Home

Awesome

<!-- markdownlint-disable --> <h1 align="center"> Best-of Python <br> </h1> <p align="center"> <strong>🏆&nbsp; A ranked list of awesome Python open-source libraries & tools. Updated weekly.</strong> </p> <p align="center"> <a href="https://best-of.org" title="Best-of Badge"><img src="http://bit.ly/3o3EHNN"></a> <a href="#Contents" title="Project Count"><img src="https://img.shields.io/badge/projects-390-blue.svg?color=5ac4bf"></a> <a href="#Contribution" title="Contributions are welcome"><img src="https://img.shields.io/badge/contributions-welcome-green.svg"></a> <a href="https://github.com/ml-tooling/best-of-python/releases" title="Best-of Updates"><img src="https://img.shields.io/github/release-date/ml-tooling/best-of-python?color=green&label=updated"></a> <a href="https://mltooling.substack.com/subscribe" title="Subscribe to newsletter"><img src="http://bit.ly/2Md9rxM"></a> <a href="https://twitter.com/mltooling" title="Follow on Twitter"><img src="https://img.shields.io/twitter/follow/mltooling.svg?style=social&label=Follow"></a> </p>

This curated list contains 390 awesome open-source projects with a total of 1.8M stars grouped into 28 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

<p align="center"> 🧙‍♂️&nbsp; Discover other <a href="https://best-of.org">best-of lists</a> or create <a href="https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md">your own</a>.<br> 📫&nbsp; Subscribe to our <a href="https://mltooling.substack.com/subscribe">newsletter</a> for updates and trending projects. </p>

Contents

Explanation

<br>

Data Serialization

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

<details><summary><b><a href="https://github.com/protocolbuffers/protobuf">protobuf</a></b> (🥇52 · ⭐ 64K · 📉) - Protocol Buffers - Googles data interchange format. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/google/flatbuffers">flatbuffers</a></b> (🥇43 · ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/marshmallow-code/marshmallow">marshmallow</a></b> (🥈40 · ⭐ 6.9K) - A lightweight library for converting complex objects to and from.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/ijl/orjson">orjson</a></b> (🥈38 · ⭐ 5.7K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/uqfoundation/dill">dill</a></b> (🥈37 · ⭐ 2.2K) - serialize all of Python. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/jsonpickle/jsonpickle">jsonpickle</a></b> (🥈36 · ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/msgpack/msgpack-python">msgpack</a></b> (🥈35 · ⭐ 1.9K) - MessagePack serializer implementation for Python msgpack.org[Python]. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/ultrajson/ultrajson">ultrajson</a></b> (🥉34 · ⭐ 4.3K) - Ultra fast JSON decoder and encoder written in C with Python bindings. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/simplejson/simplejson">simplejson</a></b> (🥉34 · ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/cloudpipe/cloudpickle">cloudpickle</a></b> (🥉32 · ⭐ 1.6K) - Extended pickling support for Python objects. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/python-rapidjson/python-rapidjson">python-rapidjson</a></b> (🥉29 · ⭐ 490) - Python wrapper around rapidjson. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/explosion/srsly">srsly</a></b> (🥉28 · ⭐ 420) - Modern high-performance serialization utilities for Python (JSON,.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/TkTech/pysimdjson">pysimdjson</a></b> (🥉26 · ⭐ 630) - Python bindings for the simdjson project. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/telegraphic/hickle">hickle</a></b> (🥉26 · ⭐ 480) - a HDF5-based python pickle replacement. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/samuelcolvin/rtoml">rtoml</a></b> (🥉22 · ⭐ 300) - A fast TOML library for python implemented in rust. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary>Show 1 hidden projects...</summary> </details> <br>

Data Containers & Dataframes

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

General-purpose data containers as well as utilities & extensions for pandas.

