Jupyter Development Team ,"[""Framework :: Jupyter"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""Intended Audience :: System Administrators"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3""]",13,Jupyter core package. A base package on which Jupyter projects rely.,,2015-07-02T16:52:55.475739Z,,,2025-10-16T19:19:18.444575Z,,BSD-3-Clause,,,jupyter-core,https://pypi.org/project/jupyter-core/,https://pypi.org/project/jupyter-core/,64,"[""platformdirs>=2.5"", ""traitlets>=5.3"", ""intersphinx-registry; extra == \""docs\"""", ""myst-parser; extra == \""docs\"""", ""pydata-sphinx-theme; extra == \""docs\"""", ""sphinx-autodoc-typehints; extra == \""docs\"""", ""sphinxcontrib-spelling; extra == \""docs\"""", ""traitlets; extra == \""docs\"""", ""ipykernel; extra == \""test\"""", ""pre-commit; extra == \""test\"""", ""pytest-cov; extra == \""test\"""", ""pytest-timeout; extra == \""test\"""", ""pytest<9; extra == \""test\""""]",>=3.10,2026-08-03T21:34:10.566342+00:00,Jupyter core package. A base package on which Jupyter projects rely.,5.9.1,False,,8Sy7Z3nTbZUk4YS37,NMlseSIPEwq9AgQcD ,Keras team ,"[""Development Status :: 4 - Beta"", ""Intended Audience :: Science/Research"", ""Operating System :: MacOS"", ""Operating System :: Unix"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Topic :: Scientific/Engineering"", ""Topic :: Software Development""]",8,"# Keras 3: Deep Learning for Humans Keras 3 is a multi-backend deep learning framework, with support for JAX, TensorFlow, PyTorch, and OpenVINO (for inference-only). Effortlessly build and train models for computer vision, natural language processing, audio processing, timeseries forecasting, recommender systems, etc. - **Accelerated model development**: Ship deep learning solutions faster thanks to the high-level UX of Keras and the availability of easy-to-debug runtimes like PyTorch or JAX eager execution. - **State-of-the-art performance**: By picking the backend that is the fastest for your model architecture (often JAX!), leverage speedups ranging from 20% to 350% compared to other frameworks. [Benchmark here](https://keras.io/getting_started/benchmarks/). - **Datacenter-scale training**: Scale confidently from your laptop to large clusters of GPUs or TPUs. Join nearly three million developers, from burgeoning startups to global enterprises, in harnessing the power of Keras 3. ## Installation ### Install with pip Keras 3 is available on PyPI as `keras`. Note that Keras 2 remains available as the `tf-keras` package. 1. Install `keras`: ``` pip install keras --upgrade ``` 2. Install backend package(s). To use `keras`, you should also install the backend of choice: `tensorflow`, `jax`, or `torch`. Additionally, The `openvino` backend is available with support for model inference only. ### Local installation #### Minimal installation Keras 3 is compatible with Linux and macOS systems. For Windows users, we recommend using WSL2 to run Keras. To install a local development version: 1. Install dependencies: ``` pip install -r requirements.txt ``` 2. Run installation command from the root directory. ``` python pip_build.py --install ``` 3. Run API generation script when creating PRs that update `keras_export` public APIs: ``` ./shell/api_gen.sh ``` ## Backend Compatibility Table The following table lists the minimum supported versions of each back",,2015-10-11T01:21:00.754076Z,,,2026-07-29T21:13:41.674133Z,Apache License 2.0,,,,keras,https://pypi.org/project/keras/,https://pypi.org/project/keras/,124,"[""absl-py"", ""numpy"", ""rich"", ""namex"", ""h5py"", ""optree"", ""ml-dtypes"", ""packaging""]",>=3.11,2026-08-03T21:34:16.475618+00:00,Multi-backend Keras,3.15.1,False,,ChKe47N3qedaUFoRy,EqT1poZuvDkituKKR ,The Nucleic Development Team ,"[""License :: OSI Approved :: BSD License"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: GraalPy"", ""Programming Language :: Python :: Implementation :: PyPy""]",0,,,2014-01-10T00:28:21.219228Z,,,2026-03-09T13:15:53.382287Z,"========================= The Kiwi licensing terms ========================= Kiwi is licensed under the terms of the Modified BSD License (also known as New or Revised BSD), as follows: Copyright (c) 2013-2026, Nucleic Development Team All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. Neither the name of the Nucleic Development Team nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS ""AS IS"" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. About Kiwi ---------- Chris Colbert began the Kiwi project in December 2013 in an effort to create a blisteringly fast UI constraint solver. Chris is still the project lead. The Nucleic Development Team is the set of all contributors to the Nucleic project and its subprojects. The core team that coordinates development on GitHub can be found here: http://github.com/nucleic. The current team consists of: * Chris Colbert Our Copyright Policy -------------------- Nucleic uses a shared copyright model. Each contributor maintains copyright over their contributions to Nucleic. But, it is important to note that these contributions are typically only changes to the repositories. Thus, the Nucleic source code, in its entirety is not the copyright of any single person or institution. Instead, it is the collective copyright of the entire Nucleic Development Team. If individual contributors want to maintain a record of what changes/contributions they have specific copyright on, they should indicate their copyright in the commit message of the change, when they commit the change to one of the Nucleic repositories. With this in mind, the following banner should be used in any source code file to indicate the copyright and license terms: #------------------------------------------------------------------------------ # Copyright (c) 2013-2026, Nucleic Development Team. # # Distributed under the terms of the Modified BSD License. # # The full license is in the file LICENSE, distributed with this software. #------------------------------------------------------------------------------ ",,,"""Matthieu C. Dartiailh"" ",kiwisolver,https://pypi.org/project/kiwisolver/,https://pypi.org/project/kiwisolver/,23,[],>=3.10,2026-08-03T21:34:16.538566+00:00,A fast implementation of the Cassowary constraint solver,1.5.0,False,,ChKe47N3qedaUFoRy,EqT1poZuvDkituKKR Kubernetes,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Information Technology"", ""License :: OSI Approved :: Apache Software License"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Utilities""]",16,"Python client for kubernetes http://kubernetes.io/ ",,2016-11-23T22:13:02.754662Z,https://github.com/kubernetes-client/python,"Swagger, OpenAPI, Kubernetes",2026-07-13T20:38:12.128498Z,Apache License Version 2.0,,,,kubernetes,https://pypi.org/project/kubernetes/,https://pypi.org/project/kubernetes/,118,"[""certifi>=14.05.14"", ""six>=1.9.0"", ""python-dateutil>=2.5.3"", ""pyyaml>=6.0.3"", ""websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0"", ""requests"", ""requests-oauthlib"", ""urllib3!=2.6.0,>=1.24.2"", ""durationpy>=0.7"", ""certifi>=14.05.14"", ""six>=1.9.0"", ""python-dateutil>=2.5.3"", ""pyyaml>=6.0.3"", ""urllib3!=2.6.0,>=1.24.2"", ""aiohttp<4.0.0,>=3.13.5"", ""google-auth>=1.0.1; extra == \""google-auth\""""]",>=3.10,2026-08-03T21:34:16.592887+00:00,Kubernetes python client,36.0.3,False,,ChKe47N3qedaUFoRy,EqT1poZuvDkituKKR Ask Solem,auvipy@gmail.com,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Communications"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: System :: Distributed Computing"", ""Topic :: System :: Networking""]",27,,,2010-07-22T16:24:23.864516Z,https://kombu.readthedocs.io,messaging message amqp rabbitmq redis actor producer consumer,2025-12-29T20:30:07.779035Z,BSD-3-Clause,,,,kombu,https://pypi.org/project/kombu/,https://pypi.org/project/kombu/,206,"[""amqp<6.0.0,>=5.1.1"", ""vine==5.1.0"", ""tzdata>=2025.2"", ""packaging"", ""msgpack==1.1.2; extra == \""msgpack\"""", ""PyYAML>=3.10; extra == \""yaml\"""", ""redis!=4.5.5,!=5.0.2,<6.5,>=4.5.2; extra == \""redis\"""", ""pymongo==4.15.3; extra == \""mongodb\"""", ""boto3>=1.26.143; extra == \""sqs\"""", ""pycurl>=7.43.0.5; (sys_platform != \""win32\"" and platform_python_implementation == \""CPython\"") and extra == \""sqs\"""", ""urllib3>=1.26.16; extra == \""sqs\"""", ""google-cloud-pubsub>=2.18.4; extra == \""gcpubsub\"""", ""google-cloud-monitoring>=2.16.0; extra == \""gcpubsub\"""", ""grpcio==1.75.1; extra == \""gcpubsub\"""", ""protobuf==6.32.1; extra == \""gcpubsub\"""", ""kazoo>=2.8.0; extra == \""zookeeper\"""", ""sqlalchemy<2.1,>=1.4.48; extra == \""sqlalchemy\"""", ""librabbitmq>=2.0.0; python_version < \""3.11\"" and extra == \""librabbitmq\"""", ""pyro4==4.82; extra == \""pyro\"""", ""softlayer_messaging>=1.0.3; extra == \""slmq\"""", ""azure-storage-queue>=12.6.0; extra == \""azurestoragequeues\"""", ""azure-identity>=1.12.0; extra == \""azurestoragequeues\"""", ""azure-servicebus>=7.10.0; extra == \""azureservicebus\"""", ""qpid-python==1.36.0-1; extra == \""qpid\"""", ""qpid-tools==1.36.0-1; extra == \""qpid\"""", ""python-consul2==0.1.5; extra == \""consul\"""", ""confluent-kafka>=2.2.0; extra == \""confluentkafka\""""]",>=3.9,2026-08-03T21:34:16.645195+00:00,Messaging library for Python.,5.6.2,False,,ChKe47N3qedaUFoRy,EqT1poZuvDkituKKR ,Kang Zhang ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only""]",24,".. image:: https://img.shields.io/pypi/v/keyring.svg :target: https://pypi.org/project/keyring .. image:: https://img.shields.io/pypi/pyversions/keyring.svg .. image:: https://github.com/jaraco/keyring/actions/workflows/main.yml/badge.svg :target: https://github.com/jaraco/keyring/actions?query=workflow%3A%22tests%22 :alt: tests .. image:: https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json :target: https://github.com/astral-sh/ruff :alt: Ruff .. image:: https://readthedocs.org/projects/keyring/badge/?version=latest :target: https://keyring.readthedocs.io/en/latest/?badge=latest .. image:: https://img.shields.io/badge/skeleton-2025-informational :target: https://blog.jaraco.com/skeleton .. image:: https://tidelift.com/badges/package/pypi/keyring :target: https://tidelift.com/subscription/pkg/pypi-keyring?utm_source=pypi-keyring&utm_medium=readme .. image:: https://badges.gitter.im/jaraco/keyring.svg :alt: Join the chat at https://gitter.im/jaraco/keyring :target: https://gitter.im/jaraco/keyring?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge The Python keyring library provides an easy way to access the system keyring service from python. It can be used in any application that needs safe password storage. These recommended keyring backends are supported: * macOS `Keychain `_ * Freedesktop `Secret Service `_ supports many DE including GNOME (requires `secretstorage `_) * KDE4 & KDE5 `KWallet `_ (requires `dbus `_) * `Windows Credential Locker `_ Other keyring implementations are available through `Third-Party Backends`_. Installation",,2009-08-21T18:38:15.337396Z,,,2025-11-16T16:26:09.482176Z,,MIT,,"""Jason R. Coombs"" ",keyring,https://pypi.org/project/keyring/,https://pypi.org/project/keyring/,203,"[""pywin32-ctypes>=0.2.0; sys_platform == \""win32\"""", ""SecretStorage>=3.2; sys_platform == \""linux\"""", ""jeepney>=0.4.2; sys_platform == \""linux\"""", ""importlib_metadata>=4.11.4; python_version < \""3.12\"""", ""jaraco.classes"", ""jaraco.functools"", ""jaraco.context"", ""pytest!=8.1.*,>=6; extra == \""test\"""", ""pyfakefs; extra == \""test\"""", ""sphinx>=3.5; extra == \""doc\"""", ""jaraco.packaging>=9.3; extra == \""doc\"""", ""rst.linker>=1.9; extra == \""doc\"""", ""furo; extra == \""doc\"""", ""sphinx-lint; extra == \""doc\"""", ""jaraco.tidelift>=1.4; extra == \""doc\"""", ""pytest-checkdocs>=2.4; extra == \""check\"""", ""pytest-ruff>=0.2.1; sys_platform != \""cygwin\"" and extra == \""check\"""", ""pytest-cov; extra == \""cover\"""", ""pytest-enabler>=3.4; extra == \""enabler\"""", ""pytest-mypy>=1.0.1; extra == \""type\"""", ""pygobject-stubs; extra == \""type\"""", ""shtab; extra == \""type\"""", ""types-pywin32; extra == \""type\"""", ""shtab>=1.1.0; extra == \""completion\""""]",>=3.9,2026-08-03T21:34:16.681126+00:00,Store and access your passwords safely.,25.7.0,False,,ChKe47N3qedaUFoRy,EqT1poZuvDkituKKR Jordan Borean,jborean93@gmail.com,"[""Development Status :: 4 - Beta"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Free Threading :: 2 - Beta""]",0,"# Python Kerberos 5 Library [![Test workflow](https://github.com/jborean93/pykrb5/actions/workflows/ci.yml/badge.svg)](https://github.com/jborean93/pykrb5/actions/workflows/ci.yml) [![PyPI version](https://badge.fury.io/py/krb5.svg)](https://badge.fury.io/py/krb5) [![License](https://img.shields.io/badge/license-MIT-blue.svg)](https://github.com/jborean93/pykrb5/blob/main/LICENSE) This library provides Python functions that wraps the Kerberos 5 C API. Due to the complex nature of this API it is highly recommended to use something like [python-gssapi](https://github.com/pythongssapi/python-gssapi) which exposes the Kerberos authentication details through GSSAPI. ## Requirements * An implementation of the Kerberos 5 API - including the header files * [MIT Kebreros](https://web.mit.edu/kerberos/) - Minimum 1.17 * [Heimdal](https://github.com/heimdal/heimdal) * A C compiler, such as GCC * Python 3.9+ _Note: macOS includes their own implementation of Heimdal and a compiler isn't needed on that platform if installing from the wheel._ ## Installation Simply run: ```bash pip install krb5 ``` To install from source run the following: ```bash git clone https://github.com/jborean93/pykrb5.git python -m pip install build python -m build pip install dist/krb5-*.whl ``` Compiling the code should automatically pick up the proper paths for the KRB5 headers and locations. If further customisation is needed, the following environment variables can be set when building the wheel: * `KRB5_KRB5CONFIG` * The path to `krb5-config` to use for detecting the Kerberos library to link to * The compiler and linker args are derived from what this function outputs * Defaults to whatever `krb5-config` is on the `PATH` * FreeBSD will default to `/usr/local/bin/krb5-config` instead of `/usr/bin/krb5-config` * `KRB5_MAIN_LIB` * The path to the `libkrb5` shared library used to check if any of the optional functions are available * `KRB5_COMPILER_ARGS` * Compiler flags to us",,2021-09-13T19:52:29.495220Z,https://github.com/jborean93/pykrb5,"krb5, kerberos",2025-11-25T18:53:46.997068Z,MIT,,,,krb5,https://pypi.org/project/krb5/,https://pypi.org/project/krb5/,14,[],>=3.9,2026-08-03T21:34:16.730754+00:00,Kerberos API bindings for Python,0.9.0,False,,ChKe47N3qedaUFoRy,EqT1poZuvDkituKKR ,Kaggle ,"[""License :: OSI Approved :: Apache Software License"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3""]",11,"# Kaggle CLI The official CLI to interact with [Kaggle](https://www.kaggle.com). --- [User documentation](docs/README.md) --- ## Key Features Some of the key features are: * List competitions, download competition data, submit to a competition. * List, create, update, download or delete datasets. * List, create, update, download or delete models & model variations. * List, update & run, download code & output or delete kernels (notebooks). * Browse and read discussion forums. ## Installation Install the `kaggle` package with [pip](https://pypi.org/project/pip/): ```sh pip install kaggle ``` Additional installation instructions can be found [here](docs/README.md#installation). ## Quick start Explore the available commands by running: ```sh kaggle --help ``` See the [User documentation](docs/README.md) for more examples & tutorials. ## Hosting a competition End-to-end host commands — scaffold a new competition, author its pages, tune its settings, and launch it — are documented in [docs/competition_creation.md](docs/competition_creation.md). Covers `kaggle competitions init`, `create`, `pages create`, `hosts`, `settings get`, `settings update`, and `launch`. ## Development ### `kagglesdk` Updates New features that interact with `kaggle.com` probably require changes to the Python library, `kagglesdk`. Make sure to bump the minimum version required for `kagglesdk` in the `dependencies` list specified in [pyproject.toml][pyproject.toml]]. Make sure the required version is available on the [pypi.org kagglesdk project](https://pypi.org/project/kagglesdk/#history). ### Prerequisites We use [hatch](https://hatch.pypa.io) to manage this project. Follow these [instructions](https://hatch.pypa.io/latest/install/) to install it. ### Run `kaggle` from source #### Option 1: Execute a one-liner of code from the command line ```sh hatch run kaggle datasets list ``` #### Option 2: Run many commands in a shell ```sh hatch shell # Inside the shell, you can ",,2018-01-30T03:27:29.589558Z,,"API, Kaggle",2026-07-23T21:20:57.915789Z,"Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 1. Definitions. ""License"" shall mean the terms and conditions for use, reproduction, and distribution as defined by Sections 1 through 9 of this document. ""Licensor"" shall mean the copyright owner or entity authorized by the copyright owner that is granting the License. ""Legal Entity"" shall mean the union of the acting entity and all other entities that control, are controlled by, or are under common control with that entity. For the purposes of this definition, ""control"" means (i) the power, direct or indirect, to cause the direction or management of such entity, whether by contract or otherwise, or (ii) ownership of fifty percent (50%) or more of the outstanding shares, or (iii) beneficial ownership of such entity. ""You"" (or ""Your"") shall mean an individual or Legal Entity exercising permissions granted by this License. ""Source"" form shall mean the preferred form for making modifications, including but not limited to software source code, documentation source, and configuration files. ""Object"" form shall mean any form resulting from mechanical transformation or translation of a Source form, including but not limited to compiled object code, generated documentation, and conversions to other media types. ""Work"" shall mean the work of authorship, whether in Source or Object form, made available under the License, as indicated by a copyright notice that is included in or attached to the work (an example is provided in the Appendix below). ""Derivative Works"" shall mean any work, whether in Source or Object form, that is based on (or derived from) the Work and for which the editorial revisions, annotations, elaborations, or other modifications represent, as a whole, an original work of authorship. For the purposes of this License, Derivative Works shall not include works that remain separable from, or merely link (or bind by name) to the interfaces of, the Work and Derivative Works thereof. ""Contribution"" shall mean any work of authorship, including the original version of the Work and any modifications or additions to that Work or Derivative Works thereof, that is intentionally submitted to Licensor for inclusion in the Work by the copyright owner or by an individual or Legal Entity authorized to submit on behalf of the copyright owner. For the purposes of this definition, ""submitted"" means any form of electronic, verbal, or written communication sent to the Licensor or its representatives, including but not limited to communication on electronic mailing lists, source code control systems, and issue tracking systems that are managed by, or on behalf of, the Licensor for the purpose of discussing and improving the Work, but excluding communication that is conspicuously marked or otherwise designated in writing by the copyright owner as ""Not a Contribution."" ""Contributor"" shall mean Licensor and any individual or Legal Entity on behalf of whom a Contribution has been received by Licensor and subsequently incorporated within the Work. 2. Grant of Copyright License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable copyright license to reproduce, prepare Derivative Works of, publicly display, publicly perform, sublicense, and distribute the Work and such Derivative Works in Source or Object form. 3. Grant of Patent License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable (except as stated in this section) patent license to make, have made, use, offer to sell, sell, import, and otherwise transfer the Work, where such license applies only to those patent claims licensable by such Contributor that are necessarily infringed by their Contribution(s) alone or by combination of their Contribution(s) with the Work to which such Contribution(s) was submitted. If You institute patent litigation against any entity (including a cross-claim or counterclaim in a lawsuit) alleging that the Work or a Contribution incorporated within the Work constitutes direct or contributory patent infringement, then any patent licenses granted to You under this License for that Work shall terminate as of the date such litigation is filed. 4. Redistribution. You may reproduce and distribute copies of the Work or Derivative Works thereof in any medium, with or without modifications, and in Source or Object form, provided that You meet the following conditions: (a) You must give any other recipients of the Work or Derivative Works a copy of this License; and (b) You must cause any modified files to carry prominent notices stating that You changed the files; and (c) You must retain, in the Source form of any Derivative Works that You distribute, all copyright, patent, trademark, and attribution notices from the Source form of the Work, excluding those notices that do not pertain to any part of the Derivative Works; and (d) If the Work includes a ""NOTICE"" text file as part of its distribution, then any Derivative Works that You distribute must include a readable copy of the attribution notices contained within such NOTICE file, excluding those notices that do not pertain to any part of the Derivative Works, in at least one of the following places: within a NOTICE text file distributed as part of the Derivative Works; within the Source form or documentation, if provided along with the Derivative Works; or, within a display generated by the Derivative Works, if and wherever such third-party notices normally appear. The contents of the NOTICE file are for informational purposes only and do not modify the License. You may add Your own attribution notices within Derivative Works that You distribute, alongside or as an addendum to the NOTICE text from the Work, provided that such additional attribution notices cannot be construed as modifying the License. You may add Your own copyright statement to Your modifications and may provide additional or different license terms and conditions for use, reproduction, or distribution of Your modifications, or for any such Derivative Works as a whole, provided Your use, reproduction, and distribution of the Work otherwise complies with the conditions stated in this License. 5. Submission of Contributions. Unless You explicitly state otherwise, any Contribution intentionally submitted for inclusion in the Work by You to the Licensor shall be under the terms and conditions of this License, without any additional terms or conditions. Notwithstanding the above, nothing herein shall supersede or modify the terms of any separate license agreement you may have executed with Licensor regarding such Contributions. 6. Trademarks. This License does not grant permission to use the trade names, trademarks, service marks, or product names of the Licensor, except as required for reasonable and customary use in describing the origin of the Work and reproducing the content of the NOTICE file. 7. Disclaimer of Warranty. Unless required by applicable law or agreed to in writing, Licensor provides the Work (and each Contributor provides its Contributions) on an ""AS IS"" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied, including, without limitation, any warranties or conditions of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A PARTICULAR PURPOSE. You are solely responsible for determining the appropriateness of using or redistributing the Work and assume any risks associated with Your exercise of permissions under this License. 8. Limitation of Liability. In no event and under no legal theory, whether in tort (including negligence), contract, or otherwise, unless required by applicable law (such as deliberate and grossly negligent acts) or agreed to in writing, shall any Contributor be liable to You for damages, including any direct, indirect, special, incidental, or consequential damages of any character arising as a result of this License or out of the use or inability to use the Work (including but not limited to damages for loss of goodwill, work stoppage, computer failure or malfunction, or any and all other commercial damages or losses), even if such Contributor has been advised of the possibility of such damages. 9. Accepting Warranty or Additional Liability. While redistributing the Work or Derivative Works thereof, You may choose to offer, and charge a fee for, acceptance of support, warranty, indemnity, or other liability obligations and/or rights consistent with this License. However, in accepting such obligations, You may act only on Your own behalf and on Your sole responsibility, not on behalf of any other Contributor, and only if You agree to indemnify, defend, and hold each Contributor harmless for any liability incurred by, or claims asserted against, such Contributor by reason of your accepting any such warranty or additional liability. END OF TERMS AND CONDITIONS APPENDIX: How to apply the Apache License to your work. To apply the Apache License to your work, attach the following boilerplate notice, with the fields enclosed by brackets ""[]"" replaced with your own identifying information. (Don't include the brackets!) The text should be enclosed in the appropriate comment syntax for the file format. We also recommend that a file or class name and description of purpose be included on the same ""printed page"" as the copyright notice for easier identification within third-party archives. Copyright 2018 Kaggle Inc Licensed under the Apache License, Version 2.0 (the ""License""); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an ""AS IS"" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.",,,,kaggle,https://pypi.org/project/kaggle/,https://pypi.org/project/kaggle/,92,"[""bleach"", ""jupytext"", ""kagglesdk<1.0,>=0.1.35"", ""packaging"", ""protobuf"", ""python-dateutil"", ""python-dotenv"", ""python-slugify"", ""requests"", ""tqdm"", ""urllib3>=1.15.1""]",>=3.11,2026-08-03T21:34:16.777538+00:00,Access Kaggle resources anywhere,2.2.4,False,,ChKe47N3qedaUFoRy,EqT1poZuvDkituKKR ,Dana Powers ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Software Development :: Libraries :: Python Modules""]",8,"kafka-python ############ .. image:: https://img.shields.io/pypi/v/kafka-python.svg :target: https://pypi.org/project/kafka-python .. image:: https://img.shields.io/badge/kafka-4.3--0.8-brightgreen.svg :target: https://kafka-python.readthedocs.io/en/master/compatibility.html .. image:: https://img.shields.io/badge/license-Apache%202-blue.svg :target: https://github.com/dpkp/kafka-python/blob/master/LICENSE .. image:: https://img.shields.io/pypi/pyversions/kafka-python.svg :target: https://pypi.python.org/pypi/kafka-python kafka-python is a pure-python client library for Apache Kafka, the distributed stream processing engine. It has no external dependencies and no Cython/C/rust core, making installation across a wide variety of environments simple and easy to manage. It provides high-level class components for consumer, producer, and admin clients, as well as CLI scripts for quick interactive tasks. ``kafka-python admin`` serves as a simple alternative to the apache kafka bin/ scripts, particularly if/when you do not have easy access to an installed/compatible jvm. The CLI interface for admin commands is provided as ``kafka-python admin`` and ``python -m kafka.admin``. Users looking to add more raw throughput can ``pip install crc32c`` as an optional dependency, offloading one of the most CPU intensive subsystems to an optimized C library. .. code-block:: bash pip install kafka-python # callable as module or as cli-script kafka-python admin -b localhost:9092 cluster describe # Create a topic with the admin cli python -m kafka.admin -b localhost:9092 topics create -t foo-topic # Produce messages echo ""foo message"" | python -m kafka.producer -b localhost:9092 -t foo-topic # Consume messages python -m kafka.consumer -b localhost:9092 -C auto_offset_reset=earliest -C consumer_timeout_ms=1000 -g foo-group -t foo-topic What's New in 3.0 ***************** - Protocol Stack dynamically generated from Apache K",,2014-03-26T15:25:56.021174Z,,"apache kafka, kafka",2026-07-21T18:19:27.838996Z,,Apache-2.0,,,kafka-python,https://pypi.org/project/kafka-python/,https://pypi.org/project/kafka-python/,78,"[""crc32c; extra == \""crc32c\"""", ""lz4; extra == \""lz4\"""", ""python-snappy; extra == \""snappy\"""", ""zstandard; extra == \""zstd\"""", ""pytest; extra == \""testing\"""", ""pytest-mock; extra == \""testing\"""", ""pytest-timeout; extra == \""testing\"""", ""pyperf; extra == \""benchmarks\""""]",>=3.8,2026-08-03T21:34:16.816100+00:00,Pure Python client for Apache Kafka,3.0.9,False,,ChKe47N3qedaUFoRy,EqT1poZuvDkituKKR ,Hynek Schlawack ,"[""Development Status :: 5 - Production/Stable"", ""License :: OSI Approved :: Apache Software License"", ""License :: OSI Approved :: MIT License"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.15"", ""Topic :: System :: Logging"", ""Typing :: Typed""]",1,"

*structlog* is *the* production-ready logging solution for Python: - **Simple**: Everything is about **functions** that take and return **dictionaries** – all hidden behind **familiar APIs**. - **Powerful**: Functions and dictionaries aren’t just simple but also powerful. *structlog* leaves *you* in control. - **Fast**: *structlog* is not hamstrung by designs of yore. Its flexibility comes not at the price of performance. Thanks to its flexible design, *you* choose whether you want *structlog* to take care of the **output** of your log entries or whether you prefer to **forward** them to an existing logging system like the standard library's `logging` module. The output format is just as flexible and *structlog* comes with support for JSON, [*logfmt*](https://brandur.org/logfmt), as well as pretty console output out-of-the-box: [![Screenshot of colorful structlog output with ConsoleRenderer](https://github.com/hynek/structlog/blob/main/docs/_static/console_renderer.png?raw=true)](https://github.com/hynek/structlog/blob/main/docs/_static/console_renderer.png?raw=true) ## Sponsors *structlog* would not be possible without our [amazing sponsors](https://github.com/sponsors/hynek). Especially those generously supporting us at the *The Organization* tier and higher:

=3.10,2026-08-03T21:34:16.870806+00:00,Structured Logging for Python,26.1.0,False,,ChKe47N3qedaUFoRy,EqT1poZuvDkituKKR The Kubeflow Authors,,"[""Intended Audience :: Developers"", ""Intended Audience :: Education"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: Apache Software License"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.9"", ""Topic :: Scientific/Engineering"", ""Topic :: Scientific/Engineering :: Artificial Intelligence"", ""Topic :: Software Development"", ""Topic :: Software Development :: Libraries"", ""Topic :: Software Development :: Libraries :: Python Modules""]",27," Kubeflow Pipelines is a platform for building and deploying portable, scalable machine learning workflows based on Docker containers within the [Kubeflow](https://www.kubeflow.org/) project. Use Kubeflow Pipelines to compose a multi-step workflow ([pipeline](https://www.kubeflow.org/docs/components/pipelines/concepts/pipeline/)) as a [graph](https://www.kubeflow.org/docs/components/pipelines/concepts/graph/) of containerized [tasks](https://www.kubeflow.org/docs/components/pipelines/concepts/step/) using Python code and/or YAML. Then, [run](https://www.kubeflow.org/docs/components/pipelines/concepts/run/) your pipeline with specified pipeline arguments, rerun your pipeline with new arguments or data, [schedule](https://www.kubeflow.org/docs/components/pipelines/concepts/run-trigger/) your pipeline to run on a recurring basis, organize your runs into [experiments](https://www.kubeflow.org/docs/components/pipelines/concepts/experiment/), save machine learning artifacts to compliant [artifact registries](https://www.kubeflow.org/docs/components/pipelines/concepts/metadata/), and visualize it all through the [Kubeflow Dashboard](https://www.kubeflow.org/docs/components/central-dash/overview/). ## Installation To install `kfp`, run: ```sh pip install kfp ``` ## Getting started The following is an example of a simple pipeline that uses the `kfp` v2 syntax: ```python from kfp import dsl import kfp @dsl.component def add(a: float, b: float) -> float: '''Calculates sum of two arguments''' return a + b @dsl.pipeline( name='Addition pipeline', description='An example pipeline that performs addition calculations.') def add_pipeline( a: float = 1.0, b: float = 7.0, ): first_add_task = add(a=a, b=4.0) second_add_task = add(a=first_add_task.output, b=b) client = kfp.Client(host='') client.create_run_from_pipeline_func( add_pipeline, arguments={ 'a': 7.0, 'b': 8.0 }) ``` ",,2019-03-06T01:38:06.272640Z,https://github.com/kubeflow/pipelines,,2026-07-09T13:46:40.295553Z,,,,,kfp,https://pypi.org/project/kfp/,https://pypi.org/project/kfp/,155,"[""click>=8.1.8"", ""click-option-group==0.5.7"", ""docstring-parser<1,>=0.7.3"", ""google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0dev,>=1.31.5"", ""google-auth<3,>=1.6.1"", ""google-cloud-storage<4,>=2.2.1"", ""kfp-pipeline-spec<3,>=2.17.0"", ""kfp-server-api<3,>=2.17.0"", ""kubernetes<31,>=8.0.0"", ""protobuf<7.0,>=6.31.1"", ""PyYAML<7,>=5.3"", ""requests==2.32.5; python_version < \""3.10\"""", ""requests==2.33.0; python_version >= \""3.10\"""", ""requests-toolbelt<2,>=0.8.0"", ""tabulate<1,>=0.8.6"", ""urllib3==2.6.3; python_version < \""3.10\"""", ""urllib3==2.7.0; python_version >= \""3.10\"""", ""typing-extensions<5,>=3.7.4; python_version < \""3.9\"""", ""docker; extra == \""all\"""", ""kfp-kubernetes==2.17.0; extra == \""all\"""", ""nbclient<1,>=0.10; extra == \""all\"""", ""ipykernel<7,>=6; extra == \""all\"""", ""jupyter_client<9,>=7; extra == \""all\"""", ""kfp-kubernetes==2.17.0; extra == \""kubernetes\"""", ""nbclient<1,>=0.10; extra == \""notebooks\"""", ""ipykernel<7,>=6; extra == \""notebooks\"""", ""jupyter_client<9,>=7; extra == \""notebooks\""""]",>=3.9.0,2026-08-03T21:34:16.911971+00:00,Kubeflow Pipelines SDK,2.17.0,False,,ChKe47N3qedaUFoRy,EqT1poZuvDkituKKR ,Kim Davies ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: System Administrators"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Internet :: Name Service (DNS)"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: Utilities""]",3,"# Internationalized Domain Names in Applications (IDNA) Support for [Internationalized Domain Names in Applications (IDNA)](https://tools.ietf.org/html/rfc5891) and [Unicode IDNA Compatibility Processing](https://unicode.org/reports/tr46/). It supersedes the standard library's `encodings.idna`, which only implements the 2003 specification, offering broader script coverage and limiting domains with known security vulnerabilities. ## Usage Package may be installed from [PyPI](https://pypi.org/project/idna/) via the typical methods (e.g. `python3 -m pip install idna`) For typical usage, the `encode` and `decode` functions will take a domain name argument and perform a conversion to ASCII-compatible encoding (known as A-labels), or to Unicode strings (known as U-labels) respectively. ```pycon >>> import idna >>> idna.encode('ドメイン.テスト') b'xn--eckwd4c7c.xn--zckzah' >>> print(idna.decode('xn--eckwd4c7c.xn--zckzah')) ドメイン.テスト ``` Conversions can be applied at a per-label basis using the `ulabel` or `alabel` functions for specialized use cases. ### Compatibility Mapping (UTS #46) This library provides support for [Unicode IDNA Compatibility Processing](https://unicode.org/reports/tr46/) which normalizes input from different potential ways a user may input a domain prior to performing the IDNA conversion operations. This functionality, known as a [mapping](https://tools.ietf.org/html/rfc5895), is considered by the specification to be a local user-interface issue distinct from IDNA conversion functionality. For example, ""Königsgäßchen"" is not a permissible label as capital letters are not allowed. UTS 46 will convert this into lower case prior to applying the IDNA conversion. ```pycon >>> import idna >>> idna.encode('Königsgäßchen') ... idna.core.InvalidCodepoint: Codepoint U+004B at position 1 of 'Königsgäßchen' not allowed >>> idna.encode('Königsgäßchen', uts46=True) b'xn--knigsgchen-b4a3dun' >>> idna.decode('xn--knigsgchen-b4a3dun') 'königsgäßchen' ``` When perf",,2013-07-16T19:29:45.445020Z,,,2026-06-02T14:34:07.794523Z,,BSD-3-Clause,,,idna,https://pypi.org/project/idna/,https://pypi.org/project/idna/,41,"[""ruff>=0.6.2; extra == \""all\"""", ""mypy>=1.11.2; extra == \""all\"""", ""pytest>=8.3.2; extra == \""all\""""]",>=3.9,2026-08-03T21:34:03.348112+00:00,Internationalized Domain Names in Applications (IDNA),3.18,False,,jMWtg88eib59YlxVh,UDfpes2ucQe3g7KAb ,"Timothy Crosley , staticdev ","[""Development Status :: 6 - Mature"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Natural Language :: English"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Software Development :: Libraries"", ""Topic :: Utilities""]",1,"[![isort - isort your imports, so you don't have to.](https://raw.githubusercontent.com/pycqa/isort/main/art/logo_large.png)](https://pycqa.github.io/isort/) ------------------------------------------------------------------------ [![PyPI version](https://badge.fury.io/py/isort.svg)](https://badge.fury.io/py/isort) [![Python Version](https://img.shields.io/pypi/pyversions/isort)][pypi status] [![Test](https://github.com/PyCQA/isort/actions/workflows/test.yml/badge.svg)](https://github.com/PyCQA/isort/actions/workflows/test.yml) [![Lint](https://github.com/PyCQA/isort/actions/workflows/lint.yml/badge.svg)](https://github.com/PyCQA/isort/actions/workflows/lint.yml) [![Code coverage Status](https://codecov.io/gh/pycqa/isort/branch/main/graph/badge.svg)](https://codecov.io/gh/pycqa/isort) [![License](https://img.shields.io/github/license/mashape/apistatus.svg)](https://pypi.org/project/isort/) [![Downloads](https://pepy.tech/badge/isort)](https://pepy.tech/project/isort) [![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black) [![Imports: isort](https://img.shields.io/badge/%20imports-isort-%231674b1?style=flat&labelColor=ef8336)](https://pycqa.github.io/isort/) [![DeepSource](https://static.deepsource.io/deepsource-badge-light-mini.svg)](https://deepsource.io/gh/pycqa/isort/?ref=repository-badge) [pypi status]: https://pypi.org/project/isort/ _________________ [Read Latest Documentation](https://pycqa.github.io/isort/) - [Browse GitHub Code Repository](https://github.com/pycqa/isort/) _________________ isort your imports, so you don't have to. isort is a Python utility / library to sort imports alphabetically and automatically separate into sections and by type. It provides a command line utility, Python library and [plugins for various editors](https://github.com/pycqa/isort/wiki/isort-Plugins) to quickly sort all your imports. It requires Python 3.10+ to run but supports formatting Python 2 code too. - [T",,2013-12-07T14:43:03.873489Z,,"Clean, Imports, Lint, Refactor, Sort",2026-07-12T20:29:16.124017Z,,MIT,,,isort,https://pypi.org/project/isort/,https://pypi.org/project/isort/,154,"[""colorama; extra == \""colors\""""]",>=3.10.0,2026-08-03T21:34:03.383142+00:00,A Python utility / library to sort Python imports.,8.0.1,False,,jMWtg88eib59YlxVh,UDfpes2ucQe3g7KAb ImageIO contributors,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Education"", ""Intended Audience :: Science/Research"", ""Operating System :: MacOS :: MacOS X"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14""]",55,"# IMAGEIO [![CI](https://github.com/imageio/imageio/workflows/CI/badge.svg)](https://github.com/imageio/imageio/actions/workflows/ci.yml) [![CD](https://github.com/imageio/imageio/workflows/CD/badge.svg)](https://github.com/imageio/imageio/actions/workflows/cd.yml) [![codecov](https://codecov.io/gh/imageio/imageio/branch/master/graph/badge.svg?token=81Zhu9MDec)](https://codecov.io/gh/imageio/imageio) [![Docs](https://readthedocs.org/projects/imageio/badge/?version=latest)](https://imageio.readthedocs.io) [![Supported Python Versions](https://img.shields.io/pypi/pyversions/imageio.svg)](https://pypi.python.org/pypi/imageio/) [![PyPI Version](https://img.shields.io/pypi/v/imageio.svg)](https://pypi.python.org/pypi/imageio/) ![PyPI Downloads](https://img.shields.io/pypi/dm/imageio?color=blue) [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.1488561.svg)](https://doi.org/10.5281/zenodo.1488561) Website: Imageio is a mature Python library that makes it easy to read and write image and video data. This includes animated images, video, volumetric data, and scientific formats. It is cross-platform, runs on Python 3.10+, and is easy to install. Professional support is available via [Tidelift](https://tidelift.com/funding/github/pypi/imageio). ## Example Here's a minimal example of how to use imageio. See the docs for [more examples](https://imageio.readthedocs.io/en/stable/examples.html). ```python import imageio.v3 as iio im = iio.imread('imageio:chelsea.png') # read a standard image im.shape # im is a NumPy array of shape (300, 451, 3) iio.imwrite('chelsea.jpg', im) # convert to jpg ``` ## API in a nutshell You just have to remember a handful of functions: ```python imread() # for reading imwrite() # for writing imiter() # for iterating image series (animations/videos/OME-TIFF/...) improps() # for standardized metadata immeta() # for format-specific metadata imopen() # for advanced usage ``` See the [API docs](https:/",,2012-07-15T21:52:32.799898Z,,"image, video, imread, imwrite, io, animation, ffmpeg, image processing, numpy, format conversion, scientific imaging, medical imaging, volumetric, video encoding, multimedia, gif, tiff, png, jpeg",2026-07-20T05:26:11.369289Z,,BSD-2-Clause,,"Sebastian Wallkotter , Almar Klein ",ImageIO,https://pypi.org/project/ImageIO/,https://pypi.org/project/ImageIO/,100,"[""numpy"", ""pillow>=8.3.2"", ""imageio-ffmpeg; extra == \""ffmpeg\"""", ""psutil; extra == \""ffmpeg\"""", ""fsspec[http]; extra == \""freeimage\"""", ""pillow-heif; extra == \""pillow-heif\"""", ""tifffile; extra == \""tifffile\"""", ""av; extra == \""pyav\"""", ""astropy; extra == \""fits\"""", ""rawpy; extra == \""rawpy\"""", ""numpy>2; extra == \""rawpy\"""", ""gdal; extra == \""gdal\"""", ""itk; extra == \""itk\"""", ""black; extra == \""linting\"""", ""flake8; extra == \""linting\"""", ""pytest; extra == \""test\"""", ""pytest-cov; extra == \""test\"""", ""fsspec[github]; extra == \""test\"""", ""sphinx<6; extra == \""docs\"""", ""numpydoc; extra == \""docs\"""", ""pydata-sphinx-theme; extra == \""docs\"""", ""pytest; extra == \""dev\"""", ""pytest-cov; extra == \""dev\"""", ""fsspec[github]; extra == \""dev\"""", ""black; extra == \""dev\"""", ""flake8; extra == \""dev\"""", ""av; extra == \""all-plugins\"""", ""astropy; extra == \""all-plugins\"""", ""fsspec[http]; extra == \""all-plugins\"""", ""imageio-ffmpeg; extra == \""all-plugins\"""", ""numpy>2; extra == \""all-plugins\"""", ""pillow-heif; extra == \""all-plugins\"""", ""psutil; extra == \""all-plugins\"""", ""rawpy; extra == \""all-plugins\"""", ""tifffile; extra == \""all-plugins\"""", ""fsspec[http]; extra == \""all-plugins-pypy\"""", ""imageio-ffmpeg; extra == \""all-plugins-pypy\"""", ""pillow-heif; extra == \""all-plugins-pypy\"""", ""psutil; extra == \""all-plugins-pypy\"""", ""astropy; extra == \""full\"""", ""av; extra == \""full\"""", ""black; extra == \""full\"""", ""flake8; extra == \""full\"""", ""fsspec[github,http]; extra == \""full\"""", ""imageio-ffmpeg; extra == \""full\"""", ""numpydoc; extra == \""full\"""", ""numpy>2; extra == \""full\"""", ""pillow-heif; extra == \""full\"""", ""psutil; extra == \""full\"""", ""pydata-sphinx-theme; extra == \""full\"""", ""pytest; extra == \""full\"""", ""pytest-cov; extra == \""full\"""", ""rawpy; extra == \""full\"""", ""sphinx<6; extra == \""full\"""", ""tifffile; extra == \""full\""""]",>=3.10,2026-08-03T21:34:03.417219+00:00,Read and write images and video across all major formats. Supports scientific and volumetric data.,2.37.4,False,,jMWtg88eib59YlxVh,UDfpes2ucQe3g7KAb The IPython Development Team,ipython-dev@python.org,"[""Framework :: IPython"", ""Framework :: Jupyter"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Topic :: System :: Shells""]",40,"IPython provides a rich toolkit to help you make the most out of using Python interactively. Its main components are: * A powerful interactive Python shell * A `Jupyter `_ kernel to work with Python code in Jupyter notebooks and other interactive frontends. The enhanced interactive Python shells have the following main features: * Comprehensive object introspection. * Input history, persistent across sessions. * Caching of output results during a session with automatically generated references. * Extensible tab completion, with support by default for completion of python variables and keywords, filenames and function keywords. * Extensible system of 'magic' commands for controlling the environment and performing many tasks related either to IPython or the operating system. * A rich configuration system with easy switching between different setups (simpler than changing $PYTHONSTARTUP environment variables every time). * Session logging and reloading. * Extensible syntax processing for special purpose situations. * Access to the system shell with user-extensible alias system. * Easily embeddable in other Python programs and GUIs. * Integrated access to the pdb debugger and the Python profiler. The latest development version is always available from IPython's `GitHub site `_. ",,2007-01-05T08:33:22Z,,"Interactive, Interpreter, Shell, Embedding",2026-08-03T08:36:15.571739Z,,BSD-3-Clause,,,ipython,https://pypi.org/project/ipython/,https://pypi.org/project/ipython/,223,"[""colorama>=0.4.4; sys_platform == \""win32\"""", ""ipython-pygments-lexers>=1.0.0"", ""jedi>=0.18.2"", ""matplotlib-inline>=0.1.6"", ""pexpect>4.6; sys_platform != \""win32\"" and sys_platform != \""emscripten\"""", ""prompt_toolkit<3.1.0,>=3.0.41"", ""psutil>=7; sys_platform != \""emscripten\"" and sys_platform != \""cygwin\"""", ""pygments>=2.14.0"", ""stack_data>=0.6.0"", ""traitlets>=5.13.0"", ""typing_extensions>=4.6; python_version < \""3.12\"""", ""black; extra == \""black\"""", ""docrepr; extra == \""doc\"""", ""exceptiongroup; extra == \""doc\"""", ""intersphinx_registry; extra == \""doc\"""", ""ipykernel; extra == \""doc\"""", ""ipython[matplotlib,test]; extra == \""doc\"""", ""setuptools>=80.0; extra == \""doc\"""", ""sphinx_toml==0.0.4; extra == \""doc\"""", ""sphinx-rtd-theme>=0.1.8; extra == \""doc\"""", ""sphinx>=8.0; extra == \""doc\"""", ""typing_extensions; extra == \""doc\"""", ""pytest>=7.0.0; extra == \""test\"""", ""pytest-asyncio>=1.0.0; extra == \""test\"""", ""testpath>=0.2; extra == \""test\"""", ""packaging>=23.0.0; extra == \""test\"""", ""setuptools>=80.0; extra == \""test\"""", ""ipython[test]; extra == \""test-extra\"""", ""curio; extra == \""test-extra\"""", ""jupyter_ai; extra == \""test-extra\"""", ""ipython[matplotlib]; extra == \""test-extra\"""", ""nbformat; extra == \""test-extra\"""", ""nbclient; extra == \""test-extra\"""", ""ipykernel>6.30; extra == \""test-extra\"""", ""numpy>=2.0; extra == \""test-extra\"""", ""pandas>2.1; extra == \""test-extra\"""", ""trio>=0.22.0; extra == \""test-extra\"""", ""matplotlib>3.9; extra == \""matplotlib\"""", ""ipython[doc,matplotlib,test,test_extra]; extra == \""all\"""", ""argcomplete>=3.0; extra == \""all\""""]",>=3.11,2026-08-03T21:34:03.450178+00:00,IPython: Productive Interactive Computing,9.16.1,False,,jMWtg88eib59YlxVh,UDfpes2ucQe3g7KAb Jupyter Development Team,jupyter@googlegroups.com,"[""Framework :: Jupyter"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""Intended Audience :: System Administrators"", ""License :: OSI Approved :: BSD License"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.9""]",10,"# ipywidgets: Interactive HTML Widgets **ipywidgets**, also known as jupyter-widgets or simply widgets, are [interactive HTML widgets](https://github.com/jupyter-widgets/ipywidgets/blob/main/docs/source/examples/Index.ipynb) for Jupyter notebooks and the IPython kernel. This package contains the python implementation of the core interactive widgets bundled in ipywidgets. ## Core Interactive Widgets The fundamental widgets provided by this library are called core interactive widgets. A [demonstration notebook](https://github.com/jupyter-widgets/ipywidgets/blob/main/docs/source/examples/Index.ipynb) provides an overview of the core interactive widgets, including: - sliders - progress bars - text boxes - toggle buttons and checkboxes - display areas - and more For more information, see the main [documentation](https://github.com/jupyter-widgets/ipywidgets#readme). ",,2015-08-03T20:52:35.456851Z,http://jupyter.org,"Interactive, Interpreter, Shell, Web, ipython, widgets, Jupyter",2025-11-01T21:18:12.393643Z,BSD 3-Clause License,,,,ipywidgets,https://pypi.org/project/ipywidgets/,https://pypi.org/project/ipywidgets/,165,"[""comm>=0.1.3"", ""ipython>=6.1.0"", ""traitlets>=4.3.1"", ""widgetsnbextension~=4.0.14"", ""jupyterlab_widgets~=3.0.15"", ""jsonschema; extra == \""test\"""", ""ipykernel; extra == \""test\"""", ""pytest>=3.6.0; extra == \""test\"""", ""pytest-cov; extra == \""test\"""", ""pytz; extra == \""test\""""]",>=3.7,2026-08-03T21:34:03.487524+00:00,Jupyter interactive widgets,8.1.8,False,,jMWtg88eib59YlxVh,UDfpes2ucQe3g7KAb ,"Ronny Pfannschmidt , Holger Krekel ","[""Development Status :: 4 - Beta"", ""Intended Audience :: Developers"", ""Operating System :: MacOS :: MacOS X"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Software Development :: Libraries"", ""Topic :: Utilities""]",0,"iniconfig: brain-dead simple parsing of ini files ======================================================= iniconfig is a small and simple INI-file parser module having a unique set of features: * maintains order of sections and entries * supports multi-line values with or without line-continuations * supports ""#"" comments everywhere * raises errors with proper line-numbers * no bells and whistles like automatic substitutions * iniconfig raises an Error if two sections have the same name. If you encounter issues or have feature wishes please report them to: https://github.com/RonnyPfannschmidt/iniconfig/issues Basic Example =================================== If you have an ini file like this: .. code-block:: ini # content of example.ini [section1] # comment name1=value1 # comment name1b=value1,value2 # comment [section2] name2= line1 line2 then you can do: .. code-block:: pycon >>> import iniconfig >>> ini = iniconfig.IniConfig(""example.ini"") >>> ini['section1']['name1'] # raises KeyError if not exists 'value1' >>> ini.get('section1', 'name1b', [], lambda x: x.split("","")) ['value1', 'value2'] >>> ini.get('section1', 'notexist', [], lambda x: x.split("","")) [] >>> [x.name for x in list(ini)] ['section1', 'section2'] >>> list(list(ini)[0].items()) [('name1', 'value1'), ('name1b', 'value1,value2')] >>> 'section1' in ini True >>> 'inexistendsection' in ini False ",,2010-10-12T17:42:07.038193Z,,,2025-10-18T21:55:43.219048Z,,MIT,,,iniconfig,https://pypi.org/project/iniconfig/,https://pypi.org/project/iniconfig/,11,[],>=3.10,2026-08-03T21:34:03.524599+00:00,brain-dead simple config-ini parsing,2.3.0,False,,jMWtg88eib59YlxVh,UDfpes2ucQe3g7KAb ,Jeff Forcier ,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Intended Audience :: System Administrators"", ""Operating System :: MacOS :: MacOS X"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Operating System :: Unix"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.9"", ""Topic :: Software Development"", ""Topic :: Software Development :: Build Tools"", ""Topic :: Software Development :: Libraries"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: System :: Software Distribution"", ""Topic :: System :: Systems Administration""]",0,"|version| |python| |license| |ci| |coverage| .. |version| image:: https://img.shields.io/pypi/v/invoke :target: https://pypi.org/project/invoke/ :alt: PyPI - Package Version .. |python| image:: https://img.shields.io/pypi/pyversions/invoke :target: https://pypi.org/project/invoke/ :alt: PyPI - Python Version .. |license| image:: https://img.shields.io/pypi/l/invoke :target: https://github.com/pyinvoke/invoke/blob/main/LICENSE :alt: PyPI - License .. |ci| image:: https://img.shields.io/circleci/build/github/pyinvoke/invoke/main :target: https://app.circleci.com/pipelines/github/pyinvoke/invoke :alt: CircleCI .. |coverage| image:: https://img.shields.io/codecov/c/gh/pyinvoke/invoke :target: https://app.codecov.io/gh/pyinvoke/invoke :alt: Codecov Welcome to Invoke! ================== Invoke is a Python library for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks. It draws inspiration from various sources (``make``/``rake``, Fabric 1.x, etc) to arrive at a powerful & clean feature set. To find out what's new in this version of Invoke, please see `the changelog `_. For a high level introduction, including example code, please see `our main project website `_; or for detailed API docs, see `the versioned API website `_. The project maintainer keeps a `roadmap `_ on his website. ",,2013-03-17T18:37:44.445948Z,,,2026-04-07T15:17:48.307589Z,,BSD-2-Clause,,,invoke,https://pypi.org/project/invoke/,https://pypi.org/project/invoke/,70,[],>=3.9,2026-08-03T21:34:03.552615+00:00,Pythonic task execution,3.0.3,False,,jMWtg88eib59YlxVh,UDfpes2ucQe3g7KAb Janne Vanhala,janne.vanhala@gmail.com,"[""Development Status :: 4 - Beta"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Natural Language :: English"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.5"", ""Programming Language :: Python :: 3.6"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy""]",0,"Inflection ========== |build status|_ .. |build status| image:: https://travis-ci.org/jpvanhal/inflection.svg?branch=master :alt: Build Status .. _build status: http://travis-ci.org/jpvanhal/inflection Inflection is a string transformation library. It singularizes and pluralizes English words, and transforms strings from CamelCase to underscored string. Inflection is a port of `Ruby on Rails`_' `inflector`_ to Python. .. _Ruby on Rails: http://rubyonrails.org .. _inflector: http://api.rubyonrails.org/classes/ActiveSupport/Inflector.html Resources --------- - `Documentation `_ - `Issue Tracker `_ - `Code `_ - `Development Version `_ ",,2012-02-24T20:09:17.268105Z,https://github.com/jpvanhal/inflection,,2020-08-22T08:16:29.139062Z,MIT,,,,inflection,https://pypi.org/project/inflection/,https://pypi.org/project/inflection/,9,[],>=3.5,2026-08-03T21:34:03.613588+00:00,A port of Ruby on Rails inflector to Python,0.5.1,False,,jMWtg88eib59YlxVh,UDfpes2ucQe3g7KAb ,Eugenio Lacuesta ,"[""Development Status :: 3 - Alpha"", ""Framework :: Scrapy"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Internet :: WWW/HTTP"", ""Topic :: Software Development :: Libraries :: Application Frameworks"", ""Topic :: Software Development :: Libraries :: Python Modules""]",3,"# itemadapter [![version](https://img.shields.io/pypi/v/itemadapter.svg)](https://pypi.python.org/pypi/itemadapter) [![pyversions](https://img.shields.io/pypi/pyversions/itemadapter.svg)](https://pypi.python.org/pypi/itemadapter) [![actions](https://github.com/scrapy/itemadapter/workflows/Tests/badge.svg)](https://github.com/scrapy/itemadapter/actions) [![codecov](https://codecov.io/gh/scrapy/itemadapter/branch/master/graph/badge.svg)](https://codecov.io/gh/scrapy/itemadapter) The `ItemAdapter` class is a wrapper for data container objects, providing a common interface to handle objects of different types in an uniform manner, regardless of their underlying implementation. Currently supported types are: * [`scrapy.item.Item`](https://docs.scrapy.org/en/latest/topics/items.html#scrapy.item.Item) * [`dict`](https://docs.python.org/3/library/stdtypes.html#dict) * [`dataclass`](https://docs.python.org/3/library/dataclasses.html)-based classes * [`attrs`](https://www.attrs.org)-based classes * [`pydantic`](https://pydantic-docs.helpmanual.io/)-based classes Additionally, interaction with arbitrary types is supported, by implementing a pre-defined interface (see [extending `itemadapter`](#extending-itemadapter)). --- ## Requirements * Python 3.9+, either the CPython implementation (default) or the PyPy implementation * [`scrapy`](https://scrapy.org/) 2.2+: optional, needed to interact with `scrapy` items * [`attrs`](https://pypi.org/project/attrs/) 20.1.0+: optional, needed to interact with `attrs`-based items * [`pydantic`](https://pypi.org/project/pydantic/) 1.8+: optional, needed to interact with `pydantic`-based items --- ## Installation `itemadapter` is available on [`PyPI`](https://pypi.python.org/pypi/itemadapter), it can be installed with `pip`: ``` pip install itemadapter ``` For `attrs`, `pydantic` and `scrapy` support, install the corresponding extra to ensure that a supported version of the corresponding dependencies is installed. For exam",,2020-04-25T03:23:53.968336Z,,,2026-01-08T17:56:38.863647Z,,BSD-3-Clause,,,itemadapter,https://pypi.org/project/itemadapter/,https://pypi.org/project/itemadapter/,25,"[""attrs>=20.1.0; extra == \""attrs\"""", ""pydantic>=1.8; extra == \""pydantic\"""", ""scrapy>=2.2; extra == \""scrapy\""""]",>=3.9,2026-08-03T21:34:03.654254+00:00,Common interface for data container classes,0.13.1,False,,jMWtg88eib59YlxVh,UDfpes2ucQe3g7KAb ,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: BSD License"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Typing :: Typed""]",0,"# ItsDangerous ... so better sign this Various helpers to pass data to untrusted environments and to get it back safe and sound. Data is cryptographically signed to ensure that a token has not been tampered with. It's possible to customize how data is serialized. Data is compressed as needed. A timestamp can be added and verified automatically while loading a token. ## A Simple Example Here's how you could generate a token for transmitting a user's id and name between web requests. ```python from itsdangerous import URLSafeSerializer auth_s = URLSafeSerializer(""secret key"", ""auth"") token = auth_s.dumps({""id"": 5, ""name"": ""itsdangerous""}) print(token) # eyJpZCI6NSwibmFtZSI6Iml0c2Rhbmdlcm91cyJ9.6YP6T0BaO67XP--9UzTrmurXSmg data = auth_s.loads(token) print(data[""name""]) # itsdangerous ``` ## Donate The Pallets organization develops and supports ItsDangerous and other popular packages. In order to grow the community of contributors and users, and allow the maintainers to devote more time to the projects, [please donate today][]. [please donate today]: https://palletsprojects.com/donate ",,2011-06-24T02:53:45.500019Z,,,2024-04-16T21:28:15.614771Z,,,,Pallets ,itsdangerous,https://pypi.org/project/itsdangerous/,https://pypi.org/project/itsdangerous/,27,[],>=3.8,2026-08-03T21:34:03.682170+00:00,Safely pass data to untrusted environments and back.,2.2.0,False,,jMWtg88eib59YlxVh,UDfpes2ucQe3g7KAb ,Tom Christie ,"[""Development Status :: 4 - Beta"", ""Environment :: Web Environment"", ""Framework :: AsyncIO"", ""Framework :: Trio"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: BSD License"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Topic :: Internet :: WWW/HTTP""]",12,"

HTTPX

HTTPX - A next-generation HTTP client for Python.

HTTPX is a fully featured HTTP client library for Python 3. It includes **an integrated command line client**, has support for both **HTTP/1.1 and HTTP/2**, and provides both **sync and async APIs**. --- Install HTTPX using pip: ```shell $ pip install httpx ``` Now, let's get started: ```pycon >>> import httpx >>> r = httpx.get('https://www.example.org/') >>> r >>> r.status_code 200 >>> r.headers['content-type'] 'text/html; charset=UTF-8' >>> r.text '\n\n\nExample Domain...' ``` Or, using the command-line client. ```shell $ pip install 'httpx[cli]' # The command line client is an optional dependency. ``` Which now allows us to use HTTPX directly from the command-line...

httpx --help

Sending a request...

httpx http://httpbin.org/json

## Features HTTPX builds on the well-established usability of `requests`, and gives you: * A broadly [requests-compatible API](https://www.python-httpx.org/compatibility/). * An integrated command-line client. * HTTP/1.1 [and HTTP/2 support](https://www.python-httpx.org/http2/). * Standard synchronous interface,",,2019-07-19T14:23:35.015278Z,,,2025-09-15T16:15:12.087154Z,BSD-3-Clause,,,,httpx,https://pypi.org/project/httpx/,https://pypi.org/project/httpx/,74,"[""anyio"", ""certifi"", ""httpcore==1.*"", ""idna"", ""brotli; platform_python_implementation == \""CPython\"" and extra == \""brotli\"""", ""brotlicffi; platform_python_implementation != \""CPython\"" and extra == \""brotli\"""", ""click==8.*; extra == \""cli\"""", ""pygments==2.*; extra == \""cli\"""", ""rich<14,>=10; extra == \""cli\"""", ""h2<5,>=3; extra == \""http2\"""", ""socksio==1.*; extra == \""socks\"""", ""zstandard>=0.18.0; extra == \""zstd\""""]",>=3.8,2026-08-03T21:33:58.815255+00:00,The next generation HTTP client.,0.28.1,False,,Zz7jTlRKvTRxJywJM,EzO9LYBlYApPbfrMr ,"""David R. MacIver and Zac Hatfield-Dodds"" ","[""Development Status :: 5 - Production/Stable"", ""Framework :: Hypothesis"", ""Framework :: Pytest"", ""Intended Audience :: Developers"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Operating System :: Unix"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Education :: Testing"", ""Topic :: Software Development :: Testing"", ""Typing :: Typed""]",37,"
# Hypothesis * [Website](https://hypothesis.works/) * [Documentation](https://hypothesis.readthedocs.io/en/latest/) * [Source code](https://github.com/hypothesisWorks/hypothesis/) * [Contributing](https://github.com/HypothesisWorks/hypothesis/blob/master/CONTRIBUTING.rst) * [Community](https://hypothesis.readthedocs.io/en/latest/community.html) Hypothesis is the property-based testing library for Python. With Hypothesis, you write tests which should pass for all inputs in whatever range you describe, and let Hypothesis randomly choose which of those inputs to check - including edge cases you might not have thought about. For example: ```python from hypothesis import given, strategies as st @given(st.lists(st.integers())) def test_matches_builtin(ls): assert sorted(ls) == my_sort(ls) ``` This randomized testing can catch bugs and edge cases that you didn't think of and wouldn't have found. In addition, when Hypothesis does find a bug, it doesn't just report any failing test case — it reports the simplest possible one. This makes property-based tests a powerful tool for debugging, as well as testing. For instance, ```python def my_sort(ls): return sorted(set(ls)) ``` fails with the simplest possible failing test case: ``` Failing test case: test_matches_builtin(ls=[0, 0]) ``` ### Installation To install Hypothesis: ``` pip install hypothesis ``` There are also [optional extras available](https://hypothesis.readthedocs.io/en/latest/extras.html). ",,2013-03-10T13:53:06.290056Z,,"python, testing, fuzzing, property-based-testing",2026-08-02T00:20:26.755151Z,,MPL-2.0,,,hypothesis,https://pypi.org/project/hypothesis/,https://pypi.org/project/hypothesis/,1553,"[""exceptiongroup>=1.0.0; python_full_version < \""3.11\"""", ""sortedcontainers<3.0.0,>=2.1.0"", ""black>=20.8b0; extra == \""all\"""", ""click>=7.0; extra == \""all\"""", ""crosshair-tool>=0.0.109; extra == \""all\"""", ""django>=5.2; extra == \""all\"""", ""dpcontracts>=0.4; extra == \""all\"""", ""hypothesis-crosshair>=0.0.30; extra == \""all\"""", ""lark>=0.10.1; extra == \""all\"""", ""libcst>=0.3.16; extra == \""all\"""", ""numpy>=1.21.6; extra == \""all\"""", ""pandas>=1.1; extra == \""all\"""", ""pytest>=4.6; extra == \""all\"""", ""python-dateutil>=1.4; extra == \""all\"""", ""pytz>=2014.1; extra == \""all\"""", ""redis>=3.0.0; extra == \""all\"""", ""rich>=9.0.0; extra == \""all\"""", ""tzdata>=2026.3; (sys_platform == \""emscripten\"" and extra == \""all\"") or (sys_platform == \""win32\"" and extra == \""all\"")"", ""watchdog>=4.0.0; extra == \""all\"""", ""click>=7.0; extra == \""cli\"""", ""black>=20.8b0; extra == \""cli\"""", ""rich>=9.0.0; extra == \""cli\"""", ""libcst>=0.3.16; extra == \""codemods\"""", ""hypothesis-crosshair>=0.0.30; extra == \""crosshair\"""", ""crosshair-tool>=0.0.109; extra == \""crosshair\"""", ""python-dateutil>=1.4; extra == \""dateutil\"""", ""django>=5.2; extra == \""django\"""", ""dpcontracts>=0.4; extra == \""dpcontracts\"""", ""black>=20.8b0; extra == \""ghostwriter\"""", ""lark>=0.10.1; extra == \""lark\"""", ""numpy>=1.21.6; extra == \""numpy\"""", ""pandas>=1.1; extra == \""pandas\"""", ""pytest>=4.6; extra == \""pytest\"""", ""pytz>=2014.1; extra == \""pytz\"""", ""redis>=3.0.0; extra == \""redis\"""", ""watchdog>=4.0.0; extra == \""watchdog\"""", ""tzdata>=2026.3; (sys_platform == \""emscripten\"" and extra == \""zoneinfo\"") or (sys_platform == \""win32\"" and extra == \""zoneinfo\"")""]",>=3.10,2026-08-03T21:33:58.910878+00:00,The property-based testing library for Python,6.165.0,False,,Zz7jTlRKvTRxJywJM,EzO9LYBlYApPbfrMr "Hugging Face, Inc.",julien@huggingface.co,"[""Intended Audience :: Developers"", ""Intended Audience :: Education"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: Apache Software License"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Scientific/Engineering :: Artificial Intelligence""]",112,"



The official CLI and Python client for the Hugging Face Hub.
About · Documentation · Install · CLI Guide · Contributing

=8.4.2"", ""filelock>=3.10.0"", ""fsspec>=2023.5.0"", ""hf-xet<2.0.0,>=1.5.1; platform_machine == \""x86_64\"" or platform_machine == \""amd64\"" or platform_machine == \""AMD64\"" or platform_machine == \""arm64\"" or platform_machine == \""aarch64\"""", ""httpx<1,>=0.23.0"", ""packaging>=20.9"", ""pyyaml>=5.1"", ""tqdm>=4.42.1"", ""typing-extensions>=4.1.0"", ""authlib>=1.3.2; extra == \""oauth\"""", ""fastapi; extra == \""oauth\"""", ""httpx; extra == \""oauth\"""", ""itsdangerous; extra == \""oauth\"""", ""torch; extra == \""torch\"""", ""safetensors[torch]; extra == \""torch\"""", ""toml; extra == \""fastai\"""", ""fastai>=2.4; extra == \""fastai\"""", ""fastcore>=1.3.27; extra == \""fastai\"""", ""hf-xet<2.0.0,>=1.5.1; extra == \""hf-xet\"""", ""mcp>=1.8.0; extra == \""mcp\"""", ""authlib>=1.3.2; extra == \""testing\"""", ""fastapi; extra == \""testing\"""", ""httpx; extra == \""testing\"""", ""itsdangerous; extra == \""testing\"""", ""jedi; extra == \""testing\"""", ""Jinja2; extra == \""testing\"""", ""pytest>=8.4.2; extra == \""testing\"""", ""pytest-cov; extra == \""testing\"""", ""pytest-env; extra == \""testing\"""", ""pytest-xdist; extra == \""testing\"""", ""pytest-vcr; extra == \""testing\"""", ""pytest-asyncio; extra == \""testing\"""", ""pytest-rerunfailures>=16.2; extra == \""testing\"""", ""pytest-mock; extra == \""testing\"""", ""urllib3<2.0; extra == \""testing\"""", ""soundfile; extra == \""testing\"""", ""Pillow; extra == \""testing\"""", ""numpy; extra == \""testing\"""", ""duckdb; extra == \""testing\"""", ""fastapi; extra == \""testing\"""", ""gradio>=5.0.0; extra == \""gradio\"""", ""requests; extra == \""gradio\"""", ""typing-extensions>=4.8.0; extra == \""typing\"""", ""types-PyYAML; extra == \""typing\"""", ""types-simplejson; extra == \""typing\"""", ""types-toml; extra == \""typing\"""", ""types-tqdm; extra == \""typing\"""", ""types-urllib3; extra == \""typing\"""", ""ruff>=0.9.0; extra == \""quality\"""", ""mypy==1.15.0; extra == \""quality\"""", ""libcst>=1.4.0; extra == \""quality\"""", ""ty; extra == \""quality\"""", ""authlib>=1.3.2; extra == \""all\"""", ""fastapi; extra == \""all\"""", ""httpx; extra == \""all\"""", ""itsdangerous; extra == \""all\"""", ""jedi; extra == \""all\"""", ""Jinja2; extra == \""all\"""", ""pytest>=8.4.2; extra == \""all\"""", ""pytest-cov; extra == \""all\"""", ""pytest-env; extra == \""all\"""", ""pytest-xdist; extra == \""all\"""", ""pytest-vcr; extra == \""all\"""", ""pytest-asyncio; extra == \""all\"""", ""pytest-rerunfailures>=16.2; extra == \""all\"""", ""pytest-mock; extra == \""all\"""", ""urllib3<2.0; extra == \""all\"""", ""soundfile; extra == \""all\"""", ""Pillow; extra == \""all\"""", ""numpy; extra == \""all\"""", ""duckdb; extra == \""all\"""", ""fastapi; extra == \""all\"""", ""ruff>=0.9.0; extra == \""all\"""", ""mypy==1.15.0; extra == \""all\"""", ""libcst>=1.4.0; extra == \""all\"""", ""ty; extra == \""all\"""", ""typing-extensions>=4.8.0; extra == \""all\"""", ""types-PyYAML; extra == \""all\"""", ""types-simplejson; extra == \""all\"""", ""types-toml; extra == \""all\"""", ""types-tqdm; extra == \""all\"""", ""types-urllib3; extra == \""all\"""", ""authlib>=1.3.2; extra == \""dev\"""", ""fastapi; extra == \""dev\"""", ""httpx; extra == \""dev\"""", ""itsdangerous; extra == \""dev\"""", ""jedi; extra == \""dev\"""", ""Jinja2; extra == \""dev\"""", ""pytest>=8.4.2; extra == \""dev\"""", ""pytest-cov; extra == \""dev\"""", ""pytest-env; extra == \""dev\"""", ""pytest-xdist; extra == \""dev\"""", ""pytest-vcr; extra == \""dev\"""", ""pytest-asyncio; extra == \""dev\"""", ""pytest-rerunfailures>=16.2; extra == \""dev\"""", ""pytest-mock; extra == \""dev\"""", ""urllib3<2.0; extra == \""dev\"""", ""soundfile; extra == \""dev\"""", ""Pillow; extra == \""dev\"""", ""numpy; extra == \""dev\"""", ""duckdb; extra == \""dev\"""", ""fastapi; extra == \""dev\"""", ""ruff>=0.9.0; extra == \""dev\"""", ""mypy==1.15.0; extra == \""dev\"""", ""libcst>=1.4.0; extra == \""dev\"""", ""ty; extra == \""dev\"""", ""typing-extensions>=4.8.0; extra == \""dev\"""", ""types-PyYAML; extra == \""dev\"""", ""types-simplejson; extra == \""dev\"""", ""types-toml; extra == \""dev\"""", ""types-tqdm; extra == \""dev\"""", ""types-urllib3; extra == \""dev\""""]",>=3.10.0,2026-08-03T21:33:58.958967+00:00,"Client library to download and publish models, datasets and other repos on the huggingface.co hub",1.26.0,False,,Zz7jTlRKvTRxJywJM,EzO9LYBlYApPbfrMr ,"Ofek Lev , Cary Hawkins ","[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Natural Language :: English"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Software Development :: Build Tools""]",19,"# Hatch

| | | | --- | --- | | CI/CD | [![CI - Test](https://github.com/pypa/hatch/actions/workflows/test.yml/badge.svg)](https://github.com/pypa/hatch/actions/workflows/test.yml) [![CD - Build Hatch](https://github.com/pypa/hatch/actions/workflows/build-hatch.yml/badge.svg)](https://github.com/pypa/hatch/actions/workflows/build-hatch.yml) [![CD - Build Hatchling](https://github.com/pypa/hatch/actions/workflows/build-hatchling.yml/badge.svg)](https://github.com/pypa/hatch/actions/workflows/build-hatchling.yml) | | Docs | [![Docs - Release](https://github.com/pypa/hatch/actions/workflows/docs-release.yml/badge.svg)](https://github.com/pypa/hatch/actions/workflows/docs-release.yml) [![Docs - Dev](https://github.com/pypa/hatch/actions/workflows/docs-dev.yml/badge.svg)](https://github.com/pypa/hatch/actions/workflows/docs-dev.yml) | | Package | [![PyPI - Version](https://img.shields.io/pypi/v/hatch.svg?logo=pypi&label=PyPI&logoColor=gold)](https://pypi.org/project/hatch/) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/hatch.svg?logo=python&label=Python&logoColor=gold)](https://pypi.org/project/hatch/) [![PyPI - Installs](https://img.shields.io/pypi/dm/hatchling.svg?color=blue&label=Installs&logo=pypi&logoColor=gold)](https://pypi.org/project/hatch/) [![Release - Downloads](https://img.shields.io/github/downloads/pypa/hatch/total?label=Downloads)](https://github.com/pypa/hatch/releases) | | Meta | [![Hatch project](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/pypa/hatch/master/docs/assets/badge/v0.json)](https://github.com/pypa/hatch) [![linting - Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff) [![types - Mypy](https://img.shields.io/badge/types-Mypy-blue.svg)](https://git",,2021-12-29T21:16:09.834318Z,,"build, dependency, environment, hatch, packaging, plugin, publishing, release, versioning",2026-07-08T01:54:37.327108Z,,MIT,,,hatch,https://pypi.org/project/hatch/,https://pypi.org/project/hatch/,61,"[""backports-zstd>=1.0.0; python_version < \""3.14\"""", ""click>=8.0.6"", ""distro>=1.0.0; sys_platform == \""linux\"""", ""hatchling>=1.27.0"", ""httpx2>=0.22.0"", ""hyperlink>=21.0.0"", ""keyring>=23.5.0"", ""packaging>=24.2"", ""pexpect~=4.8"", ""platformdirs>=2.5.0"", ""pyproject-hooks"", ""python-discovery>=1.1"", ""rich>=11.2.0"", ""shellingham>=1.4.0"", ""tomli-w>=1.0"", ""tomlkit>=0.11.1"", ""userpath~=1.7"", ""uv>=0.5.23"", ""virtualenv>=21""]",>=3.10,2026-08-03T21:33:59.012372+00:00,"Modern, extensible Python project management",1.17.1,False,,Zz7jTlRKvTRxJywJM,EzO9LYBlYApPbfrMr ,Jason Moiron ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.15"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Text Processing"", ""Topic :: Text Processing :: General""]",5,"# humanize [![PyPI version](https://img.shields.io/pypi/v/humanize.svg?logo=pypi&logoColor=FFE873)](https://pypi.org/project/humanize/) [![Supported Python versions](https://img.shields.io/pypi/pyversions/humanize.svg?logo=python&logoColor=FFE873)](https://pypi.org/project/humanize/) [![Documentation Status](https://readthedocs.org/projects/python-humanize/badge/?version=latest)](https://humanize.readthedocs.io/en/latest/?badge=latest) [![PyPI downloads](https://img.shields.io/pypi/dm/humanize.svg)](https://pypistats.org/packages/humanize) [![GitHub Actions status](https://github.com/python-humanize/humanize/workflows/Test/badge.svg)](https://github.com/python-humanize/humanize/actions) [![codecov](https://codecov.io/gh/python-humanize/humanize/branch/main/graph/badge.svg)](https://codecov.io/gh/python-humanize/humanize) [![MIT License](https://img.shields.io/github/license/python-humanize/humanize.svg)](LICENCE) [![Tidelift](https://tidelift.com/badges/package/pypi/humanize)](https://tidelift.com/subscription/pkg/pypi-humanize?utm_source=pypi-humanize&utm_medium=badge) This modest package contains various common humanization utilities, like turning a number into a fuzzy human-readable duration (""3 minutes ago"") or into a human-readable size or throughput. It is localized to: - Arabic - Basque - Bengali - Brazilian Portuguese - Catalan - Danish - Dutch - Esperanto - European Portuguese - Finnish - French - German - Greek - Hebrew - Indonesian - Italian - Japanese - Klingon - Korean - Latvian - Norwegian - Persian - Polish - Russian - Simplified Chinese - Slovak - Slovenian - Spanish - Swedish - Turkish - Ukrainian - Uzbek - Vietnamese ## API reference [https://humanize.readthedocs.io](https://humanize.readthedocs.io/) ## Installation ### From PyPI ```bash python3 -m pip install --upgrade humanize ``` ### From source ```bash git clone https://github.com/python-humanize/humanize cd humanize python3 -m pip install -e . ``` ## Usage ###",,2011-10-12T21:40:01.694538Z,,humanize time size,2026-06-30T16:17:29.859993Z,,MIT,Hugo van Kemenade,,humanize,https://pypi.org/project/humanize/,https://pypi.org/project/humanize/,58,"[""freezegun; extra == \""tests\"""", ""pytest-benchmark; extra == \""tests\"""", ""pytest-codspeed; extra == \""tests\"""", ""pytest-cov; extra == \""tests\"""", ""pytest>=9; extra == \""tests\""""]",>=3.10,2026-08-03T21:33:59.044220+00:00,Python humanize utilities,4.16.0,False,,Zz7jTlRKvTRxJywJM,EzO9LYBlYApPbfrMr ,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 2"", ""Programming Language :: Python :: 2.7"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.5"", ""Programming Language :: Python :: 3.6"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: Text Processing :: Markup :: HTML""]",8,"html5lib ======== .. image:: https://travis-ci.org/html5lib/html5lib-python.svg?branch=master :target: https://travis-ci.org/html5lib/html5lib-python html5lib is a pure-python library for parsing HTML. It is designed to conform to the WHATWG HTML specification, as is implemented by all major web browsers. Usage ----- Simple usage follows this pattern: .. code-block:: python import html5lib with open(""mydocument.html"", ""rb"") as f: document = html5lib.parse(f) or: .. code-block:: python import html5lib document = html5lib.parse(""

Hello World!"") By default, the ``document`` will be an ``xml.etree`` element instance. Whenever possible, html5lib chooses the accelerated ``ElementTree`` implementation (i.e. ``xml.etree.cElementTree`` on Python 2.x). Two other tree types are supported: ``xml.dom.minidom`` and ``lxml.etree``. To use an alternative format, specify the name of a treebuilder: .. code-block:: python import html5lib with open(""mydocument.html"", ""rb"") as f: lxml_etree_document = html5lib.parse(f, treebuilder=""lxml"") When using with ``urllib2`` (Python 2), the charset from HTTP should be pass into html5lib as follows: .. code-block:: python from contextlib import closing from urllib2 import urlopen import html5lib with closing(urlopen(""http://example.com/"")) as f: document = html5lib.parse(f, transport_encoding=f.info().getparam(""charset"")) When using with ``urllib.request`` (Python 3), the charset from HTTP should be pass into html5lib as follows: .. code-block:: python from urllib.request import urlopen import html5lib with urlopen(""http://example.com/"") as f: document = html5lib.parse(f, transport_encoding=f.info().get_content_charset()) To have more control over the parser, create a parser object explicitly. For instance, to make the parser raise exceptions on parse errors, use: .. code-block:: python import html5lib with open(""mydocument.html"", ""rb"") as f: parser = html",,2012-02-11T10:36:08.028482Z,https://github.com/html5lib/html5lib-python,,2020-06-22T23:32:38.834992Z,MIT License,,James Graham,james@hoppipolla.co.uk,html5lib,https://pypi.org/project/html5lib/,https://pypi.org/project/html5lib/,27,"[""six (>=1.9)"", ""webencodings"", ""genshi ; extra == 'all'"", ""chardet (>=2.2) ; extra == 'all'"", ""lxml ; (platform_python_implementation == 'CPython') and extra == 'all'"", ""chardet (>=2.2) ; extra == 'chardet'"", ""genshi ; extra == 'genshi'"", ""lxml ; (platform_python_implementation == 'CPython') and extra == 'lxml'""]",">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*",2026-08-03T21:33:59.074271+00:00,HTML parser based on the WHATWG HTML specification,1.1,False,,Zz7jTlRKvTRxJywJM,EzO9LYBlYApPbfrMr Nathaniel J. Smith,njs@pobox.com,"[""Development Status :: 3 - Alpha"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Internet :: WWW/HTTP"", ""Topic :: System :: Networking""]",0,"h11 === .. image:: https://travis-ci.org/python-hyper/h11.svg?branch=master :target: https://travis-ci.org/python-hyper/h11 :alt: Automated test status .. image:: https://codecov.io/gh/python-hyper/h11/branch/master/graph/badge.svg :target: https://codecov.io/gh/python-hyper/h11 :alt: Test coverage .. image:: https://readthedocs.org/projects/h11/badge/?version=latest :target: http://h11.readthedocs.io/en/latest/?badge=latest :alt: Documentation Status This is a little HTTP/1.1 library written from scratch in Python, heavily inspired by `hyper-h2 `_. It's a ""bring-your-own-I/O"" library; h11 contains no IO code whatsoever. This means you can hook h11 up to your favorite network API, and that could be anything you want: synchronous, threaded, asynchronous, or your own implementation of `RFC 6214 `_ -- h11 won't judge you. (Compare this to the current state of the art, where every time a `new network API `_ comes along then someone gets to start over reimplementing the entire HTTP protocol from scratch.) Cory Benfield made an `excellent blog post describing the benefits of this approach `_, or if you like video then here's his `PyCon 2016 talk on the same theme `_. This also means that h11 is not immediately useful out of the box: it's a toolkit for building programs that speak HTTP, not something that could directly replace ``requests`` or ``twisted.web`` or whatever. But h11 makes it much easier to implement something like ``requests`` or ``twisted.web``. At a high level, working with h11 goes like this: 1) First, create an ``h11.Connection`` object to track the state of a single HTTP/1.1 connection. 2) When you read data off the network, pass it to ``conn.receive_data(...)``; you'll get back a list of objects representing high-level HTTP ""event",,2016-05-14T01:29:43.158216Z,https://github.com/python-hyper/h11,,2025-04-24T03:35:25.427659Z,MIT,,,,h11,https://pypi.org/project/h11/,https://pypi.org/project/h11/,14,[],>=3.8,2026-08-03T21:33:59.103105+00:00,"A pure-Python, bring-your-own-I/O implementation of HTTP/1.1",0.16.0,False,,Zz7jTlRKvTRxJywJM,EzO9LYBlYApPbfrMr ,Cory Benfield ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Implementation :: CPython""]",2,"========================= h2: HTTP/2 Protocol Stack ========================= .. image:: https://github.com/python-hyper/h2/workflows/CI/badge.svg :target: https://github.com/python-hyper/h2/actions :alt: Build Status .. image:: https://codecov.io/gh/python-hyper/h2/branch/master/graph/badge.svg :target: https://codecov.io/gh/python-hyper/h2 :alt: Code Coverage .. image:: https://readthedocs.org/projects/h2/badge/?version=latest :target: https://h2.readthedocs.io/en/latest/ :alt: Documentation Status .. image:: https://img.shields.io/badge/chat-join_now-brightgreen.svg :target: https://gitter.im/python-hyper/community :alt: Chat community .. image:: https://raw.github.com/python-hyper/documentation/master/source/logo/hyper-black-bg-white.png This repository contains a pure-Python implementation of a HTTP/2 protocol stack. It's written from the ground up to be embeddable in whatever program you choose to use, ensuring that you can speak HTTP/2 regardless of your programming paradigm. You use it like this: .. code-block:: python import h2.connection import h2.config config = h2.config.H2Configuration() conn = h2.connection.H2Connection(config=config) conn.send_headers(stream_id=stream_id, headers=headers) conn.send_data(stream_id, data) socket.sendall(conn.data_to_send()) events = conn.receive_data(socket_data) This repository does not provide a parsing layer, a network layer, or any rules about concurrency. Instead, it's a purely in-memory solution, defined in terms of data actions and HTTP/2 frames. This is one building block of a full Python HTTP implementation. To install it, just run: .. code-block:: console $ python -m pip install h2 Documentation ============= Documentation is available at https://h2.readthedocs.io . Contributing ============ ``h2`` welcomes contributions from anyone! Unlike many other projects we are happy to accept cosmetic contributions and small contributions",,2015-10-15T17:19:41.989425Z,,,2026-08-03T11:45:09.509241Z,,MIT,,Thomas Kriechbaumer ,h2,https://pypi.org/project/h2/,https://pypi.org/project/h2/,48,"[""hyperframe<7,>=6.1"", ""hpack<5,>=4.2""]",>=3.10,2026-08-03T21:33:59.237848+00:00,Pure-Python HTTP/2 protocol implementation,4.4.1,False,,Zz7jTlRKvTRxJywJM,EzO9LYBlYApPbfrMr ,Tom Christie ,"[""Development Status :: 3 - Alpha"", ""Environment :: Web Environment"", ""Framework :: AsyncIO"", ""Framework :: Trio"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: BSD License"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Topic :: Internet :: WWW/HTTP""]",6,"# HTTP Core [![Test Suite](https://github.com/encode/httpcore/workflows/Test%20Suite/badge.svg)](https://github.com/encode/httpcore/actions) [![Package version](https://badge.fury.io/py/httpcore.svg)](https://pypi.org/project/httpcore/) > *Do one thing, and do it well.* The HTTP Core package provides a minimal low-level HTTP client, which does one thing only. Sending HTTP requests. It does not provide any high level model abstractions over the API, does not handle redirects, multipart uploads, building authentication headers, transparent HTTP caching, URL parsing, session cookie handling, content or charset decoding, handling JSON, environment based configuration defaults, or any of that Jazz. Some things HTTP Core does do: * Sending HTTP requests. * Thread-safe / task-safe connection pooling. * HTTP(S) proxy & SOCKS proxy support. * Supports HTTP/1.1 and HTTP/2. * Provides both sync and async interfaces. * Async backend support for `asyncio` and `trio`. ## Requirements Python 3.8+ ## Installation For HTTP/1.1 only support, install with: ```shell $ pip install httpcore ``` There are also a number of optional extras available... ```shell $ pip install httpcore['asyncio,trio,http2,socks'] ``` ## Sending requests Send an HTTP request: ```python import httpcore response = httpcore.request(""GET"", ""https://www.example.com/"") print(response) # print(response.status) # 200 print(response.headers) # [(b'Accept-Ranges', b'bytes'), (b'Age', b'557328'), (b'Cache-Control', b'max-age=604800'), ...] print(response.content) # b'\n\n\nExample Domain\n\n\n ...' ``` The top-level `httpcore.request()` function is provided for convenience. In practice whenever you're working with `httpcore` you'll want to use the connection pooling functionality that it provides. ```python import httpcore http = httpcore.ConnectionPool() response = http.request(""GET"", ""https://www.example.com/"") ``` O",,2019-04-04T17:44:38.403522Z,,,2025-04-24T22:06:22.219726Z,,BSD-3-Clause,,,httpcore,https://pypi.org/project/httpcore/,https://pypi.org/project/httpcore/,64,"[""certifi"", ""h11>=0.16"", ""anyio<5.0,>=4.0; extra == \""asyncio\"""", ""h2<5,>=3; extra == \""http2\"""", ""socksio==1.*; extra == \""socks\"""", ""trio<1.0,>=0.22.0; extra == \""trio\""""]",>=3.8,2026-08-03T21:33:59.268689+00:00,A minimal low-level HTTP client.,1.0.9,False,,Zz7jTlRKvTRxJywJM,EzO9LYBlYApPbfrMr Omry Yadan,omry@fb.com,"[""Development Status :: 4 - Beta"", ""License :: OSI Approved :: MIT License"", ""Operating System :: MacOS"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX :: Linux"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9""]",4,"

A framework for elegantly configuring complex applications.

Check the website for more information,
or click the thumbnail below for a one-minute video introduction to Hydra.

=2.2"", ""antlr4-python3-runtime==4.9.*"", ""importlib-resources; python_version < \""3.9\"""", ""packaging""]",,2026-08-03T21:33:59.297853+00:00,A framework for elegantly configuring complex applications,1.3.4,False,,Zz7jTlRKvTRxJywJM,EzO9LYBlYApPbfrMr ,,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Web Environment"", ""Framework :: Flask"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Topic :: Internet :: WWW/HTTP :: Dynamic Content"", ""Topic :: Internet :: WWW/HTTP :: WSGI"", ""Topic :: Internet :: WWW/HTTP :: WSGI :: Application"", ""Topic :: Software Development :: Libraries :: Application Frameworks"", ""Typing :: Typed""]",9,"

# Flask Flask is a lightweight [WSGI] web application framework. It is designed to make getting started quick and easy, with the ability to scale up to complex applications. It began as a simple wrapper around [Werkzeug] and [Jinja], and has become one of the most popular Python web application frameworks. Flask offers suggestions, but doesn't enforce any dependencies or project layout. It is up to the developer to choose the tools and libraries they want to use. There are many extensions provided by the community that make adding new functionality easy. [WSGI]: https://wsgi.readthedocs.io/ [Werkzeug]: https://werkzeug.palletsprojects.com/ [Jinja]: https://jinja.palletsprojects.com/ ## A Simple Example ```python # save this as app.py from flask import Flask app = Flask(__name__) @app.route(""/"") def hello(): return ""Hello, World!"" ``` ``` $ flask run * Running on http://127.0.0.1:5000/ (Press CTRL+C to quit) ``` ## Donate The Pallets organization develops and supports Flask and the libraries it uses. In order to grow the community of contributors and users, and allow the maintainers to devote more time to the projects, [please donate today]. [please donate today]: https://palletsprojects.com/donate ## Contributing See our [detailed contributing documentation][contrib] for many ways to contribute, including reporting issues, requesting features, asking or answering questions, and making PRs. [contrib]: https://palletsprojects.com/contributing/ ",,2010-04-16T14:29:37.458396Z,,,2026-02-19T05:00:57.678803Z,,BSD-3-Clause,,Pallets ,Flask,https://pypi.org/project/Flask/,https://pypi.org/project/Flask/,64,"[""blinker>=1.9.0"", ""click>=8.1.3"", ""importlib-metadata>=3.6.0; python_version < \""3.10\"""", ""itsdangerous>=2.2.0"", ""jinja2>=3.1.2"", ""markupsafe>=2.1.1"", ""werkzeug>=3.1.0"", ""asgiref>=3.2; extra == \""async\"""", ""python-dotenv; extra == \""dotenv\""""]",>=3.9,2026-08-03T21:33:42.544762+00:00,A simple framework for building complex web applications.,3.1.3,False,,CTdjfDOFcj58Xn1x7,02IYK0wrHL7XsaW5L ,Sebastián Ramírez ,"[""Development Status :: 4 - Beta"", ""Environment :: Web Environment"", ""Framework :: AsyncIO"", ""Framework :: FastAPI"", ""Framework :: Pydantic"", ""Framework :: Pydantic :: 2"", ""Intended Audience :: Developers"", ""Intended Audience :: Information Technology"", ""Intended Audience :: System Administrators"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Internet"", ""Topic :: Internet :: WWW/HTTP"", ""Topic :: Internet :: WWW/HTTP :: HTTP Servers"", ""Topic :: Software Development"", ""Topic :: Software Development :: Libraries"", ""Topic :: Software Development :: Libraries :: Application Frameworks"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Typing :: Typed""]",32,"

FastAPI framework, high performance, easy to learn, fast to code, ready for production