<details><summary><b><a href="https://github.com/pandas-dev/pandas">pandas</a></b> (🥇54 · ⭐ 42K) - Flexible and powerful data analysis / manipulation library for.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code> <code><img src="https://git.io/JLy1S" style="display:inline;" width="13" height="13"></code></summary> </details> <details><summary><b><a href="https://github.com/pola-rs/polars">polars</a></b> (🥇44 · ⭐ 27K · 📈) - Dataframes powered by a multithreaded, vectorized query engine, written.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/h5py/h5py">h5py</a></b> (🥈41 · ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/pydata/xarray">xarray</a></b> (🥈40 · ⭐ 3.4K) - N-D labeled arrays and datasets in Python. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/modin-project/modin">Modin</a></b> (🥈37 · ⭐ 9.5K) - Modin: Scale your Pandas workflows by changing a single line of.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1S" style="display:inline;" width="13" height="13"></code></summary> </details> <details><summary><b><a href="https://github.com/pydata/numexpr">numexpr</a></b> (🥈37 · ⭐ 2.2K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/zarr-developers/zarr-python">zarr</a></b> (🥈36 · ⭐ 1.4K) - An implementation of chunked, compressed, N-dimensional arrays for Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/PyTables/PyTables">PyTables</a></b> (🥈34 · ⭐ 1.3K) - A Python package to manage extremely large amounts of data. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/unionai-oss/pandera">pandera</a></b> (🥈33 · ⭐ 3.1K) - A light-weight, flexible, and expressive statistical data testing.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code><img src="https://git.io/JLy1S" style="display:inline;" width="13" height="13"></code></summary> </details> <details><summary><b><a href="https://github.com/pydata/bottleneck">Bottleneck</a></b> (🥈33 · ⭐ 1K) - Fast NumPy array functions written in C. <code><a href="http://bit.ly/3rqEWVr">BSD-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/msiemens/tinydb">TinyDB</a></b> (🥈32 · ⭐ 6.6K · 💤) - TinyDB is a lightweight document oriented database optimized for your.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/docarray/docarray">docarray</a></b> (🥈32 · ⭐ 2.8K) - Represent, send, store and search multimodal data. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/databricks/koalas">Koalas</a></b> (🥉31 · ⭐ 3.3K · 💤) - Koalas: pandas API on Apache Spark. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code>spark</code> <code><img src="https://git.io/JLy1S" style="display:inline;" width="13" height="13"></code></summary> </details> <details><summary><b><a href="https://github.com/ekzhu/datasketch">datasketch</a></b> (🥉31 · ⭐ 2.4K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/vaexio/vaex">Vaex</a></b> (🥉30 · ⭐ 8.2K · 💤) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/h2oai/datatable">datatable</a></b> (🥉28 · ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. <code><a href="http://bit.ly/3postzC">MPL-2.0</a></code></summary> </details> <details><summary><b><a href="https://github.com/nalepae/pandarallel">Pandaral·lel</a></b> (🥉27 · ⭐ 3.6K) - A simple and efficient tool to parallelize Pandas.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code> <code><img src="https://git.io/JLy1S" style="display:inline;" width="13" height="13"></code> <code>jupyter</code></summary> </details> <details><summary><b><a href="https://github.com/static-frame/static-frame">StaticFrame</a></b> (🥉27 · ⭐ 410) - Immutable and statically-typeable DataFrames with runtime type and.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/jmcarpenter2/swifter">swifter</a></b> (🥉26 · ⭐ 2.5K) - A package which efficiently applies any function to a pandas.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code><img src="https://git.io/JLy1S" style="display:inline;" width="13" height="13"></code></summary> </details> <details><summary><b><a href="https://github.com/polyaxon/traceml">Pandas Summary</a></b> (🥉24 · ⭐ 490) - Engine for ML/Data tracking, visualization,.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1S" style="display:inline;" width="13" height="13"></code></summary> </details> <details><summary>Show 10 hidden projects...</summary> </details> <br>

Data Structures

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

<details><summary><b><a href="https://github.com/tobgu/pyrsistent">pyrsistent</a></b> (🥇35 · ⭐ 2K · 💤) - Persistent/Immutable/Functional data structures for Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/grantjenks/python-sortedcontainers">python-sortedcontainers</a></b> (🥇32 · ⭐ 3.3K) - Python Sorted Container Types: Sorted List, Sorted.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/jab/bidict">bidict</a></b> (🥇32 · ⭐ 1.4K) - The bidirectional mapping library for Python. <code><a href="http://bit.ly/3postzC">MPL-2.0</a></code></summary> </details> <details><summary><b><a href="https://github.com/aio-libs/multidict">multidict</a></b> (🥇32 · ⭐ 400) - The multidict implementation. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/c0fec0de/anytree">anytree</a></b> (🥈31 · ⭐ 910 · 💤) - Python tree data library. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/fabiocaccamo/python-benedict">python-benedict</a></b> (🥈29 · ⭐ 1.4K) - dict subclass with keylist/keypath support, built-in I/O.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/mahmoud/glom">glom</a></b> (🥉28 · ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/MagicStack/immutables">immutables</a></b> (🥉27 · ⭐ 1.1K · 💤) - A high-performance immutable mapping type for Python. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/aio-libs/janus">janus</a></b> (🥉27 · ⭐ 790) - Thread-safe asyncio-aware queue for Python. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/Infinidat/munch">munch</a></b> (🥉27 · ⭐ 760 · 💤) - A Munch is a Python dictionary that provides attribute-style access (a.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/cdgriffith/Box">python-box</a></b> (🥉25 · ⭐ 2.4K · 💤) - Python dictionaries with advanced dot notation access. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary>Show 4 hidden projects...</summary> </details> <br>

Data Validation

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

<details><summary><b><a href="https://github.com/pydantic/pydantic">pydantic</a></b> (🥇46 · ⭐ 19K) - Data validation using Python type hints. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/python-jsonschema/jsonschema">jsonschema</a></b> (🥇41 · ⭐ 4.5K · 📈) - An implementation of the JSON Schema specification for Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/python-validators/validators">validators</a></b> (🥈35 · ⭐ 920) - Python Data Validation for Humans. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/pyeve/cerberus">cerberus</a></b> (🥈34 · ⭐ 3.1K · 💤) - Lightweight, extensible data validation library for Python. <code><a href="http://bit.ly/3hkKRql">ISC</a></code></summary> </details> <details><summary><b><a href="https://github.com/keleshev/schema">schema</a></b> (🥈33 · ⭐ 2.8K) - Schema validation just got Pythonic. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/alecthomas/voluptuous">voluptuous</a></b> (🥈32 · ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/JoshData/python-email-validator">python-email-validator</a></b> (🥉30 · ⭐ 1K) - A robust email syntax and deliverability validation.. <code><a href="http://bit.ly/3rvuUlR">Unlicense</a></code></summary> </details> <details><summary><b><a href="https://github.com/holoviz/param">param</a></b> (🥉30 · ⭐ 400) - Param: Make your Python code clearer and more reliable by declaring.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/samuelcolvin/dirty-equals">dirty-equals</a></b> (🥉21 · ⭐ 780 · 💤) - Doing dirty (but extremely useful) things with equals. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/guyskk/validr">validr</a></b> (🥉17 · ⭐ 210) - A simple, fast, extensible python library for data validation. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary>Show 5 hidden projects...</summary> </details> <br>

Algorithms & Design Patterns

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

🔗 <b><a href="https://github.com/faif/python-patterns">python-patterns</a></b> ( ⭐ 40K) - Collection of design patterns/idioms in Python.

<details><summary><b><a href="https://github.com/pytransitions/transitions">transitions</a></b> (🥇34 · ⭐ 5.4K) - A lightweight, object-oriented finite state machine implementation.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/keon/algorithms">algorithms</a></b> (🥉29 · ⭐ 24K) - Minimal examples of data structures and algorithms in Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/tylerlaberge/PyPattyrn">PyPattyrn</a></b> (🥉21 · ⭐ 2.2K) - A simple library for implementing common design patterns. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <br>

Date & Time Utilities

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

<details><summary><b><a href="https://github.com/arrow-py/arrow">arrow</a></b> (🥇39 · ⭐ 8.6K · 💤) - Better dates & times for Python. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/sdispater/pendulum">pendulum</a></b> (🥈35 · ⭐ 6.1K) - Python datetimes made easy. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/dateutil/dateutil">python-dateutil</a></b> (🥈35 · ⭐ 2.3K) - Useful extensions to the standard Python datetime features. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/scrapinghub/dateparser">dateparser</a></b> (🥈34 · ⭐ 2.5K) - python parser for human readable dates. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/stub42/pytz">pytz</a></b> (🥈34 · ⭐ 320) - pytz Python historical timezone library and database. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/dr-prodigy/python-holidays">holidays</a></b> (🥉31 · ⭐ 1.4K) - Generate and work with holidays in Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/regebro/tzlocal">tzlocal</a></b> (🥉31 · ⭐ 180) - A Python module that tries to figure out what your local timezone is. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary>Show 2 hidden projects...</summary> </details> <br>