--- **Documentation**: [https://fastapi.tiangolo.com](https://fastapi.tiangolo.com) **Source Code**: [https://github.com/fastapi/fastapi](https://github.com/fastapi/fastapi) --- FastAPI is a modern, fast (high-performance), web framework for building APIs with Python based on standard Python type hints. The key features are: * **Fast**: Very high performance, on par with **NodeJS** and **Go** (thanks to Starlette and Pydantic). [One of the fastest Python frameworks available](#performance). * **Fast to code**: Increase the speed to develop features by about 200% to 300%. * * **Fewer bugs**: Reduce about 40% of human (developer) induced errors. * * **Intuitive**: Great editor support. Completion everywhere. Less time debugging. * **Easy**: Designed to be easy to use and learn. Less time reading docs. * **Short**: Minimize code duplication. Multiple featur",,2018-12-08T08:14:13.103167Z,,,2026-07-29T17:18:05.568608Z,,MIT,,,fastapi,https://pypi.org/project/fastapi/,https://pypi.org/project/fastapi/,317,"[""starlette>=0.46.0"", ""pydantic>=2.9.0"", ""typing-extensions>=4.8.0"", ""typing-inspection>=0.4.2"", ""annotated-doc>=0.0.2"", ""fastapi-cli[standard]>=0.0.32; extra == \""standard\"""", ""fastar>=0.9.0; extra == \""standard\"""", ""httpx<1.0.0,>=0.23.0; extra == \""standard\"""", ""jinja2>=3.1.5; extra == \""standard\"""", ""python-multipart>=0.0.18; extra == \""standard\"""", ""email-validator>=2.0.0; extra == \""standard\"""", ""uvicorn[standard]>=0.12.0; extra == \""standard\"""", ""pydantic-settings>=2.0.0; extra == \""standard\"""", ""pydantic-extra-types>=2.0.0; extra == \""standard\"""", ""fastapi-cli[standard-no-fastapi-cloud-cli]>=0.0.32; extra == \""standard-no-fastapi-cloud-cli\"""", ""httpx<1.0.0,>=0.23.0; extra == \""standard-no-fastapi-cloud-cli\"""", ""jinja2>=3.1.5; extra == \""standard-no-fastapi-cloud-cli\"""", ""python-multipart>=0.0.18; extra == \""standard-no-fastapi-cloud-cli\"""", ""email-validator>=2.0.0; extra == \""standard-no-fastapi-cloud-cli\"""", ""uvicorn[standard]>=0.12.0; extra == \""standard-no-fastapi-cloud-cli\"""", ""pydantic-settings>=2.0.0; extra == \""standard-no-fastapi-cloud-cli\"""", ""pydantic-extra-types>=2.0.0; extra == \""standard-no-fastapi-cloud-cli\"""", ""fastapi-cli[standard]>=0.0.32; extra == \""all\"""", ""httpx<1.0.0,>=0.23.0; extra == \""all\"""", ""jinja2>=3.1.5; extra == \""all\"""", ""python-multipart>=0.0.18; extra == \""all\"""", ""itsdangerous>=1.1.0; extra == \""all\"""", ""pyyaml>=5.3.1; extra == \""all\"""", ""email-validator>=2.0.0; extra == \""all\"""", ""uvicorn[standard]>=0.12.0; extra == \""all\"""", ""pydantic-settings>=2.0.0; extra == \""all\"""", ""pydantic-extra-types>=2.0.0; extra == \""all\""""]",>=3.10,2026-08-03T21:33:42.582558+00:00,"FastAPI framework, high performance, easy to learn, fast to code, ready for production",0.141.1,False,,CTdjfDOFcj58Xn1x7,02IYK0wrHL7XsaW5L Tarek Ziade,tarek@ziade.org,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Framework :: Flake8"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: Software Development :: Quality Assurance""]",3,".. image:: https://github.com/PyCQA/flake8/workflows/main/badge.svg :target: https://github.com/PyCQA/flake8/actions?query=workflow%3Amain :alt: build status .. image:: https://results.pre-commit.ci/badge/github/PyCQA/flake8/main.svg :target: https://results.pre-commit.ci/latest/github/PyCQA/flake8/main :alt: pre-commit.ci status .. image:: https://img.shields.io/discord/825463413634891776.svg :target: https://discord.gg/qYxpadCgkx :alt: Discord ======== Flake8 ======== Flake8 is a wrapper around these tools: - PyFlakes - pycodestyle - Ned Batchelder's McCabe script Flake8 runs all the tools by launching the single ``flake8`` command. It displays the warnings in a per-file, merged output. It also adds a few features: - files that contain this line are skipped:: # flake8: noqa - lines that contain a ``# noqa`` comment at the end will not issue warnings. - you can ignore specific errors on a line with ``# noqa: ``, e.g., ``# noqa: E234``. Multiple codes can be given, separated by comma. The ``noqa`` token is case insensitive, the colon before the list of codes is required otherwise the part after ``noqa`` is ignored - Git and Mercurial hooks - extendable through ``flake8.extension`` and ``flake8.formatting`` entry points Quickstart ========== See our `quickstart documentation `_ for how to install and get started with Flake8. Frequently Asked Questions ========================== Flake8 maintains an `FAQ `_ in its documentation. Questions or Feedback ===================== If you have questions you'd like to ask the developers, or feedback you'd like to provide, feel free to use the mailing list: code-quality@python.org We would love to hear from you. Additionally, if you have a feature you'd like to suggest, the mailing list would be the best place for it. Links ===== * `Flake8 Documentation =0.7.0"", ""pycodestyle<2.15.0,>=2.14.0"", ""pyflakes<3.5.0,>=3.4.0""]",>=3.9,2026-08-03T21:33:42.611298+00:00,the modular source code checker: pep8 pyflakes and co,7.3.0,False,,CTdjfDOFcj58Xn1x7,02IYK0wrHL7XsaW5L ,,"[""Development Status :: 4 - Beta"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14""]",102,"# filesystem_spec [![PyPI version](https://badge.fury.io/py/fsspec.svg)](https://pypi.python.org/pypi/fsspec/) [![Anaconda-Server Badge](https://anaconda.org/conda-forge/fsspec/badges/version.svg)](https://anaconda.org/conda-forge/fsspec) ![Build](https://github.com/fsspec/filesystem_spec/workflows/CI/badge.svg) [![Docs](https://readthedocs.org/projects/filesystem-spec/badge/?version=latest)](https://filesystem-spec.readthedocs.io/en/latest/?badge=latest) A specification for pythonic filesystems. ## Install ```bash pip install fsspec ``` would install the base fsspec. Various optionally supported features might require specification of custom extra require, e.g. `pip install fsspec[ssh]` will install dependencies for `ssh` backends support. Use `pip install fsspec[full]` for installation of all known extra dependencies. Up-to-date package also provided through conda-forge distribution: ```bash conda install -c conda-forge fsspec ``` ## Purpose To produce a template or specification for a file-system interface, that specific implementations should follow, so that applications making use of them can rely on a common behaviour and not have to worry about the specific internal implementation decisions with any given backend. Many such implementations are included in this package, or in sister projects such as `s3fs` and `gcsfs`. In addition, if this is well-designed, then additional functionality, such as a key-value store or FUSE mounting of the file-system implementation may be available for all implementations ""for free"". ## Documentation Please refer to [RTD](https://filesystem-spec.readthedocs.io/en/latest/?badge=latest) ## Develop fsspec uses GitHub Actions for CI. Environment files can be found in the ""ci/"" directory. Note that the main environment is called ""py38"", but it is expected that the version of python installed be adjustable at CI runtime. For local use, pick a version suitable for you. ```bash # For a new environment (mamba / conda). ma",,2019-01-02T17:57:07.522719Z,,file,2026-07-28T16:34:51.052364Z,,,,Martin Durant ,fsspec,https://pypi.org/project/fsspec/,https://pypi.org/project/fsspec/,101,"[""adlfs; extra == \""abfs\"""", ""adlfs; extra == \""adl\"""", ""pyarrow>=1; extra == \""arrow\"""", ""dask; extra == \""dask\"""", ""distributed; extra == \""dask\"""", ""pre-commit; extra == \""dev\"""", ""ruff>=0.5; extra == \""dev\"""", ""numpydoc; extra == \""doc\"""", ""sphinx; extra == \""doc\"""", ""sphinx-design; extra == \""doc\"""", ""sphinx-rtd-theme; extra == \""doc\"""", ""yarl; extra == \""doc\"""", ""dropbox; extra == \""dropbox\"""", ""dropboxdrivefs; extra == \""dropbox\"""", ""requests; extra == \""dropbox\"""", ""adlfs; extra == \""full\"""", ""aiohttp!=4.0.0a0,!=4.0.0a1; extra == \""full\"""", ""dask; extra == \""full\"""", ""distributed; extra == \""full\"""", ""dropbox; extra == \""full\"""", ""dropboxdrivefs; extra == \""full\"""", ""fusepy; extra == \""full\"""", ""gcsfs>=2026.4.0; extra == \""full\"""", ""libarchive-c; extra == \""full\"""", ""ocifs; extra == \""full\"""", ""panel; extra == \""full\"""", ""paramiko; extra == \""full\"""", ""pyarrow>=1; extra == \""full\"""", ""pygit2; extra == \""full\"""", ""requests; extra == \""full\"""", ""s3fs>=2026.6.0; extra == \""full\"""", ""smbprotocol; extra == \""full\"""", ""tqdm; extra == \""full\"""", ""fusepy; extra == \""fuse\"""", ""gcsfs>=2026.4.0; extra == \""gcs\"""", ""pygit2; extra == \""git\"""", ""requests; extra == \""github\"""", ""gcsfs>=2026.4.0; extra == \""gs\"""", ""panel; extra == \""gui\"""", ""pyarrow>=1; extra == \""hdfs\"""", ""aiohttp!=4.0.0a0,!=4.0.0a1; extra == \""http\"""", ""libarchive-c; extra == \""libarchive\"""", ""ocifs; extra == \""oci\"""", ""s3fs>=2026.6.0; extra == \""s3\"""", ""paramiko; extra == \""sftp\"""", ""smbprotocol; extra == \""smb\"""", ""paramiko; extra == \""ssh\"""", ""aiohttp!=4.0.0a0,!=4.0.0a1; extra == \""test\"""", ""numpy; extra == \""test\"""", ""pytest; extra == \""test\"""", ""pytest-asyncio!=0.22.0; extra == \""test\"""", ""pytest-benchmark; extra == \""test\"""", ""pytest-cov; extra == \""test\"""", ""pytest-mock; extra == \""test\"""", ""pytest-recording; extra == \""test\"""", ""pytest-rerunfailures; extra == \""test\"""", ""requests; extra == \""test\"""", ""aiobotocore<3.0.0,>=2.5.4; extra == \""test-downstream\"""", ""dask[dataframe,test]; extra == \""test-downstream\"""", ""moto[server]<5,>4; extra == \""test-downstream\"""", ""pytest-timeout; extra == \""test-downstream\"""", ""xarray; extra == \""test-downstream\"""", ""adlfs; extra == \""test-full\"""", ""aiohttp!=4.0.0a0,!=4.0.0a1; extra == \""test-full\"""", ""backports-zstd; python_version < \""3.14\"" and extra == \""test-full\"""", ""cloudpickle; extra == \""test-full\"""", ""dask; extra == \""test-full\"""", ""distributed; extra == \""test-full\"""", ""dropbox; extra == \""test-full\"""", ""dropboxdrivefs; extra == \""test-full\"""", ""fastparquet; extra == \""test-full\"""", ""fusepy; extra == \""test-full\"""", ""gcsfs>=2026.4.0; extra == \""test-full\"""", ""jinja2; extra == \""test-full\"""", ""kerchunk; extra == \""test-full\"""", ""libarchive-c; extra == \""test-full\"""", ""lz4; extra == \""test-full\"""", ""notebook; extra == \""test-full\"""", ""numpy; extra == \""test-full\"""", ""ocifs; extra == \""test-full\"""", ""pandas<3.0.0; extra == \""test-full\"""", ""panel; extra == \""test-full\"""", ""paramiko; extra == \""test-full\"""", ""pyarrow>=1; extra == \""test-full\"""", ""pyftpdlib; extra == \""test-full\"""", ""pygit2; extra == \""test-full\"""", ""pytest; extra == \""test-full\"""", ""pytest-asyncio!=0.22.0; extra == \""test-full\"""", ""pytest-benchmark; extra == \""test-full\"""", ""pytest-cov; extra == \""test-full\"""", ""pytest-mock; extra == \""test-full\"""", ""pytest-recording; extra == \""test-full\"""", ""pytest-rerunfailures; extra == \""test-full\"""", ""python-snappy; extra == \""test-full\"""", ""requests; extra == \""test-full\"""", ""s3fs>=2026.6.0; extra == \""test-full\"""", ""smbprotocol; extra == \""test-full\"""", ""tqdm; extra == \""test-full\"""", ""urllib3; extra == \""test-full\"""", ""zarr<3.2.0; extra == \""test-full\"""", ""zstandard; python_version < \""3.14\"" and extra == \""test-full\"""", ""tqdm; extra == \""tqdm\""""]",>=3.10,2026-08-03T21:33:42.634862+00:00,File-system specification,2026.7.0,False,,CTdjfDOFcj58Xn1x7,02IYK0wrHL7XsaW5L ,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.15"", ""Topic :: Internet"", ""Topic :: Software Development :: Libraries"", ""Topic :: System""]",0,"# filelock [![PyPI](https://img.shields.io/pypi/v/filelock)](https://pypi.org/project/filelock/) [![Supported Python versions](https://img.shields.io/pypi/pyversions/filelock.svg)](https://pypi.org/project/filelock/) [![Documentation status](https://readthedocs.org/projects/py-filelock/badge/?version=latest)](https://py-filelock.readthedocs.io/en/latest/?badge=latest) [![Downloads](https://static.pepy.tech/badge/filelock/month)](https://pepy.tech/project/filelock) [![check](https://github.com/tox-dev/py-filelock/actions/workflows/check.yaml/badge.svg)](https://github.com/tox-dev/py-filelock/actions/workflows/check.yaml) For more information checkout the [official documentation](https://py-filelock.readthedocs.io/en/latest/index.html). ",,2014-07-06T10:37:55.868859Z,,"application, cache, directory, log, user",2026-07-29T22:46:04.895806Z,,MIT,,Bernát Gábor ,filelock,https://pypi.org/project/filelock/,https://pypi.org/project/filelock/,112,[],>=3.10,2026-08-03T21:33:42.665081+00:00,A platform independent file lock.,3.32.2,False,,CTdjfDOFcj58Xn1x7,02IYK0wrHL7XsaW5L Ed Schofield,ed@pythoncharmers.com,"[""Development Status :: 6 - Mature"", ""Intended Audience :: Developers"", ""License :: OSI Approved"", ""License :: OSI Approved :: MIT License"", ""Programming Language :: Python"", ""Programming Language :: Python :: 2"", ""Programming Language :: Python :: 2.6"", ""Programming Language :: Python :: 2.7"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.3"", ""Programming Language :: Python :: 3.4"", ""Programming Language :: Python :: 3.5"", ""Programming Language :: Python :: 3.6"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9""]",0," future: Easy, safe support for Python 2/3 compatibility ======================================================= ``future`` is the missing compatibility layer between Python 2 and Python 3. It allows you to use a single, clean Python 3.x-compatible codebase to support both Python 2 and Python 3 with minimal overhead. It is designed to be used as follows:: from __future__ import (absolute_import, division, print_function, unicode_literals) from builtins import ( bytes, dict, int, list, object, range, str, ascii, chr, hex, input, next, oct, open, pow, round, super, filter, map, zip) followed by predominantly standard, idiomatic Python 3 code that then runs similarly on Python 2.6/2.7 and Python 3.3+. The imports have no effect on Python 3. On Python 2, they shadow the corresponding builtins, which normally have different semantics on Python 3 versus 2, to provide their Python 3 semantics. Standard library reorganization ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ ``future`` supports the standard library reorganization (PEP 3108) through the following Py3 interfaces: >>> # Top-level packages with Py3 names provided on Py2: >>> import html.parser >>> import queue >>> import tkinter.dialog >>> import xmlrpc.client >>> # etc. >>> # Aliases provided for extensions to existing Py2 module names: >>> from future.standard_library import install_aliases >>> install_aliases() >>> from collections import Counter, OrderedDict # backported to Py2.6 >>> from collections import UserDict, UserList, UserString >>> import urllib.request >>> from itertools import filterfalse, zip_longest >>> from subprocess import getoutput, getstatusoutput Automatic conversion -------------------- An included script called `futurize `_ aids in converting code (from either Python 2 or Python 3) to code comp",,2013-07-14T14:48:41.280663Z,https://python-future.org,future past python3 migration futurize backport six 2to3 modernize pasteurize 3to2,2024-02-21T11:52:38.461835Z,MIT,,,,future,https://pypi.org/project/future/,https://pypi.org/project/future/,52,[],">=2.6, !=3.0.*, !=3.1.*, !=3.2.*",2026-08-03T21:33:42.689620+00:00,Clean single-source support for Python 3 and 2,1.0.0,False,,CTdjfDOFcj58Xn1x7,02IYK0wrHL7XsaW5L Just van Rossum,just@letterror.com,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Environment :: Other Environment"", ""Intended Audience :: Developers"", ""Intended Audience :: End Users/Desktop"", ""Natural Language :: English"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Multimedia :: Graphics"", ""Topic :: Multimedia :: Graphics :: Graphics Conversion"", ""Topic :: Text Processing :: Fonts""]",28,"|CI Build Status| |Coverage Status| |PyPI| |Gitter Chat| What is this? ~~~~~~~~~~~~~ | fontTools is a library for manipulating fonts, written in Python. The project includes the TTX tool, that can convert TrueType and OpenType fonts to and from an XML text format, which is also called TTX. It supports TrueType, OpenType, AFM and to an extent Type 1 and some Mac-specific formats. The project has an `MIT open-source license `__. | Among other things this means you can use it free of charge. `User documentation `_ and `developer documentation `_ are available at `Read the Docs `_. Installation ~~~~~~~~~~~~ FontTools requires `Python `__ 3.10 or later. We try to follow the same schedule of minimum Python version support as NumPy (see `NEP 29 `__). The package is listed in the Python Package Index (PyPI), so you can install it with `pip `__: .. code:: sh pip install fonttools If you would like to contribute to its development, you can clone the repository from GitHub, install the package in 'editable' mode and modify the source code in place. We recommend creating a virtual environment, using `virtualenv `__ or Python 3 `venv `__ module. .. code:: sh # download the source code to 'fonttools' folder git clone https://github.com/fonttools/fonttools.git cd fonttools # create new virtual environment called e.g. 'fonttools-venv', or anything you like python -m virtualenv fonttools-venv # source the `activate` shell script to enter the environment (Unix-like); to exit, just type `deactivate` . fonttools-venv/bin/activate # to activate the virtual environment in Windows `cmd.exe`, do fontt",,2013-12-16T23:04:05.918243Z,http://github.com/fonttools/fonttools,,2026-05-14T12:04:30.958758Z,MIT,,Behdad Esfahbod,behdad@behdad.org,fonttools,https://pypi.org/project/fonttools/,https://pypi.org/project/fonttools/,234,"[""lxml>=4.0; extra == \""lxml\"""", ""brotli>=1.0.1; platform_python_implementation == \""CPython\"" and extra == \""woff\"""", ""brotlicffi>=0.8.0; platform_python_implementation != \""CPython\"" and extra == \""woff\"""", ""zopfli>=0.1.4; extra == \""woff\"""", ""unicodedata2>=17.0.0; python_version <= \""3.14\"" and extra == \""unicode\"""", ""lz4>=1.7.4.2; extra == \""graphite\"""", ""scipy; platform_python_implementation != \""PyPy\"" and extra == \""interpolatable\"""", ""munkres; platform_python_implementation == \""PyPy\"" and extra == \""interpolatable\"""", ""pycairo; extra == \""interpolatable\"""", ""matplotlib; extra == \""plot\"""", ""sympy; extra == \""symfont\"""", ""xattr; sys_platform == \""darwin\"" and extra == \""type1\"""", ""skia-pathops>=0.5.0; extra == \""pathops\"""", ""uharfbuzz>=0.45.0; extra == \""repacker\"""", ""lxml>=4.0; extra == \""all\"""", ""brotli>=1.0.1; platform_python_implementation == \""CPython\"" and extra == \""all\"""", ""brotlicffi>=0.8.0; platform_python_implementation != \""CPython\"" and extra == \""all\"""", ""zopfli>=0.1.4; extra == \""all\"""", ""unicodedata2>=17.0.0; python_version <= \""3.14\"" and extra == \""all\"""", ""lz4>=1.7.4.2; extra == \""all\"""", ""scipy; platform_python_implementation != \""PyPy\"" and extra == \""all\"""", ""munkres; platform_python_implementation == \""PyPy\"" and extra == \""all\"""", ""pycairo; extra == \""all\"""", ""matplotlib; extra == \""all\"""", ""sympy; extra == \""all\"""", ""xattr; sys_platform == \""darwin\"" and extra == \""all\"""", ""skia-pathops>=0.5.0; extra == \""all\"""", ""uharfbuzz>=0.45.0; extra == \""all\""""]",>=3.10,2026-08-03T21:33:42.767171+00:00,Tools to manipulate font files,4.63.0,False,,CTdjfDOFcj58Xn1x7,02IYK0wrHL7XsaW5L ,Robyn Speer ,[],1,"# ftfy: fixes text for you [![PyPI package](https://badge.fury.io/py/ftfy.svg)](https://badge.fury.io/py/ftfy) [![Docs](https://readthedocs.org/projects/ftfy/badge/?version=latest)](https://ftfy.readthedocs.org/en/latest/) ```python >>> from ftfy import fix_encoding >>> print(fix_encoding(""(ง'⌣')ง"")) (ง'⌣')ง ``` The full documentation of ftfy is available at [ftfy.readthedocs.org](https://ftfy.readthedocs.org). The documentation covers a lot more than this README, so here are some links into it: - [Fixing problems and getting explanations](https://ftfy.readthedocs.io/en/latest/explain.html) - [Configuring ftfy](https://ftfy.readthedocs.io/en/latest/config.html) - [Encodings ftfy can handle](https://ftfy.readthedocs.io/en/latest/encodings.html) - [“Fixer” functions](https://ftfy.readthedocs.io/en/latest/fixes.html) - [Is ftfy an encoding detector?](https://ftfy.readthedocs.io/en/latest/detect.html) - [Heuristics for detecting mojibake](https://ftfy.readthedocs.io/en/latest/heuristic.html) - [Support for “bad” encodings](https://ftfy.readthedocs.io/en/latest/bad_encodings.html) - [Command-line usage](https://ftfy.readthedocs.io/en/latest/cli.html) - [Citing ftfy](https://ftfy.readthedocs.io/en/latest/cite.html) ## Testimonials - “My life is livable again!” — [@planarrowspace](https://twitter.com/planarrowspace) - “A handy piece of magic” — [@simonw](https://twitter.com/simonw) - “Saved me a large amount of frustrating dev work” — [@iancal](https://twitter.com/iancal) - “ftfy did the right thing right away, with no faffing about. Excellent work, solving a very tricky real-world (whole-world!) problem.” — Brennan Young - “I have no idea when I’m gonna need this, but I’m definitely bookmarking it.” — [/u/ocrow](https://reddit.com/u/ocrow) ## What it does Here are some examples (found in the real world) of what ftfy can do: ftfy can fix mojibake (encoding mix-ups), by detecting patterns of characters that were clearly meant to be UTF-8 but were ",,2012-08-24T19:24:04.788937Z,,,2024-10-26T00:50:35.149078Z,Apache-2.0,,,,ftfy,https://pypi.org/project/ftfy/,https://pypi.org/project/ftfy/,55,"[""wcwidth""]",>=3.9,2026-08-03T21:33:42.801987+00:00,"Fixes mojibake and other problems with Unicode, after the fact",6.3.1,False,,CTdjfDOFcj58Xn1x7,02IYK0wrHL7XsaW5L ,Open Knowledge Foundation ,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Topic :: Software Development :: Libraries :: Python Modules""]",69,"# frictionless-py [![Build](https://img.shields.io/github/actions/workflow/status/frictionlessdata/frictionless-py/general.yaml?branch=main)](https://github.com/frictionlessdata/frictionless-py/actions) [![Coverage](https://img.shields.io/codecov/c/github/frictionlessdata/frictionless-py/main)](https://codecov.io/gh/frictionlessdata/frictionless-py) [![Release](https://img.shields.io/pypi/v/frictionless.svg)](https://pypi.python.org/pypi/frictionless) [![Citation](https://zenodo.org/badge/28409905.svg)](https://zenodo.org/badge/latestdoi/28409905) [![Codebase](https://img.shields.io/badge/codebase-github-brightgreen)](https://github.com/frictionlessdata/frictionless-py) [![Support](https://img.shields.io/badge/support-slack-brightgreen)](https://join.slack.com/t/frictionlessdata/shared_invite/zt-17kpbffnm-tRfDW_wJgOw8tJVLvZTrBg) ```markdown remark type=primary Migrating from an older version? Please read **[v5](blog/2022/08-22-frictionless-framework-v5.html)** announcement and migration guide. ``` Data management framework for Python that provides functionality to describe, extract, validate, and transform tabular data (DEVT Framework). It supports a great deal of data sources and formats, as well as provides popular platforms integrations. The framework is powered by the lightweight yet comprehensive [Frictionless Standards](https://specs.frictionlessdata.io/). ## Purpose - **Describe your data**: You can infer, edit and save metadata of your data tables. It's a first step for ensuring data quality and usability. Frictionless metadata includes general information about your data like textual description, as well as, field types and other tabular data details. - **Extract your data**: You can read your data using a unified tabular interface. Data quality and consistency are guaranteed by a schema. Frictionless supports various file schemes like HTTP, FTP, and S3 and data formats like CSV, XLS, JSON, SQL, and others. - **Validate your data**: You can validate da",,2020-07-18T09:13:05.631245Z,,"data package, data validation, frictionless data, json schema, json table schema, open data, tabular data package",2026-04-13T13:05:53.293434Z,,MIT,,,frictionless,https://pypi.org/project/frictionless/,https://pypi.org/project/frictionless/,306,"[""attrs>=22.2.0"", ""chardet>=3.0; python_version < \""3.10\"""", ""chardet>=6.0; python_version >= \""3.10\"""", ""humanize>=4.2"", ""isodate>=0.6"", ""jinja2>=3.0"", ""jsonschema>=4.20"", ""marko>=1.0"", ""petl>=1.6"", ""pydantic>=2.0"", ""python-dateutil>=2.8"", ""python-slugify>=1.2"", ""pyyaml>=5.3"", ""requests>=2.10"", ""rfc3986>=1.4"", ""simpleeval>=0.9.11"", ""tabulate>=0.8.10"", ""typer>=0.12"", ""typing-extensions>=4.3"", ""validators>=0.18"", ""boto3>=1.9; extra == \""aws\"""", ""google-api-python-client>=1.12.1; extra == \""bigquery\"""", ""frictionless-ckan-mapper>=1.0; extra == \""ckan\"""", ""datasette>=0.64.2; extra == \""datasette\"""", ""hatch; extra == \""dev\"""", ""httpx; extra == \""dev\"""", ""ipython; extra == \""dev\"""", ""livemark; extra == \""dev\"""", ""moto; extra == \""dev\"""", ""neovim; extra == \""dev\"""", ""oauth2client; extra == \""dev\"""", ""pyright==1.1.317; extra == \""dev\"""", ""pytest; extra == \""dev\"""", ""pytest-cov; extra == \""dev\"""", ""pytest-dotenv; extra == \""dev\"""", ""pytest-lazy-fixtures; extra == \""dev\"""", ""pytest-mock; extra == \""dev\"""", ""pytest-timeout; extra == \""dev\"""", ""pytest-vcr; extra == \""dev\"""", ""requests-mock; extra == \""dev\"""", ""ruff; extra == \""dev\"""", ""yattag; extra == \""dev\"""", ""duckdb-engine>=0.7; extra == \""duckdb\"""", ""duckdb>=0.8; extra == \""duckdb\"""", ""sqlalchemy<=2.0.35,>=1.4; extra == \""duckdb\"""", ""openpyxl>=3.0; extra == \""excel\"""", ""tableschema-to-template>=0.0; extra == \""excel\"""", ""xlrd>=1.2; extra == \""excel\"""", ""xlwt>=1.2; extra == \""excel\"""", ""pygithub>=1.50; extra == \""github\"""", ""pygsheets>=2.0; extra == \""gsheets\"""", ""pyquery>=1.4; extra == \""html\"""", ""ijson>=3.0; extra == \""json\"""", ""jsonlines>=1.2; extra == \""json\"""", ""pymysql>=1.0; extra == \""mysql\"""", ""sqlalchemy>=1.4; extra == \""mysql\"""", ""ezodf>=0.3; extra == \""ods\"""", ""lxml>=4.0; extra == \""ods\"""", ""pandas>=1.0; extra == \""pandas\"""", ""pyarrow>=14.0; extra == \""pandas\"""", ""pyarrow>=14.0; extra == \""parquet\"""", ""psycopg2>=2.9; extra == \""postgresql\"""", ""psycopg>=3.0; extra == \""postgresql\"""", ""sqlalchemy>=1.4; extra == \""postgresql\"""", ""savreaderwriter>=3.0; extra == \""spss\"""", ""sqlalchemy>=1.4; extra == \""sql\"""", ""visidata>=2.10; extra == \""visidata\"""", ""tatsu<5.15,>=5.8.3; extra == \""wkt\"""", ""pyzenodo3>=1.0; extra == \""zenodo\""""]",>=3.8,2026-08-03T21:33:42.836783+00:00,"Data management framework for Python that provides functionality to describe, extract, validate, and transform tabular data",5.19.0,False,,CTdjfDOFcj58Xn1x7,02IYK0wrHL7XsaW5L ,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Operating System :: MacOS :: MacOS X"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Programming Language :: Cython"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy""]",0,"frozenlist ========== .. image:: https://github.com/aio-libs/frozenlist/workflows/CI/badge.svg :target: https://github.com/aio-libs/frozenlist/actions :alt: GitHub status for master branch .. image:: https://codecov.io/gh/aio-libs/frozenlist/branch/master/graph/badge.svg?flag=pytest :target: https://codecov.io/gh/aio-libs/frozenlist?flags[]=pytest :alt: codecov.io status for master branch .. image:: https://img.shields.io/pypi/v/frozenlist.svg?logo=Python&logoColor=white :target: https://pypi.org/project/frozenlist :alt: frozenlist @ PyPI .. image:: https://readthedocs.org/projects/frozenlist/badge/?version=latest :target: https://frozenlist.aio-libs.org :alt: Read The Docs build status badge .. image:: https://img.shields.io/matrix/aio-libs:matrix.org?label=Discuss%20on%20Matrix%20at%20%23aio-libs%3Amatrix.org&logo=matrix&server_fqdn=matrix.org&style=flat :target: https://matrix.to/#/%23aio-libs:matrix.org :alt: Matrix Room — #aio-libs:matrix.org .. image:: https://img.shields.io/matrix/aio-libs-space:matrix.org?label=Discuss%20on%20Matrix%20at%20%23aio-libs-space%3Amatrix.org&logo=matrix&server_fqdn=matrix.org&style=flat :target: https://matrix.to/#/%23aio-libs-space:matrix.org :alt: Matrix Space — #aio-libs-space:matrix.org Introduction ------------ ``frozenlist.FrozenList`` is a list-like structure which implements ``collections.abc.MutableSequence``. The list is *mutable* until ``FrozenList.freeze`` is called, after which list modifications raise ``RuntimeError``: >>> from frozenlist import FrozenList >>> fl = FrozenList([17, 42]) >>> fl.append('spam') >>> fl.append('Vikings') >>> fl >>> fl.freeze() >>> fl >>> fl.frozen True >>> fl.append(""Monty"") Traceback (most recent call last): File """", line 1, in File ""frozenlist/_frozenlist.pyx"", line 97, in frozenlist._frozenlist.FrozenList.append",,2019-08-28T19:45:46.197467Z,https://github.com/aio-libs/frozenlist,,2025-10-06T05:38:17.865026Z,Apache-2.0,,aiohttp team ,team@aiohttp.org,frozenlist,https://pypi.org/project/frozenlist/,https://pypi.org/project/frozenlist/,18,[],>=3.9,2026-08-03T21:33:42.872736+00:00,A list-like structure which implements collections.abc.MutableSequence,1.8.0,False,,CTdjfDOFcj58Xn1x7,02IYK0wrHL7XsaW5L ,Benoit Chesneau ,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Other Environment"", ""Intended Audience :: Developers"", ""Operating System :: MacOS :: MacOS X"", ""Operating System :: POSIX"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Internet"", ""Topic :: Internet :: WWW/HTTP"", ""Topic :: Internet :: WWW/HTTP :: Dynamic Content"", ""Topic :: Internet :: WWW/HTTP :: WSGI"", ""Topic :: Internet :: WWW/HTTP :: WSGI :: Server"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: Utilities""]",14,"# Gunicorn

Gunicorn is maintained by volunteers. If it powers your production, please consider supporting us:

[![PyPI version](https://img.shields.io/pypi/v/gunicorn.svg?style=flat)](https://pypi.python.org/pypi/gunicorn) [![Supported Python versions](https://img.shields.io/pypi/pyversions/gunicorn.svg)](https://pypi.python.org/pypi/gunicorn) [![Build Status](https://github.com/benoitc/gunicorn/actions/workflows/tox.yml/badge.svg)](https://github.com/benoitc/gunicorn/actions/workflows/tox.yml) Gunicorn 'Green Unicorn' is a Python WSGI HTTP Server for UNIX. It's a pre-fork worker model ported from Ruby's [Unicorn](https://bogomips.org/unicorn/) project. The Gunicorn server is broadly compatible with various web frameworks, simply implemented, light on server resource usage, and fairly speedy. **New in v25**: Per-app worker allocation for dirty arbiters, HTTP/2 support (beta)! ## Quick Start ```bash pip install gunicorn gunicorn myapp:app --workers 4 ``` For ASGI applications (FastAPI, Starlette): ```bash gunicorn myapp:app --worker-class asgi ``` ## Features - WSGI support for Django, Flask, Pyramid, and any WSGI framework - **ASGI support** for FastAPI, Starlette, Quart - **HTTP/2 support** (beta) with multiplexed streams - **Dirty Arbiters** (beta) for heavy workloads (ML models, long-running tasks) - uWSGI binary protocol for nginx integration - Multiple worker types: sync, gthread, gevent, asgi - Graceful worker process management - Compatible with Python 3.9+ ## Documentation Full documentation at https://gunicorn.org - [Quickstart](https://gunicorn.org/q",,2010-01-03T21:50:51.389527Z,,,2026-05-05T06:38:25.529248Z,,MIT,,,gunicorn,https://pypi.org/project/gunicorn/,https://pypi.org/project/gunicorn/,98,"[""packaging"", ""gevent>=24.10.1; extra == \""gevent\"""", ""tornado>=6.5.0; extra == \""tornado\"""", ""setproctitle; extra == \""setproctitle\"""", ""h2>=4.1.0; extra == \""http2\"""", ""gunicorn_h1c>=0.6.5; extra == \""fast\"""", ""gevent>=24.10.1; extra == \""testing\"""", ""h2>=4.1.0; extra == \""testing\"""", ""coverage; extra == \""testing\"""", ""pytest; extra == \""testing\"""", ""pytest-cov; extra == \""testing\"""", ""pytest-asyncio; extra == \""testing\"""", ""uvloop>=0.19.0; extra == \""testing\"""", ""httpx[http2]; extra == \""testing\""""]",>=3.10,2026-08-03T21:33:54.015542+00:00,WSGI HTTP Server for UNIX,26.0.0,False,,ALBiBdC0GFSLNfOYV,KloKp5G7Fp5a9RVUR ,The gRPC Authors ,"[""Development Status :: 5 - Production/Stable"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14""]",2,"gRPC Python =========== Package for gRPC Python. Installation ------------ gRPC Python is available for Linux, macOS, and Windows. Installing From PyPI ~~~~~~~~~~~~~~~~~~~~ If you are installing locally... :: $ pip install grpcio Else system wide (on Ubuntu)... :: $ sudo pip install grpcio If you're on Windows make sure that you installed the :code:`pip.exe` component when you installed Python (if not go back and install it!) then invoke: :: $ pip.exe install grpcio Windows users may need to invoke :code:`pip.exe` from a command line ran as administrator. n.b. On Windows and on Mac OS X one *must* have a recent release of :code:`pip` to retrieve the proper wheel from PyPI. Be sure to upgrade to the latest version! Installing From Source ~~~~~~~~~~~~~~~~~~~~~~ Building from source requires that you have the Python headers (usually a package named :code:`python-dev`). :: $ export REPO_ROOT=grpc # REPO_ROOT can be any directory of your choice $ git clone -b RELEASE_TAG_HERE https://github.com/grpc/grpc $REPO_ROOT $ cd $REPO_ROOT $ git submodule update --init # To include systemd socket-activation feature in the build, # first install the `libsystemd-dev` package, then : $ export GRPC_PYTHON_BUILD_WITH_SYSTEMD=1 # For the next two commands do `sudo pip install` if you get permission-denied errors $ pip install -r requirements.txt $ GRPC_PYTHON_BUILD_WITH_CYTHON=1 pip install . You cannot currently install Python from source on Windows. Things might work out for you in MSYS2 (follow the Linux instructions), but it isn't officially supported at the moment. Troubleshooting ~~~~~~~~~~~~~~~ Help, I ... * **... see the following error on some platforms** :: /tmp/pip-build-U8pSsr/cython/Cython/Plex/Scanners.c:4:20: fatal error: Python.h: No such file or directory #include ""Python.h"" ^ compilation terminated. You can fix it by installing `python-dev` package. i.e :: sudo apt-get ",,2015-03-30T23:24:33.390776Z,,,2026-07-23T15:20:37.759028Z,,Apache-2.0,,,grpcio,https://pypi.org/project/grpcio/,https://pypi.org/project/grpcio/,279,"[""typing-extensions~=4.12"", ""grpcio-tools>=1.83.0; extra == \""protobuf\""""]",>=3.10,2026-08-03T21:33:54.199311+00:00,HTTP/2-based RPC framework,1.83.0,False,,ALBiBdC0GFSLNfOYV,KloKp5G7Fp5a9RVUR Denis Bilenko,denis.bilenko@gmail.com,"[""Development Status :: 4 - Beta"", ""Intended Audience :: Developers"", ""Operating System :: MacOS :: MacOS X"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Internet"", ""Topic :: Software Development :: Libraries :: Python Modules""]",23,"======== gevent ======== .. image:: https://coveralls.io/repos/gevent/gevent/badge.svg?branch=master&service=github :target: https://coveralls.io/github/gevent/gevent?branch=master .. This file is included in README.rst from the top-level so it is limited to pure ReST markup, not Sphinx. gevent is a coroutine_ -based Python_ networking library that uses `greenlet `_ to provide a high-level synchronous API on top of the `libev`_ or `libuv`_ event loop. Features include: * Fast event loop based on `libev`_ or `libuv`_. * Lightweight execution units based on greenlets. * API that re-uses concepts from the Python standard library (for examples there are `events`_ and `queues`_). * `Cooperative sockets with SSL support `_ * `Cooperative DNS queries `_ performed through a threadpool, dnspython, or c-ares. * `Monkey patching utility `_ to get 3rd party modules to become cooperative * TCP/UDP/HTTP servers * Subprocess support (through `gevent.subprocess`_) * Thread pools gevent is `inspired by eventlet`_ but features a more consistent API, simpler implementation and better performance. Read why others `use gevent`_ and check out the list of the `open source projects based on gevent`_. gevent was written by `Denis Bilenko `_. Since version 1.1, gevent is maintained by Jason Madden for `NextThought `_ (through gevent 21) and `Institutional Shareholder Services `_ with help from the `contributors `_ and is licensed under the MIT license. See `what's new`_ in the latest major release. Check out the detailed changelog_ for this version. .. _events: http://www.gevent.org/api/gevent.event.html#gevent.event.Event .. _queues: http://www.gevent.org/api/gevent.qu",,2009-07-20T10:45:09.453735Z,http://www.gevent.org/,greenlet coroutine cooperative multitasking light threads monkey,2026-07-22T20:16:04.713280Z,MIT,,Jason Madden,jason@seecoresoftware.com,gevent,https://pypi.org/project/gevent/,https://pypi.org/project/gevent/,97,"[""greenlet>=3.2.2; platform_python_implementation == \""CPython\"""", ""cffi>=1.17.1; platform_python_implementation == \""CPython\"" and sys_platform == \""win32\"""", ""zope.event"", ""zope.interface"", ""dnspython<2.0,>=1.16.0; python_version < \""3.10\"" and extra == \""dnspython\"""", ""idna; python_version < \""3.10\"" and extra == \""dnspython\"""", ""psutil>=6.0.0; (sys_platform != \""win32\"" or platform_python_implementation == \""CPython\"") and extra == \""monitor\"""", ""cffi>=1.17.1; platform_python_implementation == \""CPython\"" and extra == \""recommended\"""", ""dnspython<2.0,>=1.16.0; python_version < \""3.10\"" and extra == \""recommended\"""", ""idna; python_version < \""3.10\"" and extra == \""recommended\"""", ""psutil>=6.0.0; (sys_platform != \""win32\"" or platform_python_implementation == \""CPython\"") and extra == \""recommended\"""", ""sphinx; extra == \""docs\"""", ""furo; extra == \""docs\"""", ""repoze.sphinx.autointerface; extra == \""docs\"""", ""sphinxcontrib-programoutput; extra == \""docs\"""", ""zope.schema; extra == \""docs\"""", ""cffi>=1.17.1; platform_python_implementation == \""CPython\"" and extra == \""test\"""", ""dnspython<2.0,>=1.16.0; python_version < \""3.10\"" and extra == \""test\"""", ""idna; python_version < \""3.10\"" and extra == \""test\"""", ""psutil>=6.0.0; (sys_platform != \""win32\"" or platform_python_implementation == \""CPython\"") and extra == \""test\"""", ""requests; extra == \""test\"""", ""coverage<7.13,>=5.0; sys_platform != \""win32\"" and extra == \""test\"""", ""objgraph; extra == \""test\""""]",>=3.9,2026-08-03T21:33:54.266878+00:00,Coroutine-based network library,26.7.0,False,,ALBiBdC0GFSLNfOYV,KloKp5G7Fp5a9RVUR Radim Rehurek,me@radimrehurek.com,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Science/Research"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.9"", ""Topic :: Scientific/Engineering :: Artificial Intelligence"", ""Topic :: Scientific/Engineering :: Information Analysis"", ""Topic :: Text Processing :: Linguistic""]",32," ============================================== gensim -- Topic Modelling in Python ============================================== |GA|_ |Wheel|_ .. |GA| image:: https://github.com/RaRe-Technologies/gensim/actions/workflows/tests.yml/badge.svg?branch=develop .. |Wheel| image:: https://img.shields.io/pypi/wheel/gensim.svg .. _GA: https://github.com/RaRe-Technologies/gensim/actions .. _Downloads: https://pypi.org/project/gensim/ .. _License: https://radimrehurek.com/gensim/intro.html#licensing .. _Wheel: https://pypi.org/project/gensim/ Gensim is a Python library for *topic modelling*, *document indexing* and *similarity retrieval* with large corpora. Target audience is the *natural language processing* (NLP) and *information retrieval* (IR) community. Features --------- * All algorithms are **memory-independent** w.r.t. the corpus size (can process input larger than RAM, streamed, out-of-core) * **Intuitive interfaces** * easy to plug in your own input corpus/datastream (simple streaming API) * easy to extend with other Vector Space algorithms (simple transformation API) * Efficient multicore implementations of popular algorithms, such as online **Latent Semantic Analysis (LSA/LSI/SVD)**, **Latent Dirichlet Allocation (LDA)**, **Random Projections (RP)**, **Hierarchical Dirichlet Process (HDP)** or **word2vec deep learning**. * **Distributed computing**: can run *Latent Semantic Analysis* and *Latent Dirichlet Allocation* on a cluster of computers. * Extensive `documentation and Jupyter Notebook tutorials `_. If this feature list left you scratching your head, you can first read more about the `Vector Space Model `_ and `unsupervised document analysis `_ on Wikipedia. Installation ------------ This software depends on `NumPy and Scipy `_, two Python packages ",,2010-03-18T12:06:45.580042Z,https://radimrehurek.com/gensim/,"Singular Value Decomposition, SVD, Latent Semantic Indexing, LSA, LSI, Latent Dirichlet Allocation, LDA, Hierarchical Dirichlet Process, HDP, Random Projections, TFIDF, word2vec",2025-10-18T02:06:45.962817Z,LGPL-2.1-only,,,,gensim,https://pypi.org/project/gensim/,https://pypi.org/project/gensim/,80,"[""numpy>=1.18.5"", ""scipy>=1.7.0"", ""smart_open>=1.8.1"", ""Pyro4>=4.27; extra == \""distributed\"""", ""pytest; extra == \""test-win\"""", ""pytest-cov; extra == \""test-win\"""", ""testfixtures; extra == \""test-win\"""", ""POT; extra == \""test-win\"""", ""pytest; extra == \""test\"""", ""pytest-cov; extra == \""test\"""", ""testfixtures; extra == \""test\"""", ""POT; extra == \""test\"""", ""visdom!=0.1.8.7,>=0.1.8; extra == \""test\"""", ""pytest; extra == \""docs\"""", ""pytest-cov; extra == \""docs\"""", ""testfixtures; extra == \""docs\"""", ""POT; extra == \""docs\"""", ""Pyro4>=4.27; extra == \""docs\"""", ""visdom!=0.1.8.7,>=0.1.8; extra == \""docs\"""", ""sphinx==5.1.1; extra == \""docs\"""", ""sphinx-gallery==0.11.1; extra == \""docs\"""", ""sphinxcontrib.programoutput==0.17; extra == \""docs\"""", ""sphinxcontrib-napoleon==0.7; extra == \""docs\"""", ""matplotlib; extra == \""docs\"""", ""memory_profiler; extra == \""docs\"""", ""annoy; extra == \""docs\"""", ""Pyro4; extra == \""docs\"""", ""scikit-learn; extra == \""docs\"""", ""nltk; extra == \""docs\"""", ""testfixtures; extra == \""docs\"""", ""statsmodels; extra == \""docs\"""", ""pandas; extra == \""docs\""""]",>=3.9,2026-08-03T21:33:54.317800+00:00,Python framework for fast Vector Space Modelling,4.4.0,False,,ALBiBdC0GFSLNfOYV,KloKp5G7Fp5a9RVUR "Sebastian Thiel, Michael Trier","byronimo@gmail.com, mtrier@gmail.com","[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Operating System :: MacOS :: MacOS X"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: OS Independent"", ""Operating System :: POSIX"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.15"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Typing :: Typed""]",17,"![Python package](https://github.com/gitpython-developers/GitPython/workflows/Python%20package/badge.svg) [![Documentation Status](https://readthedocs.org/projects/gitpython/badge/?version=stable)](https://readthedocs.org/projects/gitpython/?badge=stable) [![Packaging status](https://repology.org/badge/tiny-repos/python:gitpython.svg)](https://repology.org/metapackage/python:gitpython/versions) ## [Gitoxide](https://github.com/Byron/gitoxide): A peek into the future… I started working on GitPython in 2009, back in the days when Python was 'my thing' and I had great plans with it. Of course, back in the days, I didn't really know what I was doing and this shows in many places. Somewhat similar to Python this happens to be 'good enough', but at the same time is deeply flawed and broken beyond repair. By now, GitPython is widely used and I am sure there is a good reason for that, it's something to be proud of and happy about. The community is maintaining the software and is keeping it relevant for which I am absolutely grateful. For the time to come I am happy to continue maintaining GitPython, remaining hopeful that one day it won't be needed anymore. More than 15 years after my first meeting with 'git' I am still in excited about it, and am happy to finally have the tools and probably the skills to scratch that itch of mine: implement `git` in a way that makes tool creation a piece of cake for most. If you like the idea and want to learn more, please head over to [gitoxide](https://github.com/Byron/gitoxide), an implementation of 'git' in [Rust](https://www.rust-lang.org). *(Please note that `gitoxide` is not currently available for use in Python, and that Rust is required.)* ## GitPython GitPython is a python library used to interact with git repositories, high-level like git-porcelain, or low-level like git-plumbing. It provides abstractions of git objects for easy access of repository data often backed by calling the `git` command-line program. ### DEVEL",,2010-03-21T02:56:30.287083Z,https://github.com/gitpython-developers/GitPython,,2026-07-26T07:33:26.351341Z,BSD-3-Clause,,,,GitPython,https://pypi.org/project/GitPython/,https://pypi.org/project/GitPython/,110,"[""gitdb<5,>=4.0.1"", ""typing-extensions>=3.10.0.2; python_version < \""3.10\"""", ""coverage[toml]; extra == \""test\"""", ""basedpyright==1.39.9; (python_version >= \""3.9\"" and sys_platform != \""cygwin\"") and extra == \""test\"""", ""ddt!=1.4.3,>=1.1.1; extra == \""test\"""", ""mock; python_version < \""3.8\"" and extra == \""test\"""", ""mypy==1.18.2; python_version >= \""3.9\"" and extra == \""test\"""", ""pre-commit; extra == \""test\"""", ""pytest>=7.3.1; extra == \""test\"""", ""pytest-cov; extra == \""test\"""", ""pytest-instafail; extra == \""test\"""", ""pytest-mock; extra == \""test\"""", ""pytest-sugar; extra == \""test\"""", ""typing-extensions; python_version < \""3.11\"" and extra == \""test\"""", ""sphinx<8,>=7.4.7; extra == \""doc\"""", ""sphinx_rtd_theme; extra == \""doc\"""", ""sphinx-autodoc-typehints; extra == \""doc\""""]",>=3.7,2026-08-03T21:33:54.350856+00:00,GitPython is a Python library used to interact with Git repositories,3.1.57,False,,ALBiBdC0GFSLNfOYV,KloKp5G7Fp5a9RVUR ,Alexey Borzenkov ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Natural Language :: English"", ""Operating System :: OS Independent"", ""Programming Language :: C"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.15"", ""Topic :: Software Development :: Libraries :: Python Modules""]",5,".. This file is included into docs/history.rst Greenlets are lightweight coroutines for in-process concurrent programming. The ""greenlet"" package is a spin-off of `Stackless`_, a version of CPython that supports micro-threads called ""tasklets"". Tasklets run pseudo-concurrently (typically in a single or a few OS-level threads) and are synchronized with data exchanges on ""channels"". A ""greenlet"", on the other hand, is a still more primitive notion of micro-thread with no implicit scheduling; coroutines, in other words. This is useful when you want to control exactly when your code runs. You can build custom scheduled micro-threads on top of greenlet; however, it seems that greenlets are useful on their own as a way to make advanced control flow structures. For example, we can recreate generators; the difference with Python's own generators is that our generators can call nested functions and the nested functions can yield values too. (Additionally, you don't need a ""yield"" keyword. See the example in `test_generator.py `_). Greenlets are provided as a C extension module for the regular unmodified interpreter. .. _`Stackless`: http://www.stackless.com Who is using Greenlet? ====================== There are several libraries that use Greenlet as a more flexible alternative to Python's built in coroutine support: - `Concurrence`_ - `Eventlet`_ - `Gevent`_ .. _Concurrence: http://opensource.hyves.org/concurrence/ .. _Eventlet: http://eventlet.net/ .. _Gevent: http://www.gevent.org/ Getting Greenlet ================ The easiest way to get Greenlet is to install it with pip:: pip install greenlet Source code archives and binary distributions are available on the python package index at https://pypi.org/project/greenlet The source code repository is hosted on github: https://github.com/python-greenlet/greenlet Documentation",,2006-01-10T03:13:41Z,,"greenlet, coroutine, concurrency, threads, cooperative",2026-07-22T12:47:14.468817Z,,MIT AND PSF-2.0,,Jason Madden ,greenlet,https://pypi.org/project/greenlet/,https://pypi.org/project/greenlet/,67,"[""Sphinx; extra == \""docs\"""", ""furo; extra == \""docs\"""", ""objgraph; extra == \""test\"""", ""psutil; extra == \""test\"""", ""setuptools; extra == \""test\""""]",>=3.10,2026-08-03T21:33:54.433092+00:00,Lightweight in-process concurrent programming,3.5.4,False,,ALBiBdC0GFSLNfOYV,KloKp5G7Fp5a9RVUR Google LLC,googleapis-packages@google.com,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: Apache Software License"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Topic :: Internet :: WWW/HTTP""]",5,"# Google API Client [![PyPI version](https://badge.fury.io/py/google-api-python-client.svg)](https://badge.fury.io/py/google-api-python-client) This is the [Google API Python client library](https://cloud.google.com/apis/docs/client-libraries-explained#google_api_client_libraries) for Google's discovery based APIs. To get started, please see the [docs folder](https://github.com/googleapis/google-api-python-client/blob/main/docs/README.md). This library is considered complete and is in maintenance mode. This means that we will address critical bugs and security issues but will not add any new features. This library is officially supported by Google. However, the maintainers of this repository recommend using [Cloud Client Libraries for Python](https://github.com/googleapis/google-cloud-python), where possible, for new code development. For more information, please visit [Client Libraries Explained](https://cloud.google.com/apis/docs/client-libraries-explained). ## Version 2.0 Release The 2.0 release of `google-api-python-client` includes a substantial reliability improvement, compared with 1.x, as discovery documents are now cached in the library rather than fetched dynamically. It is highly recommended to upgrade from v1.x to v2.x. Only python 3.7 and newer is supported. If you are not able to upgrade python, then please continue to use version 1.x as we will continue supporting python 2.7+ in [v1](https://github.com/googleapis/google-api-python-client/tree/v1). Discovery documents will no longer be retrieved dynamically when you call `discovery.build()`. The discovery documents will instead be retrieved from the client library directly. New versions of this library are released weekly. As a result of caching the discovery documents, the size of this package is at least 50 MB larger compared to the previous version. Please see the [Migration Guide](https://github.com/googleapis/google-api-python-client/blob/main/UPGRADING.md) for more information. ## D",,2011-02-26T20:49:51.690777Z,https://github.com/googleapis/google-api-python-client/,google api client,2026-06-25T14:32:42.953366Z,Apache 2.0,,,,google-api-python-client,https://pypi.org/project/google-api-python-client/,https://pypi.org/project/google-api-python-client/,286,"[""httplib2<1.0.0,>=0.19.0"", ""google-auth!=2.24.0,!=2.25.0,<3.0.0,>=1.32.0"", ""google-auth-httplib2<1.0.0,>=0.2.0"", ""google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0,>=1.31.5"", ""uritemplate<5,>=3.0.1""]",>=3.7,2026-08-03T21:33:54.480104+00:00,Google API Client Library for Python,2.198.0,False,,ALBiBdC0GFSLNfOYV,KloKp5G7Fp5a9RVUR ,Sebastian Bank ,"[""Development Status :: 4 - Beta"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.9"", ""Topic :: Scientific/Engineering :: Visualization""]",14,"Graphviz ======== |PyPI version| |License| |Supported Python| |Downloads| |Build| |Codecov| |Readthedocs-stable| |Readthedocs-latest| |Binder-stable| This package facilitates the creation and rendering of graph descriptions in the DOT_ language of the Graphviz_ graph drawing software (`upstream repo`_) from Python. Create a graph object, assemble the graph by adding nodes and edges, and retrieve its DOT source code string. Save the source code to a file and render it with the Graphviz installation of your system. Use the ``view`` option/method to directly inspect the resulting (PDF, PNG, SVG, etc.) file with its default application. Graphs can also be rendered and displayed within `Jupyter notebooks`_ (formerly known as `IPython notebooks`_, `example `_, `nbviewer `_) as well as the `Jupyter QtConsole`_. Links ----- - GitHub: https://github.com/xflr6/graphviz - PyPI: https://pypi.org/project/graphviz/ - Documentation: https://graphviz.readthedocs.io - Changelog: https://graphviz.readthedocs.io/en/latest/changelog.html - Issue Tracker: https://github.com/xflr6/graphviz/issues - Download: https://pypi.org/project/graphviz/#files - Development documentation: https://graphviz.readthedocs.io/en/latest/development.html - Release process: https://graphviz.readthedocs.io/en/latest/release_process.html Installation ------------ This package runs under Python 3.9+, use pip_ to install: .. code:: bash $ pip install graphviz To render the generated DOT source code, you also need to install Graphviz_ (`download page `_, `archived versions `_, `installation procedure for Windows `_). Make sure that the directory containing the ``dot`` executable is on your systems' ``PATH`` (sometimes done by the installer; setting ``PATH`` on `Linux `_, `Mac `_, and `Windows `_",,2014-01-12T17:41:47.472560Z,,"graph, visualization, dot, render",2025-06-15T09:35:05.824118Z,,MIT,,,graphviz,https://pypi.org/project/graphviz/,https://pypi.org/project/graphviz/,59,"[""build; extra == \""dev\"""", ""wheel; extra == \""dev\"""", ""twine; extra == \""dev\"""", ""flake8; extra == \""dev\"""", ""Flake8-pyproject; extra == \""dev\"""", ""pep8-naming; extra == \""dev\"""", ""tox>=3; extra == \""dev\"""", ""pytest<8.1,>=7; extra == \""test\"""", ""pytest-mock>=3; extra == \""test\"""", ""pytest-cov; extra == \""test\"""", ""coverage; extra == \""test\"""", ""sphinx<7,>=5; extra == \""docs\"""", ""sphinx-autodoc-typehints; extra == \""docs\"""", ""sphinx-rtd-theme>=0.2.5; extra == \""docs\""""]",>=3.9,2026-08-03T21:33:54.519378+00:00,Simple Python interface for Graphviz,0.21,False,,ALBiBdC0GFSLNfOYV,KloKp5G7Fp5a9RVUR Sean Gillies,sgillies@frii.com,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: BSD License"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Scientific/Engineering :: GIS""]",0,"geojson ============== .. image:: https://github.com/jazzband/geojson/actions/workflows/test.yml/badge.svg :target: https://github.com/jazzband/geojson/actions/workflows/test.yml :alt: GitHub Actions .. image:: https://img.shields.io/codecov/c/github/jazzband/geojson.svg :target: https://codecov.io/github/jazzband/geojson?branch=main :alt: Codecov .. image:: https://jazzband.co/static/img/badge.svg :target: https://jazzband.co/ :alt: Jazzband .. image:: https://img.shields.io/pypi/dm/geojson.svg :target: https://pypi.org/project/geojson/ :alt: PyPI This Python library contains: - Functions for encoding and decoding GeoJSON_ formatted data - Classes for all GeoJSON Objects - An implementation of the Python `__geo_interface__ Specification`_ **Table of Contents** .. contents:: :backlinks: none :local: Installation ------------ geojson is compatible with Python 3.10 - 3.14. The recommended way to install is via pip_: .. code:: pip install geojson .. _PyPi as 'geojson': https://pypi.python.org/pypi/geojson/ .. _pip: https://www.pip-installer.org GeoJSON Objects --------------- This library implements all the `GeoJSON Objects`_ described in `The GeoJSON Format Specification`_. .. _GeoJSON Objects: https://tools.ietf.org/html/rfc7946#section-3 All object keys can also be used as attributes. The objects contained in GeometryCollection and FeatureCollection can be indexed directly. Point ~~~~~ .. code:: python >>> from geojson import Point >>> Point((-115.81, 37.24)) # doctest: +ELLIPSIS {""coordinates"": [-115.8..., 37.2...], ""type"": ""Point""} Visualize the result of the example above `here `__. General information about Point can be found in `Section 3.1.2`_ and `Appendix A: Points`_ within `The GeoJSON Format Specification`_. .. _Section 3.1.2: https://tools.ietf.org/html/rfc7946#section-3.1.2 .. _Appendix A\: Points: https://tools.ietf.org/html/rfc7946#appendi",,2008-07-02T16:31:08Z,https://github.com/jazzband/geojson,gis geography json,2026-05-28T21:48:08.214813Z,BSD,,Ray Riga,ray.maintainer@gmail.com,geojson,https://pypi.org/project/geojson/,https://pypi.org/project/geojson/,33,[],>=3.10,2026-08-03T21:33:54.564975+00:00,Python bindings and utilities for GeoJSON,3.3.0,False,,ALBiBdC0GFSLNfOYV,KloKp5G7Fp5a9RVUR ,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: MIT License"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.15"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Scientific/Engineering :: GIS"", ""Topic :: Software Development :: Libraries :: Python Modules""]",25,"geopy ===== .. image:: https://img.shields.io/pypi/v/geopy.svg?style=flat-square :target: https://pypi.python.org/pypi/geopy/ :alt: Latest Version .. image:: https://img.shields.io/github/actions/workflow/status/geopy/geopy/ci.yml?branch=master&style=flat-square :target: https://github.com/geopy/geopy/actions/workflows/ci.yml?query=branch%3Amaster :alt: Build Status .. image:: https://img.shields.io/github/license/geopy/geopy.svg?style=flat-square :target: https://pypi.python.org/pypi/geopy/ :alt: License geopy is a Python client for several popular geocoding web services. geopy makes it easy for Python developers to locate the coordinates of addresses, cities, countries, and landmarks across the globe using third-party geocoders and other data sources. geopy includes geocoder classes for the `OpenStreetMap Nominatim`_, `Google Geocoding API (V3)`_, and many other geocoding services. The full list is available on the `Geocoders doc section`_. Geocoder classes are located in `geopy.geocoders`_. .. _OpenStreetMap Nominatim: https://nominatim.org .. _Google Geocoding API (V3): https://developers.google.com/maps/documentation/geocoding/ .. _Geocoders doc section: https://geopy.readthedocs.io/en/latest/#geocoders .. _geopy.geocoders: https://github.com/geopy/geopy/tree/master/geopy/geocoders geopy is tested against CPython (versions 3.8 to 3.15) and PyPy3. The geopy 1.x line also supported CPython 2.7, 3.4, and PyPy2. © geopy contributors 2006-2026 (see AUTHORS) under the `MIT License `__. Installation ------------ Install using `pip `__ with: :: pip install geopy Or, `download a wheel or source archive from PyPI `__. Geocoding --------- To geolocate a query to an address and coordinates: .. code:: pycon >>> from geopy.geocoders import Nominatim >>> geolocator = Nominatim(user_agent=""specif",,2006-09-09T21:29:12Z,https://github.com/geopy/geopy,"geocode, geocoding, gis, geographical, maps, earth, distance",2026-07-12T19:50:06.051142Z,MIT,,Kostya Esmukov,kostya@esmukov.net,geopy,https://pypi.org/project/geopy/,https://pypi.org/project/geopy/,61,"[""geographiclib<3,>=1.52"", ""flake8<7.4,>=7.1.2; extra == \""dev\"""", ""isort<8.1,>=5.13.2; extra == \""dev\"""", ""coverage; extra == \""dev\"""", ""pytest-asyncio>=0.17; extra == \""dev\"""", ""pytest>=3.10; extra == \""dev\"""", ""sphinx<=9.1.0; extra == \""dev\"""", ""readme_renderer; extra == \""dev\"""", ""sphinx<=9.1.0; extra == \""dev\"""", ""sphinx-issues; extra == \""dev\"""", ""sphinx_rtd_theme>=3.1.0; extra == \""dev\"""", ""flake8<7.4,>=7.1.2; extra == \""dev-lint\"""", ""isort<8.1,>=5.13.2; extra == \""dev-lint\"""", ""coverage; extra == \""dev-test\"""", ""pytest-asyncio>=0.17; extra == \""dev-test\"""", ""pytest>=3.10; extra == \""dev-test\"""", ""sphinx<=9.1.0; extra == \""dev-test\"""", ""readme_renderer; extra == \""dev-docs\"""", ""sphinx<=9.1.0; extra == \""dev-docs\"""", ""sphinx-issues; extra == \""dev-docs\"""", ""sphinx_rtd_theme>=3.1.0; extra == \""dev-docs\"""", ""aiohttp; extra == \""aiohttp\"""", ""urllib3>=1.24.2; extra == \""requests\"""", ""requests>=2.16.2; extra == \""requests\"""", ""pytz; extra == \""timezone\""""]",>=3.8,2026-08-03T21:33:54.601417+00:00,Python Geocoding Toolbox,2.5.0,False,,ALBiBdC0GFSLNfOYV,KloKp5G7Fp5a9RVUR ,Elastic Client Library Maintainers ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: Apache Software License"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy""]",44,"