File & Path Utilities

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

<details><summary><b><a href="https://github.com/fsspec/filesystem_spec">filesystem_spec</a></b> (🥇40 · ⭐ 920) - A specification that python filesystems should adhere to. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/gorakhargosh/watchdog">watchdog</a></b> (🥈36 · ⭐ 6.3K) - Python library and shell utilities to monitor filesystem events. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/tox-dev/filelock">filelock</a></b> (🥈35 · ⭐ 700) - A platform-independent file lock for Python. <code><a href="http://bit.ly/3rvuUlR">Unlicense</a></code></summary> </details> <details><summary><b><a href="https://github.com/Tinche/aiofiles">aiofiles</a></b> (🥉33 · ⭐ 2.6K) - File support for asyncio. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/jaraco/path">path</a></b> (🥉33 · ⭐ 1.1K) - Object-oriented file system path manipulation. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/benhoyt/scandir">scandir</a></b> (🥉28 · ⭐ 530 · 💤) - Better directory iterator and faster os.walk(), now in the Python.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary>Show 4 hidden projects...</summary> </details> <br>

Compatiblity

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

<details><summary><b><a href="https://github.com/PythonCharmers/python-future">future</a></b> (🥇38 · ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/benjaminp/six">six</a></b> (🥈37 · ⭐ 970) - Python 2 and 3 compatibility library. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/python/typing">typing</a></b> (🥈34 · ⭐ 1.6K) - Python static typing home. Hosts the documentation and a user help.. <code><a href="http://bit.ly/35wkF7y">Python-2.0</a></code></summary> </details> <details><summary>Show 4 hidden projects...</summary> </details> <br>

Cryptography

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

<details><summary><b><a href="https://github.com/pyca/cryptography">cryptography</a></b> (🥇47 · ⭐ 6.4K) - cryptography is a package designed to expose cryptographic.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/Legrandin/pycryptodome">pycryptodomex</a></b> (🥈39 · ⭐ 2.7K) - A self-contained cryptographic library for Python. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/jaraco/keyring">keyring</a></b> (🥈39 · ⭐ 1.2K) - Store and access your passwords safely. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/pyca/bcrypt">bcrypt</a></b> (🥉38 · ⭐ 1.2K) - Modern(-ish) password hashing for your software and your servers. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/tink-crypto/tink">tink</a></b> (🥉37 · ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/wbond/asn1crypto">asn1crypto</a></b> (🥉33 · ⭐ 320 · 💤) - Python ASN.1 library with a focus on performance and a pythonic API. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/sybrenstuvel/python-rsa">rsa</a></b> (🥉29 · ⭐ 470) - Python-RSA is a pure-Python RSA implementation. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <br>

Infrastructure & DevOps

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

<details><summary><b><a href="https://github.com/ansible/ansible">ansible</a></b> (🥇48 · ⭐ 62K) - Ansible is a radically simple IT automation platform that makes your.. <code><a href="http://bit.ly/2M0xdwT">❗️GPL-3.0</a></code></summary> </details> <details><summary><b><a href="https://github.com/boto/botocore">botocore</a></b> (🥇44 · ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/pulumi/pulumi">pulumi</a></b> (🥈43 · ⭐ 20K) - Pulumi - Infrastructure as Code in any programming language. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/aws/aws-cli">awscli</a></b> (🥈43 · ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/docker/docker-py">docker</a></b> (🥈43 · ⭐ 6.7K) - A Python library for the Docker Engine API. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/docker/compose">docker-compose</a></b> (🥈40 · ⭐ 33K) - Define and run multi-container applications with Docker. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/paramiko/paramiko">paramiko</a></b> (🥈40 · ⭐ 8.9K · 📉) - The leading native Python SSHv2 protocol library. <code><a href="https://tldrlegal.com/search?q=LGPL-2.1">❗️LGPL-2.1</a></code></summary> </details> <details><summary><b><a href="https://github.com/kubernetes-client/python">kubernetes</a></b> (🥈39 · ⭐ 6.5K) - Official Python client library for kubernetes. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/ktbyers/netmiko">netmiko</a></b> (🥉37 · ⭐ 3.5K) - Multi-vendor library to simplify Paramiko SSH connections to network.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/fabric/fabric">fabric</a></b> (🥉36 · ⭐ 15K) - Simple, Pythonic remote execution and deployment. <code><a href="http://bit.ly/3rqEWVr">BSD-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/dbader/schedule">schedule</a></b> (🥉36 · ⭐ 12K) - Python job scheduling for humans. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/tomerfiliba/plumbum">plumbum</a></b> (🥉34 · ⭐ 2.8K) - Plumbum: Shell Combinators. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/pyinfra-dev/pyinfra">pyinfra</a></b> (🥉31 · ⭐ 3.6K) - pyinfra turns Python code into shell commands and runs them on your.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/pypyr/pypyr">pypyr</a></b> (🥉20 · ⭐ 570 · 💤) - pypyr task-runner cli & api for automation pipelines. Automate.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary>Show 6 hidden projects...</summary> </details> <br>