# Elasticsearch Python Client



*The official Python client for Elasticsearch.* ## Features * Translating basic Python data types to and from JSON * Configurable automatic discovery of cluster nodes * Persistent connections * Load balancing (with pluggable selection strategy) across available nodes * Failed connection penalization (time based - failed connections won't be retried until a timeout is reached) * Support for TLS and HTTP authentication * Thread safety across requests * Pluggable architecture * Helper functions for idiomatically using APIs together ## Installation [Download the latest ver",,2013-09-24T16:41:07.512685Z,,"REST, client, elastic, elasticsearch, index, kibana, mapping, search",2026-05-26T16:28:40.132546Z,,Apache-2.0,,Elastic Client Library Maintainers ,elasticsearch,https://pypi.org/project/elasticsearch/,https://pypi.org/project/elasticsearch/,172,"[""anyio"", ""elastic-transport<10,>=9.4.1"", ""python-dateutil"", ""sniffio"", ""typing-extensions"", ""aiohttp<4,>=3; extra == \""async\"""", ""aiohttp; extra == \""dev\"""", ""anyio[trio]; extra == \""dev\"""", ""black; extra == \""dev\"""", ""build; extra == \""dev\"""", ""coverage; extra == \""dev\"""", ""httpx; extra == \""dev\"""", ""isort; extra == \""dev\"""", ""jinja2; extra == \""dev\"""", ""mapbox-vector-tile; extra == \""dev\"""", ""mypy; extra == \""dev\"""", ""nox; extra == \""dev\"""", ""numpy; extra == \""dev\"""", ""orjson; extra == \""dev\"""", ""pandas; extra == \""dev\"""", ""pyarrow; python_version < \""3.14\"" and extra == \""dev\"""", ""pydantic; extra == \""dev\"""", ""pyright; extra == \""dev\"""", ""pytest; extra == \""dev\"""", ""pytest-asyncio; extra == \""dev\"""", ""pytest-cov; extra == \""dev\"""", ""pytest-mock; extra == \""dev\"""", ""python-dateutil; extra == \""dev\"""", ""pyyaml>=5.4; extra == \""dev\"""", ""requests<3,>=2; extra == \""dev\"""", ""simsimd; extra == \""dev\"""", ""tqdm; extra == \""dev\"""", ""twine; extra == \""dev\"""", ""types-python-dateutil; extra == \""dev\"""", ""types-tqdm; extra == \""dev\"""", ""unasync; extra == \""dev\"""", ""sphinx; extra == \""docs\"""", ""sphinx-autodoc-typehints; extra == \""docs\"""", ""sphinx-rtd-theme>=2.0; extra == \""docs\"""", ""orjson>=3; extra == \""orjson\"""", ""pyarrow>=1; extra == \""pyarrow\"""", ""requests!=2.32.2,<3.0.0,>=2.4.0; extra == \""requests\"""", ""numpy>=1; extra == \""vectorstore-mmr\"""", ""simsimd>=3; extra == \""vectorstore-mmr\""""]",>=3.10,2026-08-03T21:33:30.893141+00:00,Python client for Elasticsearch,9.4.1,False,,K5bATUh0Hq5DcX4Hq,U6txMusSAjPfy2x6K See AUTHORS.txt,charlie.clark@clark-consulting.eu,"[""Development Status :: 5 - Production/Stable"", ""License :: OSI Approved :: MIT License"", ""Operating System :: MacOS :: MacOS X"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9""]",0,".. image:: https://foss.heptapod.net/openpyxl/et_xmlfile/badges/branch/default/coverage.svg :target: https://coveralls.io/bitbucket/openpyxl/et_xmlfile?branch=default :alt: coverage status et_xmfile ========= XML can use lots of memory, and et_xmlfile is a low memory library for creating large XML files And, although the standard library already includes an incremental parser, `iterparse` it has no equivalent when writing XML. Once an element has been added to the tree, it is written to the file or stream and the memory is then cleared. This module is based upon the `xmlfile module from lxml `_ with the aim of allowing code to be developed that will work with both libraries. It was developed initially for the openpyxl project, but is now a standalone module. The code was written by Elias Rabel as part of the `Python Düsseldorf `_ openpyxl sprint in September 2014. Proper support for incremental writing was provided by Daniel Hillier in 2024 Note on performance ------------------- The code was not developed with performance in mind, but turned out to be faster than the existing SAX-based implementation but is generally slower than lxml's xmlfile. There is one area where an optimisation for lxml may negatively affect the performance of et_xmfile and that is when using the `.element()` method on the xmlfile context manager. It is, therefore, recommended simply to create Elements write these directly, as in the sample code. ",,2015-03-30T13:50:47.125297Z,https://foss.heptapod.net/openpyxl/et_xmlfile,,2024-10-25T17:25:40.039150Z,MIT,,,,et-xmlfile,https://pypi.org/project/et-xmlfile/,https://pypi.org/project/et-xmlfile/,4,[],>=3.8,2026-08-03T21:33:30.927568+00:00,An implementation of lxml.xmlfile for the standard library,2.0.0,False,,K5bATUh0Hq5DcX4Hq,U6txMusSAjPfy2x6K Alex Hall,alex.mojaki@gmail.com,"[""License :: OSI Approved :: MIT License"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9""]",7,"# executing [![Build Status](https://github.com/alexmojaki/executing/workflows/Tests/badge.svg?branch=master)](https://github.com/alexmojaki/executing/actions) [![Coverage Status](https://coveralls.io/repos/github/alexmojaki/executing/badge.svg?branch=master)](https://coveralls.io/github/alexmojaki/executing?branch=master) [![Supports Python versions 3.5+, including PyPy](https://img.shields.io/pypi/pyversions/executing.svg)](https://pypi.python.org/pypi/executing) This mini-package lets you get information about what a frame is currently doing, particularly the AST node being executed. * [Usage](#usage) * [Getting the AST node](#getting-the-ast-node) * [Getting the source code of the node](#getting-the-source-code-of-the-node) * [Getting the `__qualname__` of the current function](#getting-the-__qualname__-of-the-current-function) * [The Source class](#the-source-class) * [Installation](#installation) * [How does it work?](#how-does-it-work) * [Is it reliable?](#is-it-reliable) * [Which nodes can it identify?](#which-nodes-can-it-identify) * [Projects that use this](#projects-that-use-this) ## Usage ### Getting the AST node ```python import executing node = executing.Source.executing(frame).node ``` Then `node` will be an AST node (from the `ast` standard library module) or None if the node couldn't be identified (which may happen often and should always be checked). `node` will always be the same instance for multiple calls with frames at the same point of execution. If you have a traceback object, pass it directly to `Source.executing()` rather than the `tb_frame` attribute to get the correct node. ### Getting the source code of the node For this you will need to separately install the [`asttokens`](https://github.com/gristlabs/asttokens) library, then obtain an `ASTTokens` object: ```python executing.Source.executing(frame).source.asttokens() ``` or: ```python executing.Source.for_frame(frame).asttokens() ``` or use one of the con",,2019-06-16T14:29:21.536529Z,https://github.com/alexmojaki/executing,,2025-09-01T09:48:10.866716Z,MIT,,,,executing,https://pypi.org/project/executing/,https://pypi.org/project/executing/,36,"[""asttokens>=2.1.0; extra == \""tests\"""", ""ipython; extra == \""tests\"""", ""pytest; extra == \""tests\"""", ""coverage; extra == \""tests\"""", ""coverage-enable-subprocess; extra == \""tests\"""", ""littleutils; extra == \""tests\"""", ""rich; python_version >= \""3.11\"" and extra == \""tests\""""]",>=3.8,2026-08-03T21:33:30.979185+00:00,"Get the currently executing AST node of a frame, and other information",2.2.1,False,,K5bATUh0Hq5DcX4Hq,U6txMusSAjPfy2x6K Joshua Tauberer,jt@occams.info,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: The Unlicense (Unlicense)"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Topic :: Software Development :: Libraries :: Python Modules""]",2,"email-validator: Validate Email Addresses ========================================= A robust email address syntax and deliverability validation library for Python 3.8+ by [Joshua Tauberer](https://joshdata.me). This library validates that a string is of the form `name@example.com` and optionally checks that the domain name is set up to receive email. This is the sort of validation you would want when you are identifying users by their email address like on a registration form. Key features: * Checks that an email address has the correct syntax --- great for email-based registration/login forms or validating data. * Gives friendly English error messages when validation fails that you can display to end-users. * Checks deliverability (optional): Does the domain name resolve? (You can override the default DNS resolver to add query caching.) * Supports internationalized domain names (like `@ツ.life`), internationalized local parts (like `ツ@example.com`), and optionally parses display names (e.g. `""My Name"" `). * Rejects addresses with invalid or unsafe Unicode characters, obsolete email address syntax that you'd find unexpected, special use domain names like `@localhost`, and domains without a dot by default. This is an opinionated library! * Normalizes email addresses (important for internationalized and quoted-string addresses! see below). * Python type annotations are used. This is an opinionated library. You should definitely also consider using the less-opinionated [pyIsEmail](https://github.com/michaelherold/pyIsEmail) if it works better for you. [![Build Status](https://github.com/JoshData/python-email-validator/actions/workflows/test_and_build.yaml/badge.svg)](https://github.com/JoshData/python-email-validator/actions/workflows/test_and_build.yaml) View the [CHANGELOG / Release Notes](CHANGELOG.md) for the version history of changes in the library. Occasionally this README is ahead of the latest published package --- see",,2015-04-21T14:28:44.637302Z,https://github.com/JoshData/python-email-validator,email address validator,2025-08-26T13:09:06.831581Z,Unlicense,,,,email-validator,https://pypi.org/project/email-validator/,https://pypi.org/project/email-validator/,32,"[""dnspython>=2.0.0"", ""idna>=2.0.0""]",>=3.8,2026-08-03T21:33:31.028492+00:00,A robust email address syntax and deliverability validation library.,2.3.0,False,,K5bATUh0Hq5DcX4Hq,U6txMusSAjPfy2x6K ,"Sergey Shepelev , Jakub Stasiak , Tim Burke , Nat Goodspeed , Itamar Turner-Trauring , Hervé Beraud ","[""Development Status :: 4 - Beta"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Operating System :: MacOS :: MacOS X"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Internet"", ""Topic :: Software Development :: Libraries :: Python Modules""]",9,"Warning ======= **New usages of eventlet are now heavily discouraged! Please read the following.** Eventlet was created almost 18 years ago, at a time where async features were absent from the CPython stdlib. With time eventlet evolved and CPython too, but since several years the maintenance activity of eventlet decreased leading to a growing gap between eventlet and the CPython implementation. This gap is now too high and can lead you to unexpected side effects and bugs in your applications. Eventlet now follows a new maintenance policy. **Only maintenance for stability and bug fixing** will be provided. **No new features will be accepted**, except those related to the asyncio migration. **Usages in new projects are discouraged**. **Our goal is to plan the retirement of eventlet** and to give you ways to move away from eventlet. If you are looking for a library to manage async network programming, and if you do not yet use eventlet, then, we encourage you to use `asyncio`_, which is the official async library of the CPython stdlib. If you already use eventlet, we hope to enable migration to asyncio for some use cases; see `Migrating off of Eventlet`_. Only new features related to the migration solution will be accepted. If you have questions concerning maintenance goals or concerning the migration do not hesitate to `open a new issue`_, we will be happy to answer them. .. _asyncio: https://docs.python.org/3/library/asyncio.html .. _open a new issue: https://github.com/eventlet/eventlet/issues/new .. _Migrating off of Eventlet: https://eventlet.readthedocs.io/en/latest/asyncio/migration.html#migration-guide Eventlet ======== .. image:: https://img.shields.io/pypi/v/eventlet :target: https://pypi.org/project/eventlet/ .. image:: https://img.shields.io/github/actions/workflow/status/eventlet/eventlet/test.yaml?branch=master :target: https://github.com/eventlet/eventlet/actions?query=workflow%3Atest+branch%3Amaster .. image:: https://codecov.io/gh/e",,2008-05-11T15:01:27Z,,,2026-07-15T08:15:01.353497Z,MIT,,,,eventlet,https://pypi.org/project/eventlet/,https://pypi.org/project/eventlet/,69,"[""dnspython>=1.15.0"", ""greenlet<3.4"", ""black; extra == \""dev\"""", ""build; extra == \""dev\"""", ""commitizen; extra == \""dev\"""", ""isort; extra == \""dev\"""", ""pip-tools; extra == \""dev\"""", ""pre-commit; extra == \""dev\"""", ""twine; extra == \""dev\""""]",>=3.10,2026-08-03T21:33:31.057649+00:00,Highly concurrent networking library,0.41.1,False,,K5bATUh0Hq5DcX4Hq,U6txMusSAjPfy2x6K Rick Harris,rconradharris@gmail.com,"[""Development Status :: 4 - Beta"", ""Environment :: Web Environment"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Natural Language :: English"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 2"", ""Programming Language :: Python :: 3"", ""Topic :: Internet :: WWW/HTTP :: Dynamic Content"", ""Topic :: Software Development :: Libraries :: Python Modules""]",0,"envparse ======== ``envparse`` is a simple utility to parse environment variables. If you use Heroku and/or subscribe to the tenets of the `12 Factor App `_ you'll be using a lot of environment variable-based configuration in your app. ``os.environ`` is a great choice to start off with but over time you'll find yourself duplicating quite a bit of code around handling raw environment variables. ``envparse`` aims to eliminate this duplicated, often inconsistent parsing code and instead provide a single, easy-to-use wrapper. Ideas, and code portions, have been taken from `django-environ `_ project but made framework agnostic. Installing ---------- Through PyPI:: $ pip install envparse Manually:: $ pip install git+https://github.com/rconradharris/envparse.git OR $ git clone https://github.com/rconradharris/envparse && cd envparse $ python setup.py install Usage ----- In your settings or configuration module, first either import the standard parser or one with a schema:: # Standard from envparse import env # Schema from envparse import Env env = Env(BOOLEAN_VAR=bool, LIST_VAR=dict(type=list, subtype=int)) ``env`` can then be called in two ways: * Type explicit: ``env('ENV_VAR_NAME', type=TYPE, ...)`` * Type implicit (for Python builtin types only): ``env.TYPE('ENV_VAR_NAME', ...)`` If type is not specified, explicitly or implicitly, then the default type is ``str``. Casting to a specified type:: # Environment variable: MAIL_ENABLED=1 mail_enabled = env('MAIL_ENABLED', type=bool) # OR mail_enabled = env.bool('MAIL_ENABLED') assert mail_enabled is True Casting nested types:: # Environment variable: FOO=1,2,3 foo = env('FOO'), subtype=int) # OR: foo = env('FOO', type=list, subtype=int) # Note that there is no way to implicitly call subtypes. assert foo == [1, 2, 3] Specifying defaults:: # Environment varia",,2012-10-26T23:19:05.610102Z,https://github.com/rconradharris/envparse,,2015-12-19T17:24:03.234167Z,MIT,,,,envparse,https://pypi.org/project/envparse/,https://pypi.org/project/envparse/,8,[],,2026-08-03T21:33:31.093001+00:00,Simple environment variable parsing,0.2.0,False,,K5bATUh0Hq5DcX4Hq,U6txMusSAjPfy2x6K Thomas Kluyver,thomas@kluyver.me.uk,"[""License :: OSI Approved :: MIT License"", ""Programming Language :: Python :: 3""]",0,"**This package is in maintenance-only mode.** New code should use the `importlib.metadata module `_ in the Python standard library to find and load entry points. Entry points are a way for Python packages to advertise objects with some common interface. The most common examples are ``console_scripts`` entry points, which define shell commands by identifying a Python function to run. *Groups* of entry points, such as ``console_scripts``, point to objects with similar interfaces. An application might use a group to find its plugins, or multiple groups if it has different kinds of plugins. The **entrypoints** module contains functions to find and load entry points. You can install it from PyPI with ``pip install entrypoints``. To advertise entry points when distributing a package, see `entry_points in the Python Packaging User Guide `_. The ``pkg_resources`` module distributed with ``setuptools`` provides a way to discover entrypoints as well, but it contains other functionality unrelated to entrypoint discovery, and it does a lot of work at import time. Merely *importing* ``pkg_resources`` causes it to scan the files of all installed packages. Thus, in environments where a large number of packages are installed, importing ``pkg_resources`` can be very slow (several seconds). By contrast, ``entrypoints`` is focused solely on entrypoint discovery and it is faster. Importing ``entrypoints`` does not scan anything, and getting a given entrypoint group performs a more focused scan. When there are multiple versions of the same distribution in different directories on ``sys.path``, ``entrypoints`` follows the rule that the first one wins. In most cases, this follows the logic of imports. Similarly, Entrypoints relies on ``pip`` to ensure that only one ``.dist-info`` or ``.egg-info`` directory exists for each installed ",,2015-05-15T21:42:46.758618Z,https://github.com/takluyver/entrypoints,,2022-02-02T21:30:28.172295Z,,,,,entrypoints,https://pypi.org/project/entrypoints/,https://pypi.org/project/entrypoints/,7,[],>=3.6,2026-08-03T21:33:31.122629+00:00,Discover and load entry points from installed packages.,0.4,False,,K5bATUh0Hq5DcX4Hq,U6txMusSAjPfy2x6K Avram Lubkin,avylove@rockhopper.net,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: Mozilla Public License 2.0 (MPL 2.0)"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Programming Language :: Python"", ""Programming Language :: Python :: 2.7"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.5"", ""Programming Language :: Python :: 3.6"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Utilities""]",3,".. start-badges | |docs| |gh_actions| |codecov| | |linux| |windows| |mac| |bsd| | |pypi| |supported-versions| |supported-implementations| | |Fedora| |EPEL| |Debian| |Ubuntu| |Anaconda| | |Python-Bytes| .. |docs| image:: https://img.shields.io/readthedocs/python-enlighten.svg?style=plastic&logo=read-the-docs :target: https://python-enlighten.readthedocs.org :alt: Documentation Status .. |gh_actions| image:: https://img.shields.io/github/actions/workflow/status/Rockhopper-Technologies/enlighten/tests.yml?event=push&logo=github-actions&style=plastic :target: https://github.com/Rockhopper-Technologies/enlighten/actions/workflows/tests.yml :alt: GitHub Actions Status .. |travis| image:: https://img.shields.io/travis/com/Rockhopper-Technologies/enlighten.svg?style=plastic&logo=travis :target: https://travis-ci.com/Rockhopper-Technologies/enlighten :alt: Travis-CI Build Status .. |codecov| image:: https://img.shields.io/codecov/c/github/Rockhopper-Technologies/enlighten.svg?style=plastic&logo=codecov :target: https://codecov.io/gh/Rockhopper-Technologies/enlighten :alt: Coverage Status .. |pypi| image:: https://img.shields.io/pypi/v/enlighten.svg?style=plastic&logo=pypi :alt: PyPI Package latest release :target: https://pypi.python.org/pypi/enlighten .. |supported-versions| image:: https://img.shields.io/pypi/pyversions/enlighten.svg?style=plastic&logo=pypi :alt: Supported versions :target: https://pypi.python.org/pypi/enlighten .. |supported-implementations| image:: https://img.shields.io/pypi/implementation/enlighten.svg?style=plastic&logo=pypi :alt: Supported implementations :target: https://pypi.python.org/pypi/enlighten .. |linux| image:: https://img.shields.io/badge/Linux-yes-success?style=plastic&logo=linux :alt: Linux supported :target: https://pypi.python.org/pypi/enlighten .. |windows| image:: https://img.shields.io/badge/Windows-yes-success?style=plastic&logo=windows :alt: Windows supp",,2017-10-14T02:23:48.396788Z,https://github.com/Rockhopper-Technologies/enlighten,"progress, bar, progressbar, counter, status, statusbar",2025-03-10T18:03:35.042208Z,MPLv2.0,,Avram Lubkin,avylove@rockhopper.net,enlighten,https://pypi.org/project/enlighten/,https://pypi.org/project/enlighten/,34,"[""blessed>=1.17.7"", ""prefixed>=0.3.2"", ""backports.functools-lru-cache; python_version < \""3.2\""""]",,2026-08-03T21:33:31.201302+00:00,Enlighten Progress Bar,1.14.1,False,,K5bATUh0Hq5DcX4Hq,U6txMusSAjPfy2x6K ponty,,"[""License :: OSI Approved :: BSD License"", ""Natural Language :: English"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9""]",0,"Easy to use Python subprocess interface. Documentation: https://github.com/ponty/easyprocess/tree/1.1 ",,2011-02-08T11:01:12.890975Z,https://github.com/ponty/easyprocess,subprocess interface,2022-01-15T10:58:56.146133Z,BSD,,,,EasyProcess,https://pypi.org/project/EasyProcess/,https://pypi.org/project/EasyProcess/,29,[],,2026-08-03T21:33:31.234457+00:00,Easy to use Python subprocess interface.,1.1,False,,K5bATUh0Hq5DcX4Hq,U6txMusSAjPfy2x6K ,Georgi Valkov ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Operating System :: POSIX :: Linux"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: Implementation :: CPython"", ""Topic :: Software Development :: Libraries""]",0,"# evdev

This package provides bindings to the generic input event interface in Linux. The *evdev* interface serves the purpose of passing events generated in the kernel directly to userspace through character devices that are typically located in `/dev/input/`. This package also comes with bindings to *uinput*, the userspace input subsystem. *Uinput* allows userspace programs to create and handle input devices that can inject events directly into the input subsystem. ***Documentation:*** https://python-evdev.readthedocs.io/en/latest/ ***Development:*** https://github.com/gvalkov/python-evdev ***Package:*** https://pypi.python.org/pypi/evdev ***Changelog:*** https://python-evdev.readthedocs.io/en/latest/changelog.html ",,2012-05-17T16:47:14.186223Z,,"evdev, input, uinput",2026-02-05T21:54:24.987360Z,,BSD-3-Clause,,Tobi ,evdev,https://pypi.org/project/evdev/,https://pypi.org/project/evdev/,40,[],>=3.9,2026-08-03T21:33:31.269372+00:00,Bindings to the Linux input handling subsystem,1.9.3,False,,K5bATUh0Hq5DcX4Hq,U6txMusSAjPfy2x6K ,Django Software Foundation ,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Web Environment"", ""Framework :: Django"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Internet :: WWW/HTTP"", ""Topic :: Internet :: WWW/HTTP :: Dynamic Content"", ""Topic :: Internet :: WWW/HTTP :: WSGI"", ""Topic :: Software Development :: Libraries :: Application Frameworks"", ""Topic :: Software Development :: Libraries :: Python Modules""]",5,"====== Django ====== Django is a high-level Python web framework that encourages rapid development and clean, pragmatic design. Thanks for checking it out. All documentation is in the ""``docs``"" directory and online at https://docs.djangoproject.com/en/stable/. If you're just getting started, here's how we recommend you read the docs: * First, read ``docs/intro/install.txt`` for instructions on installing Django. * Next, work through the tutorials in order (``docs/intro/tutorial01.txt``, ``docs/intro/tutorial02.txt``, etc.). * If you want to set up an actual deployment server, read ``docs/howto/deployment/index.txt`` for instructions. * You'll probably want to read through the topical guides (in ``docs/topics``) next; from there you can jump to the HOWTOs (in ``docs/howto``) for specific problems, and check out the reference (``docs/ref``) for gory details. * See ``docs/README`` for instructions on building an HTML version of the docs. Docs are updated rigorously. If you find any problems in the docs, or think they should be clarified in any way, please take 30 seconds to fill out a ticket here: https://code.djangoproject.com/newticket To get more help: * Join the `Django Discord community `_. * Join the community on the `Django Forum `_. To contribute to Django: * Check out https://docs.djangoproject.com/en/dev/internals/contributing/ for information about getting involved. To run Django's test suite: * Follow the instructions in the ""Unit tests"" section of ``docs/internals/contributing/writing-code/unit-tests.txt``, published online at https://docs.djangoproject.com/en/dev/internals/contributing/writing-code/unit-tests/#running-the-unit-tests Supporting the Development of Django ==================================== Django's development depends on your contributions. If you depend on Django, remember to support the Django Software Foundation: https://www.djangoproject.",,2010-05-17T20:04:28.174094Z,,,2026-07-22T20:07:51.603498Z,,BSD-3-Clause,,,Django,https://pypi.org/project/Django/,https://pypi.org/project/Django/,438,"[""asgiref>=3.9.1"", ""sqlparse>=0.5.0"", ""tzdata; sys_platform == \""win32\"""", ""argon2-cffi>=23.1.0; extra == \""argon2\"""", ""bcrypt>=4.1.1; extra == \""bcrypt\""""]",>=3.12,2026-08-03T21:33:24.918972+00:00,"A high-level Python web framework that encourages rapid development and clean, pragmatic design.",6.0.7,False,,geWYjzTdjhCseBf3z,KjrItzURhUzzWcGTX DuckDB Foundation,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Education"", ""Intended Audience :: Information Technology"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: MIT License"", ""Operating System :: OS Independent"", ""Programming Language :: C++"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Database"", ""Topic :: Database :: Database Engines/Servers"", ""Topic :: Scientific/Engineering""]",6,"