Process Utilities

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

<details><summary><b><a href="https://github.com/pexpect/pexpect">pexpect</a></b> (🥇38 · ⭐ 2.5K · 💤) - A Python module for controlling interactive programs in a pseudo-.. <code><a href="http://bit.ly/3hkKRql">ISC</a></code></summary> </details> <details><summary><b><a href="https://github.com/Supervisor/supervisor">supervisor</a></b> (🥈36 · ⭐ 8.3K) - Supervisor process control system for Unix.. <code><a href="https://tldrlegal.com/search?q=Repoze%20Public%20License">❗️Repoze Public License</a></code></summary> </details> <details><summary><b><a href="https://github.com/amoffat/sh">sh</a></b> (🥉35 · ⭐ 6.9K) - Python process launching. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/pexpect/ptyprocess">ptyprocess</a></b> (🥉24 · ⭐ 210 · 💤) - Run a subprocess in a pseudo terminal. <code><a href="http://bit.ly/3hkKRql">ISC</a></code></summary> </details> <br>

Asynchronous Programming

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

<details><summary><b><a href="https://github.com/MagicStack/uvloop">uvloop</a></b> (🥇37 · ⭐ 10K · 💤) - Ultra fast asyncio event loop. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/agronholm/anyio">anyio</a></b> (🥇37 · ⭐ 1.6K) - High level asynchronous concurrency and networking framework that works on.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/python-greenlet/greenlet">greenlet</a></b> (🥇37 · ⭐ 1.6K) - Lightweight in-process concurrent programming. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/tiangolo/asyncer">asyncer</a></b> (🥉28 · ⭐ 1.5K) - Asyncer, async and await, focused on developer experience. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/aiokitchen/aiomisc">aiomisc</a></b> (🥉24 · ⭐ 370) - aiomisc - miscellaneous utils for asyncio. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/alex-sherman/unsync">unsync</a></b> (🥉22 · ⭐ 870) - Unsynchronize asyncio. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/glenfant/stopit">stopit</a></b> (🥉21 · ⭐ 110) - Raise asynchronous exceptions in other thread, control the timeout of.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <br>

Configuration

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

<details><summary><b><a href="https://github.com/theskumar/python-dotenv">python-dotenv</a></b> (🥇38 · ⭐ 7.2K) - Reads key-value pairs from a .env file and can set them as.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/ipython/traitlets">traitlets</a></b> (🥇38 · ⭐ 600) - A lightweight Traits like module. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/dynaconf/dynaconf">Dynaconf</a></b> (🥈34 · ⭐ 3.6K) - Configuration Management for Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/facebookresearch/hydra">hydra</a></b> (🥈33 · ⭐ 8.3K) - Hydra is a framework for elegantly configuring complex applications. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/HBNetwork/python-decouple">python-decouple</a></b> (🥉32 · ⭐ 2.7K) - Strict separation of config from code. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/omry/omegaconf">omegaconf</a></b> (🥉31 · ⭐ 1.8K) - Flexible Python configuration system. The last one you will ever need. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/google/gin-config">gin-config</a></b> (🥉29 · ⭐ 2K) - Gin provides a lightweight configuration framework for Python. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/willkg/everett">everett</a></b> (🥉24 · ⭐ 150) - configuration library for python projects. <code><a href="http://bit.ly/3postzC">MPL-2.0</a></code></summary> </details> <details><summary>Show 1 hidden projects...</summary> </details> <br>