DuckDB.org | User Guide (Python) - API Docs (Python)

# DuckDB: A Fast, In-Process, Portable, Open Source, Analytical Database System * **Simple**: DuckDB is easy to install and deploy. It has zero external dependencies and runs in-process in its host application or as a single binary. * **Portable**: DuckDB runs on Linux, macOS, Windows, Android, iOS and all popular hardware architectures. It has idiomatic client APIs for major programming languages. * **Feature-rich**: DuckDB offers a rich SQL dialect. It can read and write file formats such as CSV, Parquet, and JSON, to and from the local file system and remote endpoints such as S3 buckets. * **Fast**: DuckDB runs analytical queries at blazing speed thanks to its columnar engine, which supports parallel execution and can process larger-than-memory workloads. * **Extensible**: DuckDB is extensible by third-party features such as new data types, functions, file formats and new SQL syntax. User contributions are available as co",,2019-05-08T11:11:29.054711Z,,"DuckDB, Database, SQL, OLAP",2026-07-29T05:02:54.489268Z,,,DuckDB Foundation,,duckdb,https://pypi.org/project/duckdb/,https://pypi.org/project/duckdb/,122,"[""ipython; extra == \""all\"""", ""fsspec; extra == \""all\"""", ""numpy; extra == \""all\"""", ""pandas; extra == \""all\"""", ""pyarrow; extra == \""all\"""", ""adbc-driver-manager; extra == \""all\""""]",>=3.10.0,2026-08-03T21:33:24.998449+00:00,DuckDB in-process database,1.5.5,False,,geWYjzTdjhCseBf3z,KjrItzURhUzzWcGTX ,David Goodger ,"[""Development Status :: 4 - Beta"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Intended Audience :: End Users/Desktop"", ""Intended Audience :: Information Technology"", ""Intended Audience :: Other Audience"", ""Intended Audience :: System Administrators"", ""License :: OSI Approved :: BSD License"", ""License :: OSI Approved :: GNU General Public License (GPL)"", ""License :: Public Domain"", ""Natural Language :: Afrikaans"", ""Natural Language :: Arabic"", ""Natural Language :: Catalan"", ""Natural Language :: Catalan (Valencian)"", ""Natural Language :: Chinese (Simplified)"", ""Natural Language :: Chinese (Traditional)"", ""Natural Language :: Czech"", ""Natural Language :: Danish"", ""Natural Language :: Dutch"", ""Natural Language :: English"", ""Natural Language :: Esperanto"", ""Natural Language :: Finnish"", ""Natural Language :: French"", ""Natural Language :: Galician"", ""Natural Language :: Georgian"", ""Natural Language :: German"", ""Natural Language :: Hebrew"", ""Natural Language :: Italian"", ""Natural Language :: Japanese"", ""Natural Language :: Korean"", ""Natural Language :: Latvian"", ""Natural Language :: Lithuanian"", ""Natural Language :: Persian"", ""Natural Language :: Polish"", ""Natural Language :: Portuguese (Brazilian)"", ""Natural Language :: Russian"", ""Natural Language :: Slovak"", ""Natural Language :: Spanish"", ""Natural Language :: Swedish"", ""Natural Language :: Ukrainian"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.9"", ""Topic :: Documentation"", ""Topic :: Software Development"", ""Topic :: Software Development :: Documentation"", ""Topic :: Text Editors :: Documentation"", ""Topic :: Text Processing"", ""Topic :: Text Processing :: General"", ""Topic :: Text Processing :: Markup"", ""Topic :: Text Processing :: Markup :: HTML"", ""Topic :: Text Processing :: Markup :: LaTeX"", ""Topic :: Text Processing :: Markup :: Markdown"", ""Topic :: Text Processing :: Markup :: XML"", ""Topic :: Text Processing :: Markup :: reStructuredText"", ""Topic :: Utilities""]",0,"======================= README: Docutils 0.23 ======================= :Author: David Goodger :Contact: goodger@python.org :Date: $Date: 2026-05-27 19:20:40 +0200 (Mi, 27. Mai 2026) $ :Web site: https://docutils.sourceforge.io/ :Copyright: This document has been placed in the public domain. :Abstract: Docutils is a modular system for processing documentation into useful formats, such as HTML, XML, and LaTeX. For input Docutils supports reStructuredText, an easy-to-read, what-you-see-is-what-you-get plaintext markup syntax. .. contents:: Quick-Start =========== This is for those who want to get up & running quickly. 1. Docutils requires **Python**, available from https://www.python.org/. See Dependencies_ below for details. 2. Install the latest stable release from PyPi with pip_:: pip install docutils For alternatives and details, see section `Installation`_ below. 3. Use the `front-end scripts`_ to convert reStructuredText documents. Try for example:: docutils FAQ.rst FAQ.html See Usage_ below for details. Purpose ======= The purpose of the Docutils project is to provide a set of tools for processing plaintext documentation into useful formats, such as HTML, LaTeX, troff (man pages), OpenOffice, and native XML. Support for the following sources has been implemented: * Standalone files. * `PEPs (Python Enhancement Proposals)`_. Support for the following sources is planned or provided by `third party tools`_: * Inline documentation from Python modules and packages, extracted with namespace context. * Email (RFC-822 headers, quoted excerpts, signatures, MIME parts). * Wikis, with global reference lookups of ""wiki links"". * Compound documents, such as multiple chapter files merged into a book. * And others as discovered. .. _PEPs (Python Enhancement Proposals): https://peps.python.org/pep-0012 .. _third party tools: docs/user/links.html#related-applications Dependencies ===",,2009-12-28T09:54:57.627917Z,,,2026-05-27T17:41:06.934109Z,,,,docutils-develop list ,docutils,https://pypi.org/project/docutils/,https://pypi.org/project/docutils/,55,[],>=3.9,2026-08-03T21:33:25.046464+00:00,Docutils -- Python Documentation Utilities,0.23,False,,geWYjzTdjhCseBf3z,KjrItzURhUzzWcGTX ,Bob Halley ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: System Administrators"", ""License :: OSI Approved :: ISC License (ISCL)"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Topic :: Internet :: Name Service (DNS)"", ""Topic :: Software Development :: Libraries :: Python Modules""]",21,"# dnspython [![Build Status](https://github.com/rthalley/dnspython/actions/workflows/ci.yml/badge.svg)](https://github.com/rthalley/dnspython/actions/) [![Documentation Status](https://readthedocs.org/projects/dnspython/badge/?version=latest)](https://dnspython.readthedocs.io/en/latest/?badge=latest) [![PyPI version](https://badge.fury.io/py/dnspython.svg)](https://badge.fury.io/py/dnspython) [![License: ISC](https://img.shields.io/badge/License-ISC-brightgreen.svg)](https://opensource.org/licenses/ISC) [![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black) ## INTRODUCTION `dnspython` is a DNS toolkit for Python. It supports almost all record types. It can be used for queries, zone transfers, and dynamic updates. It supports TSIG-authenticated messages and EDNS0. `dnspython` provides both high- and low-level access to DNS. The high-level classes perform queries for data of a given name, type, and class, and return an answer set. The low-level classes allow direct manipulation of DNS zones, messages, names, and records. To see a few of the ways `dnspython` can be used, look in the `examples/` directory. `dnspython` is a utility to work with DNS, `/etc/hosts` is thus not used. For simple forward DNS lookups, it's better to use `socket.getaddrinfo()` or `socket.gethostbyname()`. `dnspython` originated at Nominum where it was developed to facilitate the testing of DNS software. ## ABOUT THIS RELEASE This is of `dnspython` 2.8.0. Please read [What's New](https://dnspython.readthedocs.io/en/stable/whatsnew.html) for information about the changes in this release. ## INSTALLATION * Many distributions have dnspython packaged for you, so you should check there first. * To use a wheel downloaded from PyPi, run: ``` pip install dnspython ``` * To install from the source code, go into the top-level of the source code and run: ``` pip install --upgrade pip build python -m build pip install",,2013-07-22T12:13:40.098223Z,,,2025-09-07T18:58:00.022322Z,ISC,,,,dnspython,https://pypi.org/project/dnspython/,https://pypi.org/project/dnspython/,50,"[""black>=25.1.0; extra == \""dev\"""", ""coverage>=7.0; extra == \""dev\"""", ""flake8>=7; extra == \""dev\"""", ""hypercorn>=0.17.0; extra == \""dev\"""", ""mypy>=1.17; extra == \""dev\"""", ""pylint>=3; extra == \""dev\"""", ""pytest-cov>=6.2.0; extra == \""dev\"""", ""pytest>=8.4; extra == \""dev\"""", ""quart-trio>=0.12.0; extra == \""dev\"""", ""sphinx-rtd-theme>=3.0.0; extra == \""dev\"""", ""sphinx>=8.2.0; extra == \""dev\"""", ""twine>=6.1.0; extra == \""dev\"""", ""wheel>=0.45.0; extra == \""dev\"""", ""cryptography>=45; extra == \""dnssec\"""", ""h2>=4.2.0; extra == \""doh\"""", ""httpcore>=1.0.0; extra == \""doh\"""", ""httpx>=0.28.0; extra == \""doh\"""", ""aioquic>=1.2.0; extra == \""doq\"""", ""idna>=3.10; extra == \""idna\"""", ""trio>=0.30; extra == \""trio\"""", ""wmi>=1.5.1; platform_system == \""Windows\"" and extra == \""wmi\""""]",>=3.10,2026-08-03T21:33:25.100046+00:00,DNS toolkit,2.8.0,False,,geWYjzTdjhCseBf3z,KjrItzURhUzzWcGTX ,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Science/Research"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Free Threading :: 1 - Unstable"", ""Topic :: Scientific/Engineering"", ""Topic :: System :: Distributed Computing""]",25,"Dask ==== |Build Status| |Coverage| |Doc Status| |Discourse| |Version Status| |NumFOCUS| Dask is a flexible parallel computing library for analytics. See documentation_ for more information. LICENSE ------- New BSD. See `License File `__. .. _documentation: https://dask.org .. |Build Status| image:: https://github.com/dask/dask/actions/workflows/tests.yml/badge.svg :target: https://github.com/dask/dask/actions/workflows/tests.yml .. |Coverage| image:: https://codecov.io/gh/dask/dask/branch/main/graph/badge.svg :target: https://codecov.io/gh/dask/dask/branch/main :alt: Coverage status .. |Doc Status| image:: https://readthedocs.org/projects/dask/badge/?version=latest :target: https://dask.org :alt: Documentation Status .. |Discourse| image:: https://img.shields.io/discourse/users?logo=discourse&server=https%3A%2F%2Fdask.discourse.group :alt: Discuss Dask-related things and ask for help :target: https://dask.discourse.group .. |Version Status| image:: https://img.shields.io/pypi/v/dask.svg :target: https://pypi.python.org/pypi/dask/ .. |NumFOCUS| image:: https://img.shields.io/badge/powered%20by-NumFOCUS-orange.svg?style=flat&colorA=E1523D&colorB=007D8A :target: https://www.numfocus.org/ ",,2015-01-29T01:00:40.253782Z,,task-scheduling parallel numpy pandas pydata,2026-07-14T01:27:50.524695Z,,BSD-3-Clause,,Matthew Rocklin ,dask,https://pypi.org/project/dask/,https://pypi.org/project/dask/,238,"[""click>=8.1"", ""cloudpickle>=3.0.0"", ""fsspec>=2021.09.0"", ""packaging>=20.0"", ""partd>=1.4.0"", ""pyyaml>=5.4.1"", ""toolz>=0.12.0"", ""importlib_metadata>=4.13.0; python_version < \""3.12\"""", ""numpy>=1.24; extra == \""array\"""", ""dask[array]; extra == \""dataframe\"""", ""pandas>=2.0; extra == \""dataframe\"""", ""pyarrow>=16.0; extra == \""dataframe\"""", ""distributed<2026.7.2,>=2026.7.1; extra == \""distributed\"""", ""bokeh>=3.1.0; extra == \""diagnostics\"""", ""jinja2>=2.10.3; extra == \""diagnostics\"""", ""dask[array,dataframe,diagnostics,distributed]; extra == \""complete\"""", ""lz4>=4.3.2; extra == \""complete\"""", ""pandas[test]; extra == \""test\"""", ""pytest; extra == \""test\"""", ""pytest-cov; extra == \""test\"""", ""pytest-mock; extra == \""test\"""", ""pytest-rerunfailures; extra == \""test\"""", ""pytest-timeout; extra == \""test\"""", ""pytest-xdist; extra == \""test\"""", ""pre-commit; extra == \""test\""""]",>=3.10,2026-08-03T21:33:25.132437+00:00,Parallel PyData with Task Scheduling,2026.7.1,False,,geWYjzTdjhCseBf3z,KjrItzURhUzzWcGTX The Hugging Face team (past and future) with the help of all our contributors (https://github.com/huggingface/diffusers/graphs/contributors),diffusers@huggingface.co,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Education"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: Apache Software License"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Topic :: Scientific/Engineering :: Artificial Intelligence""]",97,"



🤗 Diffusers is the go-to library for state-of-the-art pretrained diffusion models for generating images, audio, and even 3D structures of molecules. Whether you're looking for a simple inference solution or training your own diffusion models, 🤗 Diffusers is a modular toolbox that supports both. Our library is designed with a focus on [usability over performance](https://huggingface.co/docs/di",,2022-05-30T16:25:48.098747Z,https://github.com/huggingface/diffusers,deep learning diffusion jax pytorch stable diffusion audioldm,2026-07-03T08:48:47.904611Z,Apache 2.0 License,,,,diffusers,https://pypi.org/project/diffusers/,https://pypi.org/project/diffusers/,98,"[""importlib_metadata"", ""filelock"", ""httpx<1.0.0"", ""huggingface-hub<2.0,>=0.34.0"", ""numpy"", ""regex!=2019.12.17"", ""requests"", ""safetensors>=0.8.0"", ""Pillow"", ""urllib3<=2.0.0; extra == \""quality\"""", ""isort>=5.5.4; extra == \""quality\"""", ""ruff==0.9.10; extra == \""quality\"""", ""hf-doc-builder>=0.3.0; extra == \""quality\"""", ""hf-doc-builder>=0.3.0; extra == \""docs\"""", ""accelerate>=0.31.0; extra == \""training\"""", ""datasets; extra == \""training\"""", ""protobuf<4,>=3.20.3; extra == \""training\"""", ""tensorboard; extra == \""training\"""", ""Jinja2; extra == \""training\"""", ""peft>=0.17.0; extra == \""training\"""", ""timm; extra == \""training\"""", ""ftfy; extra == \""test\"""", ""GitPython<3.1.19; extra == \""test\"""", ""datasets; extra == \""test\"""", ""Jinja2; extra == \""test\"""", ""invisible-watermark>=0.2.0; extra == \""test\"""", ""librosa; extra == \""test\"""", ""llvmlite>=0.40.0; extra == \""test\"""", ""numba>=0.57.0; extra == \""test\"""", ""parameterized; extra == \""test\"""", ""protobuf<4,>=3.20.3; extra == \""test\"""", ""pytest; extra == \""test\"""", ""pytest-timeout; extra == \""test\"""", ""pytest-xdist; extra == \""test\"""", ""requests-mock==1.10.0; extra == \""test\"""", ""safetensors>=0.8.0; extra == \""test\"""", ""sentencepiece!=0.1.92,>=0.1.91; extra == \""test\"""", ""scipy; extra == \""test\"""", ""tiktoken>=0.7.0; extra == \""test\"""", ""torchsde; extra == \""test\"""", ""torchvision; extra == \""test\"""", ""transformers>=4.41.2; extra == \""test\"""", ""phonemizer; extra == \""test\"""", ""torch>=2.6; extra == \""torch\"""", ""accelerate>=0.31.0; extra == \""torch\"""", ""bitsandbytes>=0.43.3; extra == \""bitsandbytes\"""", ""accelerate>=0.31.0; extra == \""bitsandbytes\"""", ""gguf>=0.10.0; extra == \""gguf\"""", ""accelerate>=0.31.0; extra == \""gguf\"""", ""optimum_quanto>=0.2.6; extra == \""optimum-quanto\"""", ""accelerate>=0.31.0; extra == \""optimum-quanto\"""", ""torchao>=0.7.0; extra == \""torchao\"""", ""accelerate>=0.31.0; extra == \""torchao\"""", ""nvidia_modelopt[hf]>=0.33.1; extra == \""nvidia-modelopt\"""", ""flashpack; extra == \""flashpack\"""", ""jax>=0.4.1; extra == \""flax\"""", ""jaxlib>=0.4.1; extra == \""flax\"""", ""flax>=0.4.1; extra == \""flax\"""", ""urllib3<=2.0.0; extra == \""dev\"""", ""isort>=5.5.4; extra == \""dev\"""", ""ruff==0.9.10; extra == \""dev\"""", ""hf-doc-builder>=0.3.0; extra == \""dev\"""", ""ftfy; extra == \""dev\"""", ""GitPython<3.1.19; extra == \""dev\"""", ""datasets; extra == \""dev\"""", ""Jinja2; extra == \""dev\"""", ""invisible-watermark>=0.2.0; extra == \""dev\"""", ""librosa; extra == \""dev\"""", ""llvmlite>=0.40.0; extra == \""dev\"""", ""numba>=0.57.0; extra == \""dev\"""", ""parameterized; extra == \""dev\"""", ""protobuf<4,>=3.20.3; extra == \""dev\"""", ""pytest; extra == \""dev\"""", ""pytest-timeout; extra == \""dev\"""", ""pytest-xdist; extra == \""dev\"""", ""requests-mock==1.10.0; extra == \""dev\"""", ""safetensors>=0.8.0; extra == \""dev\"""", ""sentencepiece!=0.1.92,>=0.1.91; extra == \""dev\"""", ""scipy; extra == \""dev\"""", ""tiktoken>=0.7.0; extra == \""dev\"""", ""torchsde; extra == \""dev\"""", ""torchvision; extra == \""dev\"""", ""transformers>=4.41.2; extra == \""dev\"""", ""phonemizer; extra == \""dev\"""", ""accelerate>=0.31.0; extra == \""dev\"""", ""datasets; extra == \""dev\"""", ""protobuf<4,>=3.20.3; extra == \""dev\"""", ""tensorboard; extra == \""dev\"""", ""Jinja2; extra == \""dev\"""", ""peft>=0.17.0; extra == \""dev\"""", ""timm; extra == \""dev\"""", ""hf-doc-builder>=0.3.0; extra == \""dev\"""", ""torch>=2.6; extra == \""dev\"""", ""accelerate>=0.31.0; extra == \""dev\"""", ""jax>=0.4.1; extra == \""dev\"""", ""jaxlib>=0.4.1; extra == \""dev\"""", ""flax>=0.4.1; extra == \""dev\""""]",>=3.10.0,2026-08-03T21:33:25.163783+00:00,State-of-the-art diffusion in PyTorch and JAX.,0.39.0,False,,geWYjzTdjhCseBf3z,KjrItzURhUzzWcGTX Charles Li,charles.dt.li@gmail.com,"[""License :: OSI Approved :: MIT License"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9""]",2,"# Dataclasses JSON ![](https://github.com/lidatong/dataclasses-json/workflows/dataclasses-json/badge.svg) This library provides a simple API for encoding and decoding [dataclasses](https://docs.python.org/3/library/dataclasses.html) to and from JSON. It's very easy to get started. [README / Documentation website](https://lidatong.github.io/dataclasses-json). Features a navigation bar and search functionality, and should mirror this README exactly -- take a look! ## Quickstart `pip install dataclasses-json` ```python from dataclasses import dataclass from dataclasses_json import dataclass_json @dataclass_json @dataclass class Person: name: str person = Person(name='lidatong') person.to_json() # '{""name"": ""lidatong""}' <- this is a string person.to_dict() # {'name': 'lidatong'} <- this is a dict Person.from_json('{""name"": ""lidatong""}') # Person(1) Person.from_dict({'name': 'lidatong'}) # Person(1) # You can also apply _schema validation_ using an alternative API # This can be useful for ""typed"" Python code Person.from_json('{""name"": 42}') # This is ok. 42 is not a `str`, but # dataclass creation does not validate types Person.schema().loads('{""name"": 42}') # Error! Raises `ValidationError` ``` **What if you want to work with camelCase JSON?** ```python # same imports as above, with the additional `LetterCase` import from dataclasses import dataclass from dataclasses_json import dataclass_json, LetterCase @dataclass_json(letter_case=LetterCase.CAMEL) # now all fields are encoded/decoded from camelCase @dataclass class ConfiguredSimpleExample: int_field: int ConfiguredSimpleExample(1).to_json() # {""intField"": 1} ConfiguredSimpleExample.from_json('{""intField"": 1}') # ConfiguredSimpleExample(1) ``` ## Supported types It's recursive (see caveats below), so you can easily work with nested dataclasses. In addition to the supported types in the [py to JSON table](https://docs.python.org/3/library/json.html#",,2018-04-21T01:54:15.674903Z,https://github.com/lidatong/dataclasses-json,,2024-06-09T16:20:19.103848Z,MIT,,Charles Li,charles.dt.li@gmail.com,dataclasses-json,https://pypi.org/project/dataclasses-json/,https://pypi.org/project/dataclasses-json/,77,"[""marshmallow<4.0.0,>=3.18.0"", ""typing-inspect<1,>=0.4.0""]","<4.0,>=3.7",2026-08-03T21:33:25.194301+00:00,Easily serialize dataclasses to and from JSON.,0.6.7,False,,geWYjzTdjhCseBf3z,KjrItzURhUzzWcGTX ,Michele Simionato ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Natural Language :: English"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Topic :: Software Development :: Libraries"", ""Topic :: Utilities""]",0,"Decorators for Humans ===================== The goal of the decorator module is to make it easy to define signature-preserving function decorators and decorator factories. It also includes an implementation of multiple dispatch and other niceties (please check the docs). It is released under a two-clauses BSD license, i.e. basically you can do whatever you want with it but I am not responsible. Installation ------------- If you are lazy, just perform ``$ pip install decorator`` which will install just the module on your system. If you prefer to install the full distribution from source, including the documentation, clone the `GitHub repo`_ or download the tarball_, unpack it and run ``$ pip install .`` in the main directory, possibly as superuser. .. _tarball: https://pypi.org/project/decorator/#files .. _GitHub repo: https://github.com/micheles/decorator Testing -------- If you have the source code installation you can run the tests with `$ python tests/test.py -v` Notice that you may run into trouble if in your system there is an older version of the decorator module; in such a case remove the old version. It is safe even to copy the module `decorator.py` over an existing one, since we kept backward-compatibility for a long time. Repository --------------- The project is hosted on GitHub. You can look at the source here: https://github.com/micheles/decorator Documentation --------------- The documentation has been moved to https://github.com/micheles/decorator/blob/master/docs/documentation.md From there you can get a PDF version by simply using the print functionality of your browser. Here is the documentation for previous versions of the module: https://github.com/micheles/decorator/blob/4.3.2/docs/tests.documentation.rst https://github.com/micheles/decorator/blob/4.2.1/docs/tests.documentation.rst https://github.com/micheles/decorator/blob/4.1.2/docs/tests.documentation.rst https://github.com/micheles/decorator/blob/4.0.0/documentation.",,2011-04-22T14:36:49.274606Z,,decorators,2026-05-18T06:03:28.057003Z,BSD-2-Clause,,,,decorator,https://pypi.org/project/decorator/,https://pypi.org/project/decorator/,39,[],>=3.8,2026-08-03T21:33:25.234949+00:00,Decorators for Humans,5.3.1,False,,geWYjzTdjhCseBf3z,KjrItzURhUzzWcGTX Brian Curtin,brian@python.org,"[""Development Status :: 5 - Production/Stable"", ""License :: OSI Approved :: Apache Software License"", ""Programming Language :: Python"", ""Programming Language :: Python :: 2"", ""Programming Language :: Python :: 2.7"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.5"", ""Programming Language :: Python :: 3.6"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Software Development :: Libraries :: Python Modules""]",1,"deprecation =========== .. image:: https://readthedocs.org/projects/deprecation/badge/?version=latest :target: http://deprecation.readthedocs.io/en/latest/ :alt: Documentation Status .. image:: https://travis-ci.org/briancurtin/deprecation.svg?branch=master :target: https://travis-ci.org/briancurtin/deprecation .. image:: https://codecov.io/gh/briancurtin/deprecation/branch/master/graph/badge.svg :target: https://codecov.io/gh/briancurtin/deprecation The ``deprecation`` library provides a ``deprecated`` decorator and a ``fail_if_not_removed`` decorator for your tests. Together, the two enable the automation of several things: 1. The docstring of a deprecated method gets the deprecation details appended to the end of it. If you generate your API docs direct from your source, you don't need to worry about writing your own notification. You also don't need to worry about forgetting to write it. It's done for you. 2. Rather than having code live on forever because you only deprecated it but never actually moved on from it, you can have your tests tell you when it's time to remove the code. The ``@deprecated`` decorator can be told when it's time to entirely remove the code, which causes ``@fail_if_not_removed`` to raise an ``AssertionError``, causing either your unittest or py.test tests to fail. See http://deprecation.readthedocs.io/ for the full documentation. Installation ============ :: pip install deprecation Usage ===== :: import deprecation @deprecation.deprecated(deprecated_in=""1.0"", removed_in=""2.0"", current_version=__version__, details=""Use the bar function instead"") def foo(): """"""Do some stuff"""""" return 1 ...but doesn't Python ignore ``DeprecationWarning``? ==================================================== Yes, by default since 2.7—and for good reason [#]_ —and this works fine with that. 1. It often makes sense fo",,2017-01-23T13:34:09.704918Z,http://deprecation.readthedocs.io/,deprecation,2020-04-20T14:23:38.738331Z,Apache 2,,Brian Curtin,brian@python.org,deprecation,https://pypi.org/project/deprecation/,https://pypi.org/project/deprecation/,13,"[""packaging""]",,2026-08-03T21:33:25.263849+00:00,A library to handle automated deprecations,2.1.0,False,,geWYjzTdjhCseBf3z,KjrItzURhUzzWcGTX Grant Jenks,contact@grantjenks.com,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: Apache Software License"", ""Natural Language :: English"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.5"", ""Programming Language :: Python :: 3.6"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython""]",0,"DiskCache: Disk Backed Cache ============================ `DiskCache`_ is an Apache2 licensed disk and file backed cache library, written in pure-Python, and compatible with Django. The cloud-based computing of 2023 puts a premium on memory. Gigabytes of empty space is left on disks as processes vie for memory. Among these processes is Memcached (and sometimes Redis) which is used as a cache. Wouldn't it be nice to leverage empty disk space for caching? Django is Python's most popular web framework and ships with several caching backends. Unfortunately the file-based cache in Django is essentially broken. The culling method is random and large caches repeatedly scan a cache directory which slows linearly with growth. Can you really allow it to take sixty milliseconds to store a key in a cache with a thousand items? In Python, we can do better. And we can do it in pure-Python! :: In [1]: import pylibmc In [2]: client = pylibmc.Client(['127.0.0.1'], binary=True) In [3]: client[b'key'] = b'value' In [4]: %timeit client[b'key'] 10000 loops, best of 3: 25.4 µs per loop In [5]: import diskcache as dc In [6]: cache = dc.Cache('tmp') In [7]: cache[b'key'] = b'value' In [8]: %timeit cache[b'key'] 100000 loops, best of 3: 11.8 µs per loop **Note:** Micro-benchmarks have their place but are not a substitute for real measurements. DiskCache offers cache benchmarks to defend its performance claims. Micro-optimizations are avoided but your mileage may vary. DiskCache efficiently makes gigabytes of storage space available for caching. By leveraging rock-solid database libraries and memory-mapped files, cache performance can match and exceed industry-standard solutions. There's no need for a C compiler or running another process. Performance is a feature and testing has 100% coverage with unit tests and hours of stress. Testimonials ------------ `Daren Hasenkamp`_, Founder -- ""It's a useful, simple API, just like I love about Redis. I",,2016-02-04T01:38:23.120610Z,http://www.grantjenks.com/docs/diskcache/,,2023-08-31T06:12:00.316130Z,Apache 2.0,,,,diskcache,https://pypi.org/project/diskcache/,https://pypi.org/project/diskcache/,84,[],>=3,2026-08-03T21:33:25.312212+00:00,Disk Cache -- Disk and file backed persistent cache.,5.6.3,False,,geWYjzTdjhCseBf3z,KjrItzURhUzzWcGTX ,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Typing :: Typed""]",1,"
# Click Click is a Python package for creating beautiful command line interfaces in a composable way with as little code as necessary. It's the ""Command Line Interface Creation Kit"". It's highly configurable but comes with sensible defaults out of the box. It aims to make the process of writing command line tools quick and fun while also preventing any frustration caused by the inability to implement an intended CLI API. Click in three points: - Arbitrary nesting of commands - Automatic help page generation - Supports lazy loading of subcommands at runtime ## A Simple Example ```python import click @click.command() @click.option(""--count"", default=1, help=""Number of greetings."") @click.option(""--name"", prompt=""Your name"", help=""The person to greet."") def hello(count, name): """"""Simple program that greets NAME for a total of COUNT times."""""" for _ in range(count): click.echo(f""Hello, {name}!"") if __name__ == '__main__': hello() ``` ``` $ python hello.py --count=3 Your name: Click Hello, Click! Hello, Click! Hello, Click! ``` ## Donate The Pallets organization develops and supports Click and other popular packages. In order to grow the community of contributors and users, and allow the maintainers to devote more time to the projects, [please donate today][]. [please donate today]: https://palletsprojects.com/donate ## Contributing See our [detailed contributing documentation][contrib] for many ways to contribute, including reporting issues, requesting features, asking or answering questions, and making PRs. [contrib]: https://palletsprojects.com/contributing/ ",,2014-04-28T11:22:51.341948Z,,,2026-06-24T17:45:15.148101Z,,BSD-3-Clause,,Pallets ,click,https://pypi.org/project/click/,https://pypi.org/project/click/,64,"[""colorama; platform_system == \""Windows\""""]",>=3.10,2026-08-03T21:33:19.126877+00:00,Composable command line interface toolkit,8.4.2,False,,wOdmmjFSjIc5KbmxR,S639n77LfaAuMk6n4 ,The Python Cryptographic Authority and individual contributors ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Natural Language :: English"", ""Operating System :: MacOS :: MacOS X"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Operating System :: POSIX :: BSD"", ""Operating System :: POSIX :: Linux"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Free Threading :: 3 - Stable"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Security :: Cryptography""]",3,"pyca/cryptography ================= .. image:: https://img.shields.io/pypi/v/cryptography.svg :target: https://pypi.org/project/cryptography/ :alt: Latest Version .. image:: https://readthedocs.org/projects/cryptography/badge/?version=latest :target: https://cryptography.io :alt: Latest Docs .. image:: https://github.com/pyca/cryptography/actions/workflows/ci.yml/badge.svg :target: https://github.com/pyca/cryptography/actions/workflows/ci.yml?query=branch%3Amain ``cryptography`` is a package which provides cryptographic recipes and primitives to Python developers. Our goal is for it to be your ""cryptographic standard library"". It supports Python 3.9+ and PyPy3 7.3.11+. ``cryptography`` includes both high level recipes and low level interfaces to common cryptographic algorithms such as symmetric ciphers, message digests, and key derivation functions. For example, to encrypt something with ``cryptography``'s high level symmetric encryption recipe: .. code-block:: pycon >>> from cryptography.fernet import Fernet >>> # Put this somewhere safe! >>> key = Fernet.generate_key() >>> f = Fernet(key) >>> token = f.encrypt(b""A really secret message. Not for prying eyes."") >>> token b'...' >>> f.decrypt(token) b'A really secret message. Not for prying eyes.' You can find more information in the `documentation`_. You can install ``cryptography`` with: .. code-block:: console $ pip install cryptography For full details see `the installation documentation`_. Discussion ~~~~~~~~~~ If you run into bugs, you can file them in our `issue tracker`_. We maintain a `cryptography-dev`_ mailing list for development discussion. You can also join ``#pyca`` on ``irc.libera.chat`` to ask questions or get involved. Security ~~~~~~~~ Need to report a security issue? Please consult our `security reporting`_ documentation. .. _`documentation`: https://cryptography.io/ .. _`the installation documentation`: https://crypto",,2014-01-08T23:17:39.968124Z,,,2026-07-31T14:25:10.110218Z,,Apache-2.0 OR BSD-3-Clause,,,cryptography,https://pypi.org/project/cryptography/,https://pypi.org/project/cryptography/,158,"[""cffi>=2.0.0; platform_python_implementation != \""PyPy\"""", ""typing-extensions>=4.13.2; python_full_version < \""3.11\"""", ""bcrypt>=3.1.5; extra == \""ssh\""""]","!=3.9.0,!=3.9.1,>=3.9",2026-08-03T21:33:19.215323+00:00,cryptography is a package which provides cryptographic recipes and primitives to Python developers.,50.0.0,False,,wOdmmjFSjIc5KbmxR,S639n77LfaAuMk6n4 Kenneth Reitz,me@kennethreitz.com,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: Mozilla Public License 2.0 (MPL 2.0)"", ""Natural Language :: English"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9""]",0,"Certifi: Python SSL Certificates ================================ Certifi provides Mozilla's carefully curated collection of Root Certificates for validating the trustworthiness of SSL certificates while verifying the identity of TLS hosts. It has been extracted from the `Requests`_ project. Installation ------------ ``certifi`` is available on PyPI. Simply install it with ``pip``:: $ pip install certifi Usage ----- To reference the installed certificate authority (CA) bundle, you can use the built-in function:: >>> import certifi >>> certifi.where() '/usr/local/lib/python3.7/site-packages/certifi/cacert.pem' Or from the command line:: $ python -m certifi /usr/local/lib/python3.7/site-packages/certifi/cacert.pem Enjoy! .. _`Requests`: https://requests.readthedocs.io/en/latest/ Addition/Removal of Certificates -------------------------------- Certifi does not support any addition/removal or other modification of the CA trust store content. This project is intended to provide a reliable and highly portable root of trust to python deployments. Look to upstream projects for methods to use alternate trust. ",,2011-12-28T07:27:42.157563Z,https://github.com/certifi/python-certifi,,2026-07-22T03:35:12.644458Z,MPL-2.0,,,,certifi,https://pypi.org/project/certifi/,https://pypi.org/project/certifi/,76,[],>=3.7,2026-08-03T21:33:19.248200+00:00,Python package for providing Mozilla's CA Bundle.,2026.7.22,False,,wOdmmjFSjIc5KbmxR,S639n77LfaAuMk6n4 Ned Batchelder and 263 others,ned@nedbatchelder.com,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.15"", ""Programming Language :: Python :: 3.16"", ""Programming Language :: Python :: Free Threading :: 3 - Stable"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Software Development :: Quality Assurance"", ""Topic :: Software Development :: Testing""]",1,".. Licensed under the Apache License: http://www.apache.org/licenses/LICENSE-2.0 .. For details: https://github.com/coveragepy/coveragepy/blob/main/NOTICE.txt =========== Coverage.py =========== Code coverage measurement for Python. .. image:: https://raw.githubusercontent.com/vshymanskyy/StandWithUkraine/main/banner2-direct.svg :target: https://vshymanskyy.github.io/StandWithUkraine :alt: Stand with Ukraine ------------- | |kit| |license| |versions| | |test-status| |quality-status| |docs| |metacov| | |tidelift| |sponsor| |stars| |mastodon-coveragepy| |mastodon-nedbat| |bluesky-nedbat| Coverage.py measures code coverage, typically during test execution. It uses the code analysis tools and tracing hooks provided in the Python standard library to determine which lines are executable, and which have been executed. Coverage.py runs on these versions of Python: .. PYVERSIONS * Python 3.10 through 3.15 beta, including free-threading. * PyPy3 versions 3.10 and 3.11. Documentation is on `Read the Docs`_. Code repository and issue tracker are on `GitHub`_. .. _Read the Docs: https://coverage.readthedocs.io/en/7.15.3/ .. _GitHub: https://github.com/coveragepy/coveragepy For Enterprise -------------- .. |tideliftlogo| image:: https://nedbatchelder.com/pix/Tidelift_Logo_small.png :alt: Tidelift :target: https://tidelift.com/subscription/pkg/pypi-coverage?utm_source=pypi-coverage&utm_medium=referral&utm_campaign=readme .. list-table:: :widths: 10 100 * - |tideliftlogo| - `Available as part of the Tidelift Subscription. `_ Coverage and thousands of other packages are working with Tidelift to deliver one enterprise subscription that covers all of the open source you use. If you want the flexibility of open source and the confidence of commercial-grade software, this is for you. `Lea",,2009-05-16T21:03:17.044537Z,https://github.com/coveragepy/coveragepy,code coverage testing,2026-08-02T18:50:17.006034Z,Apache-2.0,,,,coverage,https://pypi.org/project/coverage/,https://pypi.org/project/coverage/,193,"[""tomli; python_full_version <= \""3.11.0a6\"" and extra == \""toml\""""]",>=3.10,2026-08-03T21:33:19.390819+00:00,Code coverage measurement for Python,7.15.3,False,,wOdmmjFSjIc5KbmxR,S639n77LfaAuMk6n4 "Robert Bradshaw, Stefan Behnel, David Woods, Greg Ewing, et al.",cython-devel@python.org,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: C"", ""Programming Language :: C++"", ""Programming Language :: Cython"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Programming Language :: Python :: Implementation :: Stackless"", ""Topic :: Software Development :: Code Generators"", ""Topic :: Software Development :: Compilers"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Typing :: Typed""]",0,"The Cython language makes writing C extensions for the Python language as easy as Python itself. Cython is a source code translator based on Pyrex_, but supports more cutting edge functionality and optimizations. The Cython language is a superset of the Python language (almost all Python code is also valid Cython code), but Cython additionally supports optional static typing to natively call C functions, operate with C++ classes and declare fast C types on variables and class attributes. This allows the compiler to generate very efficient C code from Cython code. This makes Cython the ideal language for writing glue code for external C/C++ libraries, and for fast C modules that speed up the execution of Python code. The newest Cython release can always be downloaded from https://cython.org/. Unpack the tarball or zip file, enter the directory, and then run:: pip install . Note that for one-time builds, e.g. for CI/testing, on platforms that are not covered by one of the wheel packages provided on PyPI *and* the pure Python wheel that we provide is not used, it is substantially faster than a full source build to install an uncompiled (slower) version of Cython with:: NO_CYTHON_COMPILE=true pip install . .. _Pyrex: https://www.cosc.canterbury.ac.nz/greg.ewing/python/Pyrex/ 3.2.9 (2026-07-23) ================== Bugs fixed ---------- * Indexing into freshly created lists with an out-of-bounds index could crash. (Github issue https://github.com/cython/cython/issues/7793) * Function arguments with default values could end up uninitialised in closures, leading to crashes. Patch by Anthony Donlon. (Github issue https://github.com/cython/cython/issues/7782) * ``bytearray.append(None)`` could crash. The optimised code was also lacking concurrency guards. (Github issue https://github.com/cython/cython/issues/7796) * Some rare corner cases when concatenating text strings were resolved. (Github issue https://github.com/cython/cython/issues/7799) ",,2007-08-31T10:44:22Z,https://cython.org/,,2026-07-24T06:22:51.314537Z,Apache-2.0,,,,Cython,https://pypi.org/project/Cython/,https://pypi.org/project/Cython/,155,[],>=3.8,2026-08-03T21:33:19.480829+00:00,The Cython compiler for writing C extensions in the Python language.,3.2.9,False,,wOdmmjFSjIc5KbmxR,S639n77LfaAuMk6n4 "Armin Rigo, Maciej Fijalkowski",,"[""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.15"", ""Programming Language :: Python :: Free Threading :: 2 - Beta"", ""Programming Language :: Python :: Implementation :: CPython""]",1,"[![GitHub Actions Status](https://github.com/python-cffi/cffi/actions/workflows/ci.yaml/badge.svg?branch=main)](https://github.com/python-cffi/cffi/actions/workflows/ci.yaml?query=branch%3Amain++) [![PyPI version](https://img.shields.io/pypi/v/cffi.svg)](https://pypi.org/project/cffi) [![Read the Docs](https://img.shields.io/badge/docs-latest-blue.svg)][Documentation] CFFI ==== Foreign Function Interface for Python calling C code. Please see the [Documentation] or uncompiled in the `doc/` subdirectory. Download -------- [Download page](https://github.com/python-cffi/cffi/releases) Source Code ----------- Source code is publicly available on [GitHub](https://github.com/python-cffi/cffi). Contact ------- [Mailing list](https://groups.google.com/forum/#!forum/python-cffi) Testing/development tips ------------------------ After `git clone` or `wget && tar`, we will get a directory called `cffi` or `cffi-x.x.x`. We call it `repo-directory`. To run tests under CPython, run the following in the `repo-directory`: pip install pytest pip install -e . # editable install of CFFI for local development pytest src/c/ testing/ [Documentation]: http://cffi.readthedocs.org/ ",,2012-06-18T14:53:58.813888Z,,,2026-08-03T21:21:18.939988Z,,MIT-0,"Matt Davis, Matt Clay",,cffi,https://pypi.org/project/cffi/,https://pypi.org/project/cffi/,80,"[""pycparser; implementation_name != \""PyPy\""""]",>=3.10,2026-08-03T21:33:19.538129+00:00,Foreign Function Interface for Python calling C code.,2.1.1,False,,wOdmmjFSjIc5KbmxR,S639n77LfaAuMk6n4 ,"""Ahmed R. TAHRI"" ","[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Free Threading :: 4 - Resilient"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Text Processing :: Linguistic"", ""Topic :: Utilities"", ""Typing :: Typed""]",0,"