CLI Development

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

<details><summary><b><a href="https://github.com/pallets/click">click</a></b> (🥇46 · ⭐ 15K) - Python composable command line interface toolkit. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/Textualize/rich">rich</a></b> (🥇43 · ⭐ 48K) - Rich is a Python library for rich text and beautiful formatting in the terminal. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/tiangolo/typer">Typer</a></b> (🥈40 · ⭐ 15K) - Typer, build great CLIs. Easy to code. Based on Python type hints. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/google/python-fire">python-fire</a></b> (🥈39 · ⭐ 26K) - Python Fire is a library for automatically generating command.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/prompt-toolkit/python-prompt-toolkit">python-prompt-toolkit</a></b> (🥈39 · ⭐ 9K) - Library for building powerful interactive command line.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/tartley/colorama">colorama</a></b> (🥈36 · ⭐ 3.5K) - Simple cross-platform colored terminal text in Python. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/kislyuk/argcomplete">argcomplete</a></b> (🥈35 · ⭐ 1.4K) - Python and tab completion, better together. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/python-poetry/cleo">cleo</a></b> (🥉33 · ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/jquast/wcwidth">wcwidth</a></b> (🥉33 · ⭐ 380) - Python library that measures the width of unicode strings rendered to a.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/tmbo/questionary">questionary</a></b> (🥉30 · ⭐ 1.4K) - Python library to build pretty command line user prompts Easy to use.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/peterbrittain/asciimatics">asciimatics</a></b> (🥉29 · ⭐ 3.6K) - A cross platform package to do curses-like operations, plus.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/bw2/ConfigArgParse">ConfigArgParse</a></b> (🥉28 · ⭐ 700 · 💤) - A drop-in replacement for argparse that allows options to.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/jazzband/docopt-ng">docopt-ng</a></b> (🥉23 · ⭐ 180) - Humane command line arguments parser. Now with maintenance, typehints,.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/nojhan/colout">colout</a></b> (🥉18 · ⭐ 1.1K) - Color text streams with a polished command line interface. <code><a href="http://bit.ly/2M0xdwT">❗️GPL-3.0</a></code></summary> </details> <details><summary>Show 5 hidden projects...</summary> </details> <br>

Development Tools

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

🔗 <b><a href="https://github.com/ml-tooling/best-of-python-dev">best-of-python-dev</a></b> ( ⭐ 930) - A ranked list of awesome python developer tools and libraries. Updated..

<br>

Data Caching

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

<details><summary><b><a href="https://github.com/tkem/cachetools">cachetools</a></b> (🥇34 · ⭐ 2.2K) - Extensible memoizing collections and decorators. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/aio-libs/aiocache">aiocache</a></b> (🥈30 · ⭐ 1K) - Asyncio cache manager for redis, memcached and memory. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/bbangert/beaker">beaker</a></b> (🥉29 · ⭐ 510) - WSGI middleware for sessions and caching. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/lericson/pylibmc">pylibmc</a></b> (🥉27 · ⭐ 480 · 💤) - A Python wrapper around the libmemcached interface from TangentOrg. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/python-cachier/cachier">cachier</a></b> (🥉26 · ⭐ 520) - Persistent, stale-free, local and cross-machine caching for Python.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary>Show 1 hidden projects...</summary> </details> <br>

GUI Development

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

🔗 <b><a href="https://github.com/ml-tooling/best-of-web-python">best-of-web-python - Web UI</a></b> ( ⭐ 2.2K) - Collection of libraries to implement web-based UIs.

<details><summary><b><a href="https://github.com/kivy/kivy">kivy</a></b> (🥇41 · ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/hoffstadt/DearPyGui">DearPyGui</a></b> (🥈32 · ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/beeware/toga">toga</a></b> (🥈32 · ⭐ 4.2K) - A Python native, OS native GUI toolkit. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/flexxui/flexx">flexx</a></b> (🥉26 · ⭐ 3.2K) - Write desktop and web apps in pure Python. <code><a href="http://bit.ly/3rqEWVr">BSD-2</a></code></summary> </details> <details><summary>Show 5 hidden projects...</summary> </details> <br>

Computer & Machine Vision

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

🔗 <b><a href="https://github.com/ml-tooling/best-of-ml-python">best-of-ml-python - Computer Vision</a></b> ( ⭐ 16K) - Collection of computer vision and image processing..