Charset Detection, for Everyone 👋

The Real First Universal Charset Detector

Featured Packages

In other language (unofficial port - by the community)

> A library that helps you read text from an unknown charset encoding.
Motivated by `chardet`, > I'm trying to resolve the issue by taking a new approach. > All IANA character set names for which the Python core library provides codecs are supported. > You can also register your own set of codecs, and yes, it would work as-is. This project offers you an alternative to **Universal Charset Encoding Detector**, also known as **Chardet**. | Feature | [Chardet](https://github.com/chardet/chardet) | Charset Normalizer | [cChardet](https://github.com/PyYoshi/cChardet) | |--------------------------------------------------|:------",,2019-08-02T16:03:53.102807Z,,"encoding, charset, charset-detector, detector, normalization, unicode, chardet, detect",2026-07-07T14:34:58.454748Z,MIT,,,"""Ahmed R. TAHRI"" ",charset-normalizer,https://pypi.org/project/charset-normalizer/,https://pypi.org/project/charset-normalizer/,63,[],>=3.7,2026-08-03T21:33:19.616571+00:00,"The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.",3.4.9,False,,wOdmmjFSjIc5KbmxR,S639n77LfaAuMk6n4 Peter Odding,peter@peterodding.com,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Intended Audience :: Information Technology"", ""Intended Audience :: System Administrators"", ""License :: OSI Approved :: MIT License"", ""Operating System :: MacOS"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Operating System :: Unix"", ""Programming Language :: Python"", ""Programming Language :: Python :: 2"", ""Programming Language :: Python :: 2.7"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.5"", ""Programming Language :: Python :: 3.6"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Communications"", ""Topic :: Scientific/Engineering :: Human Machine Interfaces"", ""Topic :: Software Development"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: Software Development :: User Interfaces"", ""Topic :: System"", ""Topic :: System :: Console Fonts"", ""Topic :: System :: Logging"", ""Topic :: System :: Shells"", ""Topic :: System :: System Shells"", ""Topic :: System :: Systems Administration"", ""Topic :: Terminals"", ""Topic :: Utilities""]",2,"coloredlogs: Colored terminal output for Python's logging module ================================================================ .. image:: https://travis-ci.org/xolox/python-coloredlogs.svg?branch=master :target: https://travis-ci.org/xolox/python-coloredlogs .. image:: https://coveralls.io/repos/github/xolox/python-coloredlogs/badge.svg?branch=master :target: https://coveralls.io/github/xolox/python-coloredlogs?branch=master The `coloredlogs` package enables colored terminal output for Python's logging_ module. The ColoredFormatter_ class inherits from `logging.Formatter`_ and uses `ANSI escape sequences`_ to render your logging messages in color. It uses only standard colors so it should work on any UNIX terminal. It's currently tested on Python 2.7, 3.5+ and PyPy (2 and 3). On Windows `coloredlogs` automatically tries to enable native ANSI support (on up-to-date Windows 10 installations) and falls back on using colorama_ (if installed). Here is a screen shot of the demo that is printed when the command ``coloredlogs --demo`` is executed: .. image:: https://coloredlogs.readthedocs.io/en/latest/_images/defaults.png Note that the screenshot above includes custom logging levels defined by my verboselogs_ package: if you install both `coloredlogs` and `verboselogs` it will Just Work (`verboselogs` is of course not required to use `coloredlogs`). .. contents:: :local: Installation ------------ The `coloredlogs` package is available on PyPI_ which means installation should be as simple as: .. code-block:: console $ pip install coloredlogs There's actually a multitude of ways to install Python packages (e.g. the `per user site-packages directory`_, `virtual environments`_ or just installing system wide) and I have no intention of getting into that discussion here, so if this intimidates you then read up on your options before returning to these instructions 😉. Optional dependencies ~~~~~~~~~~~~~~~~~~~~~ Native ANSI support on Windows requires a",,2013-05-16T13:39:23.789199Z,https://coloredlogs.readthedocs.io,,2021-06-11T10:22:45.202780Z,MIT,,,,coloredlogs,https://pypi.org/project/coloredlogs/,https://pypi.org/project/coloredlogs/,63,"[""humanfriendly (>=9.1)"", ""capturer (>=2.4) ; extra == 'cron'""]",">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*",2026-08-03T21:33:19.663739+00:00,Colored terminal output for Python's logging module,15.0.1,False,,wOdmmjFSjIc5KbmxR,S639n77LfaAuMk6n4 Ask Solem,auvipy@gmail.com,"[""Development Status :: 5 - Production/Stable"", ""Framework :: Celery"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Software Development :: Object Brokering"", ""Topic :: System :: Distributed Computing""]",53,".. image:: https://docs.celeryq.dev/en/latest/_images/celery-banner-small.png |build-status| |coverage| |license| |wheel| |semgrep| |pyversion| |pyimp| |ocbackerbadge| |ocsponsorbadge| :Version: 5.6.3 (recovery) :Web: https://docs.celeryq.dev/en/stable/index.html :Download: https://pypi.org/project/celery/ :Source: https://github.com/celery/celery/ :DeepWiki: |deepwiki| :Keywords: task, queue, job, async, rabbitmq, amqp, redis, python, distributed, actors Donations ========= Open Collective --------------- .. image:: https://opencollective.com/static/images/opencollectivelogo-footer-n.svg :alt: Open Collective logo :width: 200px `Open Collective `_ is our community-powered funding platform that fuels Celery's ongoing development. Your sponsorship directly supports improvements, maintenance, and innovative features that keep Celery robust and reliable. For enterprise ============== Available as part of the Tidelift Subscription. The maintainers of ``celery`` and thousands of other packages are working with Tidelift to deliver commercial support and maintenance for the open source dependencies you use to build your applications. Save time, reduce risk, and improve code health, while paying the maintainers of the exact dependencies you use. `Learn more. `_ Sponsors ======== Blacksmith ---------- .. image:: https://github.com/celery/celery/blob/main/docs/images/blacksmith-logo-white-on-black.svg :alt: Blacksmith logo :width: 240px :target: https://blacksmith.sh/ `Official Announcement `_ CloudAMQP --------- .. image:: https://github.com/celery/celery/blob/main/docs/images/cloudamqp-logo-lightbg.svg :alt: CloudAMQP logo :width: 240px :target: htt",,2009-04-27T12:49:20.215689Z,https://docs.celeryq.dev/,task job queue distributed messaging actor,2026-03-26T12:14:51.760496Z,BSD-3-Clause,,,,celery,https://pypi.org/project/celery/,https://pypi.org/project/celery/,224,"[""billiard<5.0,>=4.2.1"", ""kombu>=5.6.0"", ""vine<6.0,>=5.1.0"", ""click<9.0,>=8.1.2"", ""click-didyoumean>=0.3.0"", ""click-repl>=0.2.0"", ""click-plugins>=1.1.1"", ""python-dateutil>=2.8.2"", ""exceptiongroup>=1.3.0; python_version < \""3.11\"""", ""tzlocal"", ""pyArango>=2.0.2; extra == \""arangodb\"""", ""cryptography==46.0.5; extra == \""auth\"""", ""azure-storage-blob>=12.15.0; extra == \""azureblockblob\"""", ""azure-identity>=1.19.0; extra == \""azureblockblob\"""", ""brotlipy>=0.7.0; platform_python_implementation == \""PyPy\"" and extra == \""brotli\"""", ""brotli>=1.0.0; platform_python_implementation == \""CPython\"" and extra == \""brotli\"""", ""cassandra-driver<4,>=3.25.0; extra == \""cassandra\"""", ""python-consul2==0.1.5; extra == \""consul\"""", ""pydocumentdb==2.3.5; extra == \""cosmosdbsql\"""", ""couchbase>=3.0.0; (platform_python_implementation != \""PyPy\"" and (platform_system != \""Windows\"" or python_version < \""3.10\"")) and extra == \""couchbase\"""", ""pycouchdb==1.16.0; extra == \""couchdb\"""", ""Django>=2.2.28; extra == \""django\"""", ""boto3>=1.26.143; extra == \""dynamodb\"""", ""elasticsearch<=9.3.0; extra == \""elasticsearch\"""", ""elastic-transport<=9.2.1; extra == \""elasticsearch\"""", ""eventlet>=0.32.0; python_version < \""3.10\"" and extra == \""eventlet\"""", ""gevent>=1.5.0; extra == \""gevent\"""", ""google-cloud-storage>=2.10.0; extra == \""gcs\"""", ""grpcio==1.76.0; extra == \""gcs\"""", ""google-cloud-firestore==2.23.0; extra == \""gcs\"""", ""librabbitmq>=2.0.0; python_version < \""3.11\"" and extra == \""librabbitmq\"""", ""pylibmc==1.6.3; platform_system != \""Windows\"" and extra == \""memcache\"""", ""kombu[mongodb]; extra == \""mongodb\"""", ""kombu[msgpack]; extra == \""msgpack\"""", ""python-memcached>=1.61; extra == \""pymemcache\"""", ""pydantic>=2.4; python_version < \""3.14\"" and extra == \""pydantic\"""", ""pydantic>=2.12.0a1; python_version >= \""3.14\"" and extra == \""pydantic\"""", ""pyro4==4.82; python_version < \""3.11\"" and extra == \""pyro\"""", ""pytest-celery[all]>=1.3.0; extra == \""pytest\"""", ""kombu[redis]; extra == \""redis\"""", ""boto3>=1.26.143; extra == \""s3\"""", ""softlayer_messaging>=1.0.3; extra == \""slmq\"""", ""ephem==4.2; platform_python_implementation != \""PyPy\"" and extra == \""solar\"""", ""kombu[sqlalchemy]; extra == \""sqlalchemy\"""", ""boto3>=1.26.143; extra == \""sqs\"""", ""pycurl<7.45.4,>=7.43.0.5; (sys_platform != \""win32\"" and platform_python_implementation == \""CPython\"" and python_version < \""3.9\"") and extra == \""sqs\"""", ""pycurl>=7.45.4; (sys_platform != \""win32\"" and platform_python_implementation == \""CPython\"" and python_version >= \""3.9\"") and extra == \""sqs\"""", ""urllib3>=1.26.16; extra == \""sqs\"""", ""kombu[sqs]>=5.5.0; extra == \""sqs\"""", ""tblib==3.2.2; extra == \""tblib\"""", ""kombu[yaml]; extra == \""yaml\"""", ""kazoo>=1.3.1; extra == \""zookeeper\"""", ""zstandard==0.23.0; extra == \""zstd\""""]",>=3.9,2026-08-03T21:33:19.706729+00:00,Distributed Task Queue.,5.6.3,False,,wOdmmjFSjIc5KbmxR,S639n77LfaAuMk6n4 ,Tin Tvrtkovic ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Typing :: Typed""]",13,"# *cattrs*: Flexible Object Serialization and Validation *Because validation belongs to the edges.* [![Documentation](https://img.shields.io/badge/Docs-Read%20The%20Docs-black)](https://catt.rs/) [![License: MIT](https://img.shields.io/badge/license-MIT-C06524)](https://github.com/hynek/stamina/blob/main/LICENSE) [![PyPI](https://img.shields.io/pypi/v/cattrs.svg)](https://pypi.python.org/pypi/cattrs) [![Supported Python Versions](https://img.shields.io/pypi/pyversions/cattrs.svg)](https://github.com/python-attrs/cattrs) [![Downloads](https://static.pepy.tech/badge/cattrs/month)](https://pepy.tech/project/cattrs) [![Coverage](https://img.shields.io/endpoint?url=https://gist.githubusercontent.com/Tinche/22405310d6a663164d894a2beab4d44d/raw/covbadge.json)](https://github.com/python-attrs/cattrs/actions/workflows/main.yml) --- **cattrs** is a Swiss Army knife for (un)structuring and validating data in Python. In practice, that means it converts **unstructured dictionaries** into **proper classes** and back, while **validating** their contents. ## Example _cattrs_ works best with [_attrs_](https://www.attrs.org/) classes, and [dataclasses](https://docs.python.org/3/library/dataclasses.html) where simple (un-)structuring works out of the box, even for nested data, without polluting your data model with serialization details: ```python >>> from attrs import define >>> from cattrs import structure, unstructure >>> @define ... class C: ... a: int ... b: list[str] >>> instance = structure({'a': 1, 'b': ['x', 'y']}, C) >>> instance C(a=1, b=['x', 'y']) >>> unstructure(instance) {'a': 1, 'b': ['x', 'y']} ``` Have a look at [*Why *cattrs*?*](https://catt.rs/en/latest/why.html) for more examples! ## Features ### Recursive Unstructuring - _attrs_ classes and dataclasses are converted into dictionaries in a way similar to `attrs.asdic",,2017-12-11T19:57:12.378406Z,,"attrs, dataclasses, serialization",2026-02-18T22:15:19.406296Z,MIT,,,,cattrs,https://pypi.org/project/cattrs/,https://pypi.org/project/cattrs/,42,"[""attrs>=25.4.0"", ""exceptiongroup>=1.1.1; python_version < \""3.11\"""", ""typing-extensions>=4.14.0"", ""pymongo>=4.4.0; extra == \""bson\"""", ""cbor2>=5.4.6; extra == \""cbor2\"""", ""msgpack>=1.0.5; extra == \""msgpack\"""", ""msgspec>=0.19.0; implementation_name == \""cpython\"" and extra == \""msgspec\"""", ""orjson>=3.11.3; implementation_name == \""cpython\"" and extra == \""orjson\"""", ""pyyaml>=6.0; extra == \""pyyaml\"""", ""tomlkit>=0.11.8; extra == \""tomlkit\"""", ""tomli-w>=1.1.0; extra == \""tomllib\"""", ""tomli>=1.1.0; python_version < \""3.11\"" and extra == \""tomllib\"""", ""ujson>=5.10.0; extra == \""ujson\""""]",>=3.10,2026-08-03T21:33:19.780986+00:00,Composable complex class support for attrs and dataclasses.,26.1.0,False,,wOdmmjFSjIc5KbmxR,S639n77LfaAuMk6n4 ,,"[""Development Status :: 5 - Production/Stable"", ""Framework :: AsyncIO"", ""Intended Audience :: Developers"", ""Operating System :: MacOS :: MacOS X"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Internet :: WWW/HTTP""]",13,"================================== Async http client/server framework ================================== .. image:: https://raw.githubusercontent.com/aio-libs/aiohttp/master/docs/aiohttp-plain.svg :height: 64px :width: 64px :alt: aiohttp logo | .. image:: https://github.com/aio-libs/aiohttp/workflows/CI/badge.svg :target: https://github.com/aio-libs/aiohttp/actions?query=workflow%3ACI :alt: GitHub Actions status for master branch .. image:: https://codecov.io/gh/aio-libs/aiohttp/branch/master/graph/badge.svg :target: https://codecov.io/gh/aio-libs/aiohttp :alt: codecov.io status for master branch .. image:: https://badge.fury.io/py/aiohttp.svg :target: https://pypi.org/project/aiohttp :alt: Latest PyPI package version .. image:: https://img.shields.io/pypi/dm/aiohttp :target: https://pypistats.org/packages/aiohttp :alt: Downloads count .. image:: https://readthedocs.org/projects/aiohttp/badge/?version=latest :target: https://docs.aiohttp.org/ :alt: Latest Read The Docs .. image:: https://img.shields.io/endpoint?url=https://codspeed.io/badge.json :target: https://codspeed.io/aio-libs/aiohttp :alt: Codspeed.io status for aiohttp Key Features ============ - Supports both client and server side of HTTP protocol. - Supports both client and server Web-Sockets out-of-the-box and avoids Callback Hell. - Provides Web-server with middleware and pluggable routing. Getting started =============== Client ------ To get something from the web: .. code-block:: python import aiohttp import asyncio async def main(): async with aiohttp.ClientSession() as session: async with session.get('https://python.org') as response: print(""Status:"", response.status) print(""Content-type:"", response.headers['content-type']) html = await response.text() print(""Body:"", html[:15], ""..."") asyncio.run(main()) This prints: .. code-block:: Status: 200 ",,2013-10-25T18:17:03.912408Z,,,2026-07-23T01:57:27.037320Z,Apache-2.0 AND MIT,,,aiohttp team ,aiohttp,https://pypi.org/project/aiohttp/,https://pypi.org/project/aiohttp/,312,"[""aiohappyeyeballs>=2.5.0"", ""aiosignal>=1.4.0"", ""async-timeout<6.0,>=4.0; python_version < \""3.11\"""", ""attrs>=17.3.0"", ""frozenlist>=1.1.1"", ""multidict<7.0,>=4.5"", ""propcache>=0.2.0"", ""typing_extensions>=4.4; python_version < \""3.13\"""", ""yarl<2.0,>=1.17.0"", ""aiodns>=3.3.0; (sys_platform != \""android\"" and sys_platform != \""ios\"") and extra == \""speedups\"""", ""Brotli>=1.2; (platform_python_implementation == \""CPython\"" and sys_platform != \""android\"" and sys_platform != \""ios\"") and extra == \""speedups\"""", ""brotlicffi>=1.2; platform_python_implementation != \""CPython\"" and extra == \""speedups\"""", ""backports.zstd; (platform_python_implementation == \""CPython\"" and python_version < \""3.14\"" and sys_platform != \""android\"" and sys_platform != \""ios\"") and extra == \""speedups\""""]",>=3.10,2026-08-03T21:33:12.131801+00:00,Async http client/server framework (asyncio),3.14.3,False,,uDZDdmhjHKiEbaWVL,vTpsYh111cMX7MvdT ,Alex Grönholm ,"[""Development Status :: 5 - Production/Stable"", ""Framework :: AnyIO"", ""Intended Audience :: Developers"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.15"", ""Typing :: Typed""]",4,".. image:: https://github.com/agronholm/anyio/actions/workflows/test.yml/badge.svg :target: https://github.com/agronholm/anyio/actions/workflows/test.yml :alt: Build Status .. image:: https://coveralls.io/repos/github/agronholm/anyio/badge.svg?branch=master :target: https://coveralls.io/github/agronholm/anyio?branch=master :alt: Code Coverage .. image:: https://readthedocs.org/projects/anyio/badge/?version=latest :target: https://anyio.readthedocs.io/en/latest/?badge=latest :alt: Documentation .. image:: https://badges.gitter.im/gitterHQ/gitter.svg :target: https://gitter.im/python-trio/AnyIO :alt: Gitter chat .. image:: https://tidelift.com/badges/package/pypi/anyio :target: https://tidelift.com/subscription/pkg/pypi-anyio :alt: Tidelift AnyIO is an asynchronous networking and concurrency library that works on top of either asyncio_ or Trio_. It implements Trio-like `structured concurrency`_ (SC) on top of asyncio and works in harmony with the native SC of Trio itself. Applications and libraries written against AnyIO's API will run unmodified on either asyncio_ or Trio_. AnyIO can also be adopted into a library or application incrementally – bit by bit, no full refactoring necessary. It will blend in with the native libraries of your chosen backend. To find out why you might want to use AnyIO's APIs instead of asyncio's, you can read about it `here `_. Documentation ------------- View full documentation at: https://anyio.readthedocs.io/ Features -------- AnyIO offers the following functionality: * Task groups (nurseries_ in trio terminology) * High-level networking (TCP, UDP and UNIX sockets) * `Happy eyeballs`_ algorithm for TCP connections (more robust than that of asyncio on Python 3.8) * async/await style UDP sockets (unlike asyncio where you still have to use Transports and Protocols) * A versatile API for byte streams and object streams * Inter-task synchronization and ",,2018-10-12T10:06:03.618512Z,,,2026-07-12T20:29:07.082484Z,,MIT,,,anyio,https://pypi.org/project/anyio/,https://pypi.org/project/anyio/,70,"[""exceptiongroup>=1.0.2; python_version < \""3.11\"""", ""idna>=2.8"", ""typing_extensions>=4.5; python_version < \""3.13\"""", ""trio>=0.32.0; extra == \""trio\""""]",>=3.10,2026-08-03T21:33:12.229811+00:00,High-level concurrency and networking framework on top of asyncio or Trio,4.14.2,False,,uDZDdmhjHKiEbaWVL,vTpsYh111cMX7MvdT ,Hynek Schlawack ,"[""Development Status :: 5 - Production/Stable"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Typing :: Typed""]",0,"

*attrs* is the Python package that will bring back the **joy** of **writing classes** by relieving you from the drudgery of implementing object protocols (aka [dunder methods](https://www.attrs.org/en/latest/glossary.html#term-dunder-methods)). Trusted by NASA for [Mars missions since 2020](https://github.com/readme/featured/nasa-ingenuity-helicopter)! Its main goal is to help you to write **concise** and **correct** software without slowing down your code. ## Sponsors *attrs* would not be possible without our [amazing sponsors](https://github.com/sponsors/hynek). Especially those generously supporting us at the *The Organization* tier and higher:

=3.9,2026-08-03T21:33:12.276447+00:00,Classes Without Boilerplate,26.1.0,False,,uDZDdmhjHKiEbaWVL,vTpsYh111cMX7MvdT Amazon Web Services,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: System Administrators"", ""License :: OSI Approved :: Apache Software License"", ""Natural Language :: English"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14""]",6,"aws-cli ======= .. image:: https://github.com/aws/aws-cli/actions/workflows/run-tests.yml/badge.svg :target: https://github.com/aws/aws-cli/actions/workflows/run-tests.yml :alt: Build Status This package provides a unified command line interface to Amazon Web Services. Jump to: - `Getting Started <#getting-started>`__ - `Getting Help <#getting-help>`__ - `More Resources <#more-resources>`__ Entering Maintenance Mode on July 15, 2026 ------------------------------------------ We `announced `__ the upcoming **end-of-support for the AWS CLI v1**. We recommend that you migrate to `AWS CLI v2 `__. For dates, additional details, and information on how to migrate, please refer to the linked announcement. Getting Started --------------- This README is for the AWS CLI version 1. If you are looking for information about the AWS CLI version 2, please visit the `v2 branch `__. Requirements ~~~~~~~~~~~~ The aws-cli package works on Python versions: - 3.10.x and greater - 3.11.x and greater - 3.12.x and greater - 3.13.x and greater - 3.14.x and greater Notices ~~~~~~~ On 2026-04-29, support for Python 3.9 ended for the AWS CLI. This follows the Python Software Foundation `end of support `__ for the runtime which occurred on 2025-10-31. For more information, see this `blog post `__. *Attention!* *We recommend that all customers regularly monitor the* `Amazon Web Services Security Bulletins website `__ *for any important security bulletins related to aws-cli.* Maintenance and Support for CLI Major Versions ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ The AWS CLI version 1 was ",,2012-12-21T18:16:31.205522Z,http://aws.amazon.com/cli/,,2026-08-03T19:55:01.321499Z,Apache License 2.0,,,,awscli,https://pypi.org/project/awscli/,https://pypi.org/project/awscli/,2494,"[""botocore==1.43.63"", ""docutils<=0.19,>=0.18.1"", ""s3transfer<0.20.0,>=0.19.0"", ""PyYAML<6.1,>=3.10"", ""colorama<0.4.7,>=0.2.5"", ""rsa<4.8,>=3.1.2""]",>=3.10,2026-08-03T21:33:12.391183+00:00,Universal Command Line Environment for AWS.,1.45.63,False,,uDZDdmhjHKiEbaWVL,vTpsYh111cMX7MvdT ,Mike Bayer ,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Database :: Front-Ends""]",5,"Alembic is a database migrations tool written by the author of `SQLAlchemy `_. A migrations tool offers the following functionality: * Can emit ALTER statements to a database in order to change the structure of tables and other constructs * Provides a system whereby ""migration scripts"" may be constructed; each script indicates a particular series of steps that can ""upgrade"" a target database to a new version, and optionally a series of steps that can ""downgrade"" similarly, doing the same steps in reverse. * Allows the scripts to execute in some sequential manner. The goals of Alembic are: * Very open ended and transparent configuration and operation. A new Alembic environment is generated from a set of templates which is selected among a set of options when setup first occurs. The templates then deposit a series of scripts that define fully how database connectivity is established and how migration scripts are invoked; the migration scripts themselves are generated from a template within that series of scripts. The scripts can then be further customized to define exactly how databases will be interacted with and what structure new migration files should take. * Full support for transactional DDL. The default scripts ensure that all migrations occur within a transaction - for those databases which support this (Postgresql, Microsoft SQL Server), migrations can be tested with no need to manually undo changes upon failure. * Minimalist script construction. Basic operations like renaming tables/columns, adding/removing columns, changing column attributes can be performed through one line commands like alter_column(), rename_table(), add_constraint(). There is no need to recreate full SQLAlchemy Table structures for simple operations like these - the functions themselves generate minimalist schema structures behind the scenes to achieve the given DDL sequence. * ""auto generation"" of migrations. W",,2011-11-30T21:11:24.743490Z,,,2026-06-25T15:20:56.673419Z,,MIT,,,alembic,https://pypi.org/project/alembic/,https://pypi.org/project/alembic/,144,"[""SQLAlchemy>=1.4.23"", ""Mako"", ""typing-extensions>=4.12"", ""tomli; python_version < \""3.11\"""", ""tzdata; extra == \""tz\""""]",>=3.10,2026-08-03T21:33:12.438176+00:00,A database migration tool for SQLAlchemy.,1.18.5,False,,uDZDdmhjHKiEbaWVL,vTpsYh111cMX7MvdT ,,"[""Development Status :: 6 - Mature"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: Software Development :: Quality Assurance"", ""Topic :: Software Development :: Testing""]",1,"Astroid ======= .. image:: https://codecov.io/gh/pylint-dev/astroid/branch/main/graph/badge.svg :target: https://codecov.io/gh/pylint-dev/astroid :alt: Coverage badge from codecov .. image:: https://readthedocs.org/projects/astroid/badge/?version=latest :target: http://astroid.readthedocs.io/en/latest/?badge=latest :alt: Documentation Status .. image:: https://img.shields.io/badge/code%20style-black-000000.svg :target: https://github.com/ambv/black .. image:: https://results.pre-commit.ci/badge/github/pylint-dev/astroid/main.svg :target: https://results.pre-commit.ci/latest/github/pylint-dev/astroid/main :alt: pre-commit.ci status .. |tidelift_logo| image:: https://raw.githubusercontent.com/pylint-dev/astroid/main/doc/media/Tidelift_Logos_RGB_Tidelift_Shorthand_On-White.png :width: 200 :alt: Tidelift .. list-table:: :widths: 10 100 * - |tidelift_logo| - Professional support for astroid is available as part of the `Tidelift Subscription`_. Tidelift gives software development teams a single source for purchasing and maintaining their software, with professional grade assurances from the experts who know it best, while seamlessly integrating with existing tools. .. _Tidelift Subscription: https://tidelift.com/subscription/pkg/pypi-astroid?utm_source=pypi-astroid&utm_medium=referral&utm_campaign=readme What's this? ------------ The aim of this module is to provide a common base representation of python source code. It is currently the library powering pylint's capabilities. It provides a compatible representation which comes from the `_ast` module. It rebuilds the tree generated by the builtin _ast module by recursively walking down the AST and building an extended ast. The new node classes have additional methods and attributes for different usages. They include some support for static inference and local name scopes. Furthermore, astroid can also build partial trees by inspecting liv",,2013-07-30T13:44:43.366194Z,,"abstract syntax tree, python, static code analysis",2026-07-27T07:05:33.746592Z,,LGPL-2.1-or-later,,,astroid,https://pypi.org/project/astroid/,https://pypi.org/project/astroid/,189,"[""typing-extensions>=4; python_version < \""3.11\""""]",>=3.10.0,2026-08-03T21:33:12.485734+00:00,An abstract syntax tree for Python with inference support.,4.1.2,False,,uDZDdmhjHKiEbaWVL,vTpsYh111cMX7MvdT ,Alex Grönholm ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9""]",23,".. image:: https://github.com/agronholm/apscheduler/workflows/Python%20codeqa/test/badge.svg?branch=3.x :target: https://github.com/agronholm/apscheduler/actions?query=workflow%3A%22Python+codeqa%2Ftest%22+branch%3A3.x :alt: Build Status .. image:: https://coveralls.io/repos/github/agronholm/apscheduler/badge.svg?branch=3.x :target: https://coveralls.io/github/agronholm/apscheduler?branch=3.x :alt: Code Coverage .. image:: https://readthedocs.org/projects/apscheduler/badge/?version=3.x :target: https://apscheduler.readthedocs.io/en/master/?badge=3.x :alt: Documentation Advanced Python Scheduler (APScheduler) is a Python library that lets you schedule your Python code to be executed later, either just once or periodically. You can add new jobs or remove old ones on the fly as you please. If you store your jobs in a database, they will also survive scheduler restarts and maintain their state. When the scheduler is restarted, it will then run all the jobs it should have run while it was offline [#f1]_. Among other things, APScheduler can be used as a cross-platform, application specific replacement to platform specific schedulers, such as the cron daemon or the Windows task scheduler. Please note, however, that APScheduler is **not** a daemon or service itself, nor does it come with any command line tools. It is primarily meant to be run inside existing applications. That said, APScheduler does provide some building blocks for you to build a scheduler service or to run a dedicated scheduler process. APScheduler has three built-in scheduling systems you can use: * Cron-style scheduling (with optional start/end times) * Interval-based execution (runs jobs on even intervals, with optional start/end times) * One-off delayed execution (runs jobs once, on a set date/time) You can mix and match scheduling systems and the backends where the jobs are stored any way you like. Supported backends for storing jobs include: * Memory * `SQLAlchemy =3.0"", ""backports.zoneinfo; python_version < \""3.9\"""", ""etcd3; extra == \""etcd\"""", ""protobuf<=3.21.0; extra == \""etcd\"""", ""gevent; extra == \""gevent\"""", ""pymongo>=3.0; extra == \""mongodb\"""", ""redis>=3.0; extra == \""redis\"""", ""rethinkdb>=2.4.0; extra == \""rethinkdb\"""", ""sqlalchemy>=1.4; extra == \""sqlalchemy\"""", ""tornado>=4.3; extra == \""tornado\"""", ""twisted; extra == \""twisted\"""", ""kazoo; extra == \""zookeeper\"""", ""APScheduler[etcd,mongodb,redis,rethinkdb,sqlalchemy,tornado,zookeeper]; extra == \""test\"""", ""pytest; extra == \""test\"""", ""pytest-timeout; extra == \""test\"""", ""anyio>=4.5.2; extra == \""test\"""", ""PySide6; platform_python_implementation == \""CPython\"" and extra == \""test\"""", ""gevent; python_version < \""3.14\"" and extra == \""test\"""", ""pytz; extra == \""test\"""", ""twisted; python_version < \""3.14\"" and extra == \""test\"""", ""packaging; extra == \""doc\"""", ""sphinx; extra == \""doc\"""", ""sphinx-rtd-theme>=1.3.0; extra == \""doc\""""]",>=3.8,2026-08-03T21:33:12.531236+00:00,In-process task scheduler with Cron-like capabilities,3.11.3,False,,uDZDdmhjHKiEbaWVL,vTpsYh111cMX7MvdT Apache Author,dev@airflow.incubator.apache.org,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Environment :: Web Environment"", ""Intended Audience :: Developers"", ""Intended Audience :: System Administrators"", ""License :: OSI Approved :: Apache Software License"", ""Programming Language :: Python :: 2.7"", ""Programming Language :: Python :: 3.4"", ""Programming Language :: Python :: 3.5"", ""Topic :: System :: Monitoring""]",0,"# Old Airflow package Please install Airflow using `pip install apache-airflow` instead of `pip install airflow`.",,2018-11-27T10:15:49.706883Z,https://github.com/apache/incubator-airflow,,2018-11-27T10:15:49.706883Z,,,,,airflow,https://pypi.org/project/airflow/,https://pypi.org/project/airflow/,1,[],,2026-08-03T21:33:12.590520+00:00,Placeholder for the old Airflow package,0.6,False,,uDZDdmhjHKiEbaWVL,vTpsYh111cMX7MvdT The Hugging Face team,transformers@huggingface.co,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: Education"", ""Intended Audience :: Science/Research"", ""License :: OSI Approved :: Apache Software License"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Topic :: Scientific/Engineering :: Artificial Intelligence""]",68,"



Run your *raw* PyTorch training script on any kind of device

=1.17"", ""packaging>=20.0"", ""psutil"", ""pyyaml"", ""torch>=2.0.0"", ""huggingface_hub>=0.21.0"", ""safetensors>=0.4.3"", ""ruff==0.13.1; extra == \""quality\"""", ""pytest>=7.2.0; extra == \""test-prod\"""", ""pytest-xdist; extra == \""test-prod\"""", ""pytest-subtests; extra == \""test-prod\"""", ""parameterized; extra == \""test-prod\"""", ""pytest-order; extra == \""test-prod\"""", ""datasets; extra == \""test-dev\"""", ""diffusers; extra == \""test-dev\"""", ""evaluate; extra == \""test-dev\"""", ""torchdata>=0.8.0; extra == \""test-dev\"""", ""torchpippy>=0.2.0; extra == \""test-dev\"""", ""transformers; extra == \""test-dev\"""", ""scipy; extra == \""test-dev\"""", ""scikit-learn; extra == \""test-dev\"""", ""tqdm; extra == \""test-dev\"""", ""bitsandbytes; extra == \""test-dev\"""", ""timm; extra == \""test-dev\"""", ""pytest>=7.2.0; extra == \""testing\"""", ""pytest-xdist; extra == \""testing\"""", ""pytest-subtests; extra == \""testing\"""", ""parameterized; extra == \""testing\"""", ""pytest-order; extra == \""testing\"""", ""datasets; extra == \""testing\"""", ""diffusers; extra == \""testing\"""", ""evaluate; extra == \""testing\"""", ""torchdata>=0.8.0; extra == \""testing\"""", ""torchpippy>=0.2.0; extra == \""testing\"""", ""transformers; extra == \""testing\"""", ""scipy; extra == \""testing\"""", ""scikit-learn; extra == \""testing\"""", ""tqdm; extra == \""testing\"""", ""bitsandbytes; extra == \""testing\"""", ""timm; extra == \""testing\"""", ""deepspeed; extra == \""deepspeed\"""", ""rich; extra == \""rich\"""", ""torchao; extra == \""test-fp8\"""", ""wandb; extra == \""test-trackers\"""", ""tensorboard; extra == \""test-trackers\"""", ""dvclive; extra == \""test-trackers\"""", ""matplotlib; extra == \""test-trackers\"""", ""swanlab[dashboard]; extra == \""test-trackers\"""", ""trackio; extra == \""test-trackers\"""", ""ruff==0.13.1; extra == \""dev\"""", ""pytest>=7.2.0; extra == \""dev\"""", ""pytest-xdist; extra == \""dev\"""", ""pytest-subtests; extra == \""dev\"""", ""parameterized; extra == \""dev\"""", ""pytest-order; extra == \""dev\"""", ""datasets; extra == \""dev\"""", ""diffusers; extra == \""dev\"""", ""evaluate; extra == \""dev\"""", ""torchdata>=0.8.0; extra == \""dev\"""", ""torchpippy>=0.2.0; extra == \""dev\"""", ""transformers; extra == \""dev\"""", ""scipy; extra == \""dev\"""", ""scikit-learn; extra == \""dev\"""", ""tqdm; extra == \""dev\"""", ""bitsandbytes; extra == \""dev\"""", ""timm; extra == \""dev\"""", ""rich; extra == \""dev\"""", ""sagemaker; extra == \""sagemaker\""""]",>=3.10.0,2026-08-03T21:33:12.644452+00:00,Accelerate,1.14.0,False,,uDZDdmhjHKiEbaWVL,vTpsYh111cMX7MvdT ,Hynek Schlawack ,"[""Development Status :: 5 - Production/Stable"", ""Operating System :: MacOS :: MacOS X"", ""Operating System :: Microsoft :: Windows"", ""Operating System :: POSIX"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Security :: Cryptography"", ""Typing :: Typed""]",1,"# *argon2-cffi*: Argon2 for Python [Argon2](https://github.com/p-h-c/phc-winner-argon2) won the [Password Hashing Competition](https://www.password-hashing.net/) and *argon2-cffi* is the simplest way to use it in Python: ```pycon >>> from argon2 import PasswordHasher >>> ph = PasswordHasher() >>> hash = ph.hash(""correct horse battery staple"") >>> hash # doctest: +SKIP '$argon2id$v=19$m=65536,t=3,p=4$MIIRqgvgQbgj220jfp0MPA$YfwJSVjtjSU0zzV/P3S9nnQ/USre2wvJMjfCIjrTQbg' >>> ph.verify(hash, ""correct horse battery staple"") True >>> ph.check_needs_rehash(hash) False >>> ph.verify(hash, ""Tr0ub4dor&3"") Traceback (most recent call last): ... argon2.exceptions.VerifyMismatchError: The password does not match the supplied hash ``` ## Project Links - [**PyPI**](https://pypi.org/project/argon2-cffi/) - [**GitHub**](https://github.com/hynek/argon2-cffi) - [**Documentation**](https://argon2-cffi.readthedocs.io/) - [**Changelog**](https://github.com/hynek/argon2-cffi/blob/main/CHANGELOG.md) - [**Funding**](https://hynek.me/say-thanks/) - The low-level Argon2 CFFI bindings are maintained in the separate [*argon2-cffi-bindings*](https://github.com/hynek/argon2-cffi-bindings) project. ## Release Information ### Added - Official support for Python 3.13 and 3.14. No code changes were necessary. ### Removed - Python 3.7 is not supported anymore. [#186](https://github.com/hynek/argon2-cffi/pull/186) ### Changed - `argon2.PasswordHasher.check_needs_rehash()` now also accepts bytes like the rest of the API. [#174](https://github.com/hynek/argon2-cffi/pull/174) - Improved parameter compatibility handling for Pyodide / WebAssembly environments. [#190](https://github.com/hynek/argon2-cffi/pull/190) --- [Full Changelog →](https://github.com/hynek/argon2-cffi/blob/main/CHANGELOG.md) ## Credits *argon2-cffi* is maintained by [Hynek Schlawack](https://hynek.me/). The development is kindly supported by my employer [Variomedia AG](https://www.vario",,2015-12-10T12:49:32.978042Z,,"hash, hashing, password, security",2025-06-03T06:55:32.073787Z,,MIT,,,argon2-cffi,https://pypi.org/project/argon2-cffi/,https://pypi.org/project/argon2-cffi/,18,"[""argon2-cffi-bindings""]",>=3.8,2026-08-03T21:33:12.688914+00:00,Argon2 for Python,25.1.0,False,,uDZDdmhjHKiEbaWVL,vTpsYh111cMX7MvdT Amazon Web Services,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Natural Language :: English"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Free Threading :: 2 - Beta""]",4,"=============================== Boto3 - The AWS SDK for Python =============================== |Version| |Python| |License| Boto3 is the Amazon Web Services (AWS) Software Development Kit (SDK) for Python, which allows Python developers to write software that makes use of services like Amazon S3 and Amazon EC2. You can find the latest, most up to date, documentation at our `doc site`_, including a list of services that are supported. Boto3 is maintained and published by `Amazon Web Services`_. Boto (pronounced boh-toh) was named after the fresh water dolphin native to the Amazon river. The name was chosen by the author of the original Boto library, Mitch Garnaat, as a reference to the company. Notices ------- On 2026-04-29, support for Python 3.9 ended for Boto3. This follows the Python Software Foundation `end of support `__ for the runtime which occurred on 2025-10-31. For more information on deprecations, see this `blog post `__. .. _boto: https://docs.pythonboto.org/ .. _`doc site`: https://docs.aws.amazon.com/boto3/latest/ .. _`Amazon Web Services`: https://aws.amazon.com/what-is-aws/ .. |Python| image:: https://img.shields.io/pypi/pyversions/boto3.svg?style=flat :target: https://pypi.python.org/pypi/boto3/ :alt: Python Versions .. |Version| image:: https://img.shields.io/pypi/v/boto3.svg?style=flat :target: https://pypi.python.org/pypi/boto3/ :alt: Package Version .. |License| image:: https://img.shields.io/pypi/l/boto3.svg?style=flat :target: https://github.com/boto/boto3/blob/develop/LICENSE :alt: License Getting Started --------------- Assuming that you have a supported version of Python installed, you can first set up your environment with: .. code-block:: sh $ python -m venv .venv ... $ . .venv/bin/activate Then, you can install boto3 from PyPI with: .. code-block:: sh ",,2014-11-11T20:30:40.057636Z,https://github.com/boto/boto3,,2026-08-03T19:55:05.178547Z,Apache-2.0,,,,boto3,https://pypi.org/project/boto3/,https://pypi.org/project/boto3/,2087,"[""botocore<1.44.0,>=1.43.63"", ""jmespath<2.0.0,>=0.7.1"", ""s3transfer<0.20.0,>=0.19.0"", ""botocore[crt]<2.0a0,>=1.21.0; extra == \""crt\""""]",>=3.10,2026-08-03T21:33:15.252242+00:00,The AWS SDK for Python,1.43.63,False,,4i9SawulR8oHO1OOi,yCImSXPeldWzKoZEK Amazon Web Services,,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""Intended Audience :: System Administrators"", ""Natural Language :: English"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Free Threading :: 2 - Beta""]",4,"botocore ======== |Version| |Python| |License| A low-level interface to a growing number of Amazon Web Services. The botocore package is the foundation for the `AWS CLI `__ as well as `boto3 `__. Botocore is maintained and published by `Amazon Web Services`_. Notices ------- On 2026-04-29, support for Python 3.9 ended for Botocore. This follows the Python Software Foundation `end of support `__ for the runtime which occurred on 2025-10-31. For more information, see this `blog post `__. .. _`Amazon Web Services`: https://aws.amazon.com/what-is-aws/ .. |Python| image:: https://img.shields.io/pypi/pyversions/botocore.svg?style=flat :target: https://pypi.python.org/pypi/botocore/ :alt: Python Versions .. |Version| image:: http://img.shields.io/pypi/v/botocore.svg?style=flat :target: https://pypi.python.org/pypi/botocore/ :alt: Package Version .. |License| image:: http://img.shields.io/pypi/l/botocore.svg?style=flat :target: https://github.com/boto/botocore/blob/develop/LICENSE.txt :alt: License Getting Started --------------- Assuming that you have Python and ``virtualenv`` installed, set up your environment and install the required dependencies like this or you can install the library using ``pip``: .. code-block:: sh $ git clone https://github.com/boto/botocore.git $ cd botocore $ python -m venv .venv ... $ source .venv/bin/activate $ python -m pip install -r requirements.txt $ python -m pip install -e . .. code-block:: sh $ pip install botocore Using Botocore ~~~~~~~~~~~~~~ After installing botocore Next, set up credentials (in e.g. ``~/.aws/credentials``): .. code-block:: ini [default] aws_access_key_id = YOUR_KEY aws_secret_access_key = YOUR_SECRET Then, set up a default region (in e.",,2012-12-21T18:16:05.356034Z,https://github.com/boto/botocore,,2026-08-03T19:54:55.233426Z,Apache-2.0,,,,botocore,https://pypi.org/project/botocore/,https://pypi.org/project/botocore/,2485,"[""jmespath<2.0.0,>=0.7.1"", ""python-dateutil<3.0.0,>=2.1"", ""urllib3!=2.2.0,<3,>=1.25.4"", ""awscrt==0.36.0; extra == \""crt\""""]",>=3.10,2026-08-03T21:33:15.352259+00:00,"Low-level, data-driven core of boto 3.",1.43.63,False,,4i9SawulR8oHO1OOi,yCImSXPeldWzKoZEK ,Leonard Richardson ,"[""Development Status :: 5 - Production/Stable"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: Text Processing :: Markup :: HTML"", ""Topic :: Text Processing :: Markup :: SGML"", ""Topic :: Text Processing :: Markup :: XML""]",7,"Beautiful Soup is a library that makes it easy to scrape information from web pages. It sits atop an HTML or XML parser, providing Pythonic idioms for iterating, searching, and modifying the parse tree. # Quick start ``` >>> from bs4 import BeautifulSoup >>> soup = BeautifulSoup(""

SomebadHTML"") >>> print(soup.prettify())

Some bad HTML

>>> soup.find(string=""bad"") 'bad' >>> soup.i HTML # >>> soup = BeautifulSoup(""SomebadXML"", ""xml"") # >>> print(soup.prettify()) Some bad XML ``` To go beyond the basics, [comprehensive documentation is available](https://www.crummy.com/software/BeautifulSoup/bs4/doc/). # Links * [Homepage](https://www.crummy.com/software/BeautifulSoup/bs4/) * [Documentation](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) * [Discussion group](https://groups.google.com/group/beautifulsoup/) * [Development](https://code.launchpad.net/beautifulsoup/) * [Bug tracker](https://bugs.launchpad.net/beautifulsoup/) * [Complete changelog](https://git.launchpad.net/beautifulsoup/tree/CHANGELOG) # Note on Python 2 sunsetting Beautiful Soup's support for Python 2 was discontinued on December 31, 2020: one year after the sunset date for Python 2 itself. From this point onward, new Beautiful Soup development will exclusively target Python 3. The final release of Beautiful Soup 4 to support Python 2 was 4.9.3. # Supporting the project If you use Beautiful Soup as part of your professional work, please consider a [Tidelift subscription](https://tidelift.com/subscription/pkg/pypi-beautifulsoup4?utm_source=pypi-beautifulsoup4&utm_medium=referral&utm_campaign=readme). This will support many of the free software projects your organization depends on, not just Beautiful Soup. If you use Beautiful Soup for personal projects, the best way to say thank you i",,2013-10-02T12:43:44.049307Z,,"HTML, XML, parse, soup",2026-06-07T16:44:21.566528Z,MIT License,,,,beautifulsoup4,https://pypi.org/project/beautifulsoup4/,https://pypi.org/project/beautifulsoup4/,54,"[""soupsieve>=1.6.1"", ""typing-extensions>=4.0.0"", ""cchardet; extra == \""cchardet\"""", ""chardet; extra == \""chardet\"""", ""charset-normalizer; extra == \""charset-normalizer\"""", ""html5lib; extra == \""html5lib\"""", ""lxml; extra == \""lxml\""""]",>=3.7.0,2026-08-03T21:33:15.399925+00:00,Screen-scraping library,4.15.0,False,,4i9SawulR8oHO1OOi,yCImSXPeldWzKoZEK ,Łukasz Langa ,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.15"", ""Topic :: Software Development :: Libraries :: Python Modules"", ""Topic :: Software Development :: Quality Assurance""]",14,"[![Black Logo](https://raw.githubusercontent.com/psf/black/main/docs/_static/logo2-readme.png)](https://black.readthedocs.io/en/stable/)

The Uncompromising Code Formatter

 > “Any color you like.” _Black_ is the uncompromising Python code formatter. By using it, you agree to cede control over minutiae of hand-formatting. In return, _Black_ gives you speed, determinism, and freedom from `pycodestyle` nagging about formatting. You will save time and mental energy for more important matters. Blackened code looks the same regardless of the project you're reading. Formatting becomes transparent after a while and you can focus on the content instead. _Black_ makes",,2018-03-14T21:30:34.781336Z,,"automation, autopep8, formatter, gofmt, pyfmt, rustfmt, yapf",2026-05-18T17:05:45.521116Z,,MIT,,,black,https://pypi.org/project/black/,https://pypi.org/project/black/,73,"[""click>=8.0.0"", ""mypy-extensions>=0.4.3"", ""packaging>=22.0"", ""pathspec>=1.0.0"", ""platformdirs>=2"", ""pytokens~=0.4.0"", ""tomli>=1.1.0; python_version < \""3.11\"""", ""typing-extensions>=4.0.1; python_version < \""3.11\"""", ""colorama>=0.4.3; extra == \""colorama\"""", ""aiohttp>=3.10; extra == \""d\"""", ""ipython>=7.8.0; extra == \""jupyter\"""", ""tokenize-rt>=3.2.0; extra == \""jupyter\"""", ""uvloop>=0.15.2; sys_platform != \""win32\"" and extra == \""uvloop\"""", ""winloop>=0.5.0; sys_platform == \""win32\"" and extra == \""uvloop\""""]",>=3.10,2026-08-03T21:33:15.575916+00:00,The uncompromising code formatter.,26.5.1,False,,4i9SawulR8oHO1OOi,yCImSXPeldWzKoZEK PyCQA,code-quality@python.org,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Intended Audience :: Information Technology"", ""Intended Audience :: System Administrators"", ""Operating System :: MacOS :: MacOS X"", ""Operating System :: POSIX :: Linux"", ""Programming Language :: Python"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Topic :: Security""]",17,".. image:: https://raw.githubusercontent.com/pycqa/bandit/main/logo/logotype-sm.png :alt: Bandit ====== .. image:: https://github.com/PyCQA/bandit/actions/workflows/pythonpackage.yml/badge.svg?branch=main :target: https://github.com/PyCQA/bandit/actions?query=workflow%3A%22Build+and+Test+Bandit%22+branch%3Amain :alt: Build Status .. image:: https://readthedocs.org/projects/bandit/badge/?version=latest :target: https://readthedocs.org/projects/bandit/ :alt: Docs Status .. image:: https://img.shields.io/pypi/v/bandit.svg :target: https://pypi.org/project/bandit/ :alt: Latest Version .. image:: https://img.shields.io/pypi/pyversions/bandit.svg :target: https://pypi.org/project/bandit/ :alt: Python Versions .. image:: https://img.shields.io/pypi/format/bandit.svg :target: https://pypi.org/project/bandit/ :alt: Format .. image:: https://img.shields.io/badge/license-Apache%202-blue.svg :target: https://github.com/PyCQA/bandit/blob/main/LICENSE :alt: License .. image:: https://img.shields.io/discord/825463413634891776.svg :target: https://discord.gg/qYxpadCgkx :alt: Discord A security linter from PyCQA * Free software: Apache license * Documentation: https://bandit.readthedocs.io/en/latest/ * Source: https://github.com/PyCQA/bandit * Bugs: https://github.com/PyCQA/bandit/issues * Contributing: https://github.com/PyCQA/bandit/blob/main/CONTRIBUTING.md Overview -------- Bandit is a tool designed to find common security issues in Python code. To do this Bandit processes each file, builds an AST from it, and runs appropriate plugins against the AST nodes. Once Bandit has finished scanning all the files it generates a report. Bandit was originally developed within the OpenStack Security Project and later rehomed to PyCQA. .. image:: https://raw.githubusercontent.com/pycqa/bandit/main/bandit-terminal.png :alt: Bandit Example Screen Shot Show Your Style --------------- .. image:: https://img.shields.i",,2015-03-23T21:00:16.822089Z,https://bandit.readthedocs.io/,,2026-02-25T06:44:15.503849Z,Apache-2.0,,,,bandit,https://pypi.org/project/bandit/,https://pypi.org/project/bandit/,50,"[""PyYAML>=5.3.1"", ""stevedore>=1.20.0"", ""rich"", ""colorama>=0.3.9; platform_system == \""Windows\"""", ""PyYAML; extra == \""yaml\"""", ""tomli>=1.1.0; python_version < \""3.11\"" and extra == \""toml\"""", ""GitPython>=3.1.30; extra == \""baseline\"""", ""sarif-om>=1.0.4; extra == \""sarif\"""", ""jschema-to-python>=1.2.3; extra == \""sarif\"""", ""coverage>=4.5.4; extra == \""test\"""", ""fixtures>=3.0.0; extra == \""test\"""", ""flake8>=4.0.0; extra == \""test\"""", ""stestr>=2.5.0; extra == \""test\"""", ""testscenarios>=0.5.0; extra == \""test\"""", ""testtools>=2.3.0; extra == \""test\"""", ""beautifulsoup4>=4.8.0; extra == \""test\"""", ""pylint==1.9.4; extra == \""test\""""]",>=3.10,2026-08-03T21:33:15.603914+00:00,Security oriented static analyser for python code.,1.9.4,False,,4i9SawulR8oHO1OOi,yCImSXPeldWzKoZEK ,The Python Cryptographic Authority developers ,"[""Development Status :: 5 - Production/Stable"", ""License :: OSI Approved :: Apache Software License"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Free Threading :: 3 - Stable"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy""]",2,"bcrypt ====== .. image:: https://img.shields.io/pypi/v/bcrypt.svg :target: https://pypi.org/project/bcrypt/ :alt: Latest Version .. image:: https://github.com/pyca/bcrypt/workflows/CI/badge.svg?branch=main :target: https://github.com/pyca/bcrypt/actions?query=workflow%3ACI+branch%3Amain Acceptable password hashing for your software and your servers (but you should really use argon2id or scrypt) Installation ============ To install bcrypt, simply: .. code:: console $ pip install bcrypt Note that bcrypt should build very easily on Linux provided you have a C compiler and a Rust compiler (the minimum supported Rust version is 1.56.0). For Debian and Ubuntu, the following command will ensure that the required dependencies are installed: .. code:: console $ sudo apt-get install build-essential cargo For Fedora and RHEL-derivatives, the following command will ensure that the required dependencies are installed: .. code:: console $ sudo yum install gcc cargo For Alpine, the following command will ensure that the required dependencies are installed: .. code:: console $ apk add --update musl-dev gcc cargo Alternatives ============ While bcrypt remains an acceptable choice for password storage, depending on your specific use case you may also want to consider using scrypt (either via `standard library`_ or `cryptography`_) or argon2id via `argon2_cffi`_. Changelog ========= 5.0.0 ----- * Bumped MSRV to 1.74. * Added support for Python 3.14 and free-threaded Python 3.14. * Added support for Windows on ARM. * Passing ``hashpw`` a password longer than 72 bytes now raises a ``ValueError``. Previously the password was silently truncated, following the behavior of the original OpenBSD ``bcrypt`` implementation. 4.3.0 ----- * Dropped support for Python 3.7. * We now support free-threaded Python 3.13. * We now support PyPy 3.11. * We now publish wheels for free-threaded Python 3.13, for PyPy 3.11 on ``manylinux``, and for AR",,2013-05-11T04:58:38.754367Z,,,2025-09-25T19:50:47.829243Z,Apache-2.0,,,,bcrypt,https://pypi.org/project/bcrypt/,https://pypi.org/project/bcrypt/,28,"[""pytest!=3.3.0,>=3.2.1; extra == \""tests\"""", ""mypy; extra == \""typecheck\""""]",>=3.8,2026-08-03T21:33:15.642022+00:00,Modern password hashing for your software and your servers,5.0.0,False,,4i9SawulR8oHO1OOi,yCImSXPeldWzKoZEK Marcel Hellkamp,marc@gsites.de,"[""Development Status :: 4 - Beta"", ""Intended Audience :: Developers"", ""License :: OSI Approved :: MIT License"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 2.7"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Topic :: Internet :: WWW/HTTP :: Dynamic Content :: CGI Tools/Libraries"", ""Topic :: Internet :: WWW/HTTP :: HTTP Servers"", ""Topic :: Internet :: WWW/HTTP :: WSGI"", ""Topic :: Internet :: WWW/HTTP :: WSGI :: Application"", ""Topic :: Internet :: WWW/HTTP :: WSGI :: Middleware"", ""Topic :: Internet :: WWW/HTTP :: WSGI :: Server"", ""Topic :: Software Development :: Libraries :: Application Frameworks""]",0,,,2009-07-07T02:55:02.936693Z,http://bottlepy.org/,,2025-06-15T10:08:59.439923Z,MIT,,,,bottle,https://pypi.org/project/bottle/,https://pypi.org/project/bottle/,85,[],,2026-08-03T21:33:15.687005+00:00,Fast and simple WSGI-framework for small web-applications.,0.13.4,False,,4i9SawulR8oHO1OOi,yCImSXPeldWzKoZEK "Benno Rice, Richard Jones",Jens Engel ,"[""Development Status :: 5 - Production/Stable"", ""Environment :: Console"", ""Intended Audience :: Developers"", ""Operating System :: OS Independent"", ""Programming Language :: Python :: 2"", ""Programming Language :: Python :: 2.7"", ""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.5"", ""Programming Language :: Python :: 3.6"", ""Programming Language :: Python :: 3.7"", ""Programming Language :: Python :: 3.8"", ""Programming Language :: Python :: 3.9"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: Jython"", ""Programming Language :: Python :: Implementation :: PyPy"", ""Topic :: Software Development :: Testing""]",59,"====== behave ====== .. |badge.latest_version| image:: https://img.shields.io/pypi/v/behave.svg :target: https://pypi.python.org/pypi/behave :alt: Latest Version .. |badge.license| image:: https://img.shields.io/pypi/l/behave.svg :target: https://pypi.python.org/pypi/behave/ :alt: License .. |badge.CI_status| image:: https://github.com/behave/behave/actions/workflows/test.yml/badge.svg :target: https://github.com/behave/behave/actions/workflows/test.yml :alt: CI Build Status .. |badge.docs_status| image:: https://readthedocs.org/projects/behave/badge/?version=latest :target: https://behave.readthedocs.io/en/latest/?badge=latest :alt: Documentation Status .. |badge.discussions| image:: https://img.shields.io/badge/chat-github_discussions-darkgreen :target: https://github.com/behave/behave/discussions :alt: Discussions at https://github.com/behave/behave/discussions .. |badge.gitter| image:: https://badges.gitter.im/join_chat.svg :target: https://app.gitter.im/#/room/#behave_behave:gitter.im :alt: Chat at https://gitter.im/behave/behave .. |badge.gurubase| image:: https://img.shields.io/badge/Gurubase-Ask%20behave%20Guru-006BFF :target: https://gurubase.io/g/behave :alt: Ask behave Guru at https://gurubase.io/g/behave .. |logo| image:: https://raw.github.com/behave/behave/master/docs/_static/behave_logo1.png |badge.latest_version| |badge.license| |badge.CI_status| |badge.docs_status| |badge.discussions| |badge.gitter| |badge.gurubase| behave is behavior-driven development, Python style. |logo| Behavior-driven development (or BDD) is an agile software development technique that encourages collaboration between developers, QA and non-technical or business participants in a software project. *behave* uses tests written in a natural language style, backed up by Python code. First, `install *behave*.`_ Now make a directory called ""features/"". In that directory create a file called ""example.feature"" containi",,2011-12-05T10:28:41.365876Z,,"BDD, behavior-driven-development, bdd-framework, behave, gherkin, cucumber-like",2025-09-04T12:12:02.531532Z,,BSD-2-Clause,"Jens Engel, Peter Bittner","Jens Engel , Peter Bittner ",behave,https://pypi.org/project/behave/,https://pypi.org/project/behave/,15,"[""cucumber-tag-expressions>=4.1.0"", ""cucumber-expressions>=17.1.0; python_version >= \""3.8\"""", ""enum34; python_version < \""3.4\"""", ""parse>=1.18.0"", ""parse-type>=0.6.0"", ""six>=1.15.0"", ""contextlib2; python_version < \""3.5\"""", ""pathlib; python_version < \""3.4\"""", ""pathlib2>=2.3.6; python_version < \""3.6\"""", ""scandir>=1.10.0; python_version < \""3.5\"""", ""traceback2; python_version < \""3.0\"""", ""win_unicode_console; python_version <= \""3.9\"""", ""colorama>=0.3.7"", ""tomli>=1.1.0; python_version >= \""3.0\"" and python_version < \""3.11\"""", ""toml>=0.10.2; python_version < \""3.0\"""", ""build>=0.5.1; extra == \""develop\"""", ""twine>=1.13.0; extra == \""develop\"""", ""coverage>=5.0; extra == \""develop\"""", ""pytest<5.0,>=4.2; python_version < \""3.0\"" and extra == \""develop\"""", ""pytest>=5.0; python_version >= \""3.0\"" and extra == \""develop\"""", ""pytest-html<2.0,>=1.19.0; python_version < \""3.0\"" and extra == \""develop\"""", ""pytest-html>=2.0; python_version >= \""3.0\"" and extra == \""develop\"""", ""mock<4.0; python_version < \""3.6\"" and extra == \""develop\"""", ""mock>=4.0; python_version >= \""3.6\"" and extra == \""develop\"""", ""PyHamcrest>=2.0.2; python_version >= \""3.0\"" and extra == \""develop\"""", ""PyHamcrest<2.0; python_version < \""3.0\"" and extra == \""develop\"""", ""pytest-cov; extra == \""develop\"""", ""tox<4.0,>=3.28.0; extra == \""develop\"""", ""virtualenv>=20.26.6; python_version >= \""3.7\"" and extra == \""develop\"""", ""virtualenv<20.22.0; python_version < \""3.7\"" and extra == \""develop\"""", ""invoke<2.0,>=1.7.0; python_version < \""3.6\"" and extra == \""develop\"""", ""invoke>=1.7.0; python_version >= \""3.6\"" and extra == \""develop\"""", ""path>=13.1.0; python_version >= \""3.5\"" and extra == \""develop\"""", ""path.py>=11.5.0; python_version < \""3.5\"" and extra == \""develop\"""", ""pycmd; extra == \""develop\"""", ""modernize>=0.5; extra == \""develop\"""", ""pylint; extra == \""develop\"""", ""ruff; python_version >= \""3.7\"" and extra == \""develop\"""", ""sphinx>=7.4.0; python_version >= \""3.7\"" and extra == \""docs\"""", ""sphinx<4.4,>=1.6; python_version < \""3.7\"" and extra == \""docs\"""", ""furo>=2024.04.27; python_version >= \""3.8\"" and extra == \""docs\"""", ""sphinxcontrib-applehelp>=1.0.8; python_version >= \""3.7\"" and extra == \""docs\"""", ""sphinxcontrib-htmlhelp>=2.0.5; python_version >= \""3.7\"" and extra == \""docs\"""", ""sphinx-copybutton>=0.5.2; python_version >= \""3.7\"" and extra == \""docs\"""", ""behave-html-formatter>=0.9.10; python_version >= \""3.6\"" and extra == \""formatters\"""", ""behave-html-pretty-formatter>=1.9.1; python_version >= \""3.6\"" and extra == \""formatters\"""", ""pytest<5.0; python_version < \""3.0\"" and extra == \""testing\"""", ""pytest>=5.0; python_version >= \""3.0\"" and extra == \""testing\"""", ""pytest-html<2.0,>=1.19.0; python_version < \""3.0\"" and extra == \""testing\"""", ""pytest-html>=2.0; python_version >= \""3.0\"" and extra == \""testing\"""", ""mock<4.0; python_version < \""3.6\"" and extra == \""testing\"""", ""mock>=4.0; python_version >= \""3.6\"" and extra == \""testing\"""", ""PyHamcrest>=2.0.2; python_version >= \""3.0\"" and extra == \""testing\"""", ""PyHamcrest<2.0; python_version < \""3.0\"" and extra == \""testing\"""", ""assertpy>=1.1; extra == \""testing\"""", ""chardet; extra == \""testing\"""", ""path>=13.1.0; python_version >= \""3.5\"" and extra == \""testing\"""", ""path.py<13.0,>=11.5.0; python_version < \""3.5\"" and extra == \""testing\"""", ""freezegun>=1.5.1; python_version > \""3.7\"" and extra == \""testing\""""]","!=3.0.*,!=3.1.*,!=3.2.*,>=2.7",2026-08-03T21:33:15.716779+00:00,"behave is behaviour-driven development, Python style",1.3.3,False,,4i9SawulR8oHO1OOi,yCImSXPeldWzKoZEK ,"Filipe Laíns , Bernát Gábor , layday , Henry Schreiner ","[""Programming Language :: Python :: 3"", ""Programming Language :: Python :: 3 :: Only"", ""Programming Language :: Python :: 3.10"", ""Programming Language :: Python :: 3.11"", ""Programming Language :: Python :: 3.12"", ""Programming Language :: Python :: 3.13"", ""Programming Language :: Python :: 3.14"", ""Programming Language :: Python :: Implementation :: CPython"", ""Programming Language :: Python :: Implementation :: PyPy""]",9,"# build [![pre-commit.ci status](https://results.pre-commit.ci/badge/github/pypa/build/main.svg)](https://results.pre-commit.ci/latest/github/pypa/build/main) [![CI test](https://github.com/pypa/build/actions/workflows/test.yml/badge.svg)](https://github.com/pypa/build/actions/workflows/test.yml) [![codecov](https://codecov.io/gh/pypa/build/branch/main/graph/badge.svg)](https://codecov.io/gh/pypa/build) [![Documentation Status](https://readthedocs.org/projects/pypa-build/badge/?version=latest)](https://build.pypa.io/en/latest/?badge=latest) [![PyPI version](https://badge.fury.io/py/build.svg)](https://pypi.org/project/build/) [![Discord](https://img.shields.io/discord/803025117553754132?label=Discord%20chat%20%23build)](https://discord.gg/pypa) A simple, correct Python build frontend. See the [documentation](https://build.pypa.io) for more information. ### Installation `build` can be installed via `pip` or an equivalent via: ```console $ pip install build ``` ### Usage ```console $ python -m build ``` This will build the package in an isolated environment, generating a source-distribution and wheel in the directory `dist/`. See the [documentation](https://build.pypa.io) for full information. Build is also available via the command line as `pyproject-build` once installed. ### Common arguments - `--sdist` (`-s`): Produce just an SDist - `--wheel` (`-w`): Produce just a wheel - `--metadata`: Produce just the metadata as JSON. Cannot be used with `--sdist`/`--wheel`. - `-C