<details><summary><b><a href="https://github.com/pipeless-ai/pipeless">Pipeless</a></b> (🥇18 · ⭐ 660) - An open-source framework to create and deploy computer vision.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <br>

Machine Learning & Data Engineering

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

🔗 <b><a href="https://github.com/ml-tooling/best-of-ml-python">best-of-ml-python</a></b> ( ⭐ 16K) - A ranked list of awesome machine learning Python libraries. Updated..

<br>

Text Data

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

🔗 <b><a href="https://github.com/ml-tooling/best-of-ml-python#text-data--nlp">best-of-ml-python - NLP</a></b> ( ⭐ 16K) - Collection of text processing and NLP libraries.

<details><summary><b><a href="https://github.com/carpedm20/emoji">emoji</a></b> (🥇37 · ⭐ 1.8K) - emoji terminal output for Python. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/daviddrysdale/python-phonenumbers">phonenumbers</a></b> (🥇34 · ⭐ 3.4K) - Python port of Googles libphonenumber. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/jaraco/inflect">inflect</a></b> (🥇34 · ⭐ 930) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/un33k/python-slugify">python-slugify</a></b> (🥈33 · ⭐ 1.5K) - Returns unicode slugs. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/chardet/chardet">chardet</a></b> (🥈31 · ⭐ 2.1K · 💤) - Python character encoding detector. <code><a href="https://tldrlegal.com/search?q=LGPL-2.1">❗️LGPL-2.1</a></code></summary> </details> <details><summary><b><a href="https://github.com/WojciechMula/pyahocorasick">pyahocorasick</a></b> (🥉29 · ⭐ 900) - Python module (C extension and plain python) implementing Aho-.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/scrapinghub/price-parser">price-parser</a></b> (🥉21 · ⭐ 300 · 💤) - Extract price amount and currency symbol from a raw text.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary>Show 4 hidden projects...</summary> </details> <br>

Web Development

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

🔗 <b><a href="https://github.com/ml-tooling/best-of-web-python">best-of-web-python</a></b> ( ⭐ 2.2K) - A ranked list of awesome python libraries for web development. Updated..

<br>

Database Clients

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

Libraries for connecting to, operating, and querying databases.

<details><summary><b><a href="https://github.com/boto/boto3">boto3</a></b> (🥇48 · ⭐ 8.8K · 📉) - AWS SDK for Python. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/sqlalchemy/sqlalchemy">SQLAlchemy</a></b> (🥇46 · ⭐ 9K) - The Database Toolkit for Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/Azure/azure-sdk-for-python">azure-storage-blob</a></b> (🥇43 · ⭐ 4.3K) - This repository is for active development of the Azure SDK.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/redis/redis-py">redis</a></b> (🥇42 · ⭐ 12K) - Redis Python client. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/googleapis/google-cloud-python">google-cloud-storage</a></b> (🥇42 · ⭐ 4.7K) - Google Cloud Client Library for Python. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/elastic/elasticsearch-py">elasticsearch</a></b> (🥇42 · ⭐ 4.2K) - Official Python client for Elasticsearch. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/coleifer/peewee">peewee</a></b> (🥇41 · ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/PyMySQL/PyMySQL">PyMySQL</a></b> (🥈40 · ⭐ 7.6K) - MySQL client library for Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/googleapis/python-bigquery">python-bigquery</a></b> (🥈39 · ⭐ 720) - Google BigQuery API client library. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/ibis-project/ibis">Ibis</a></b> (🥈38 · ⭐ 4.4K) - the portable Python dataframe library. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/MongoEngine/mongoengine">MongoEngine</a></b> (🥈38 · ⭐ 4.2K) - A Python Object-Document-Mapper for working with MongoDB. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/mongodb/mongo-python-driver">pymongo</a></b> (🥈38 · ⭐ 4.1K) - PyMongo - the Official MongoDB Python driver. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/aws/aws-sdk-pandas">AWS Data Wrangler</a></b> (🥈38 · ⭐ 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1S" style="display:inline;" width="13" height="13"></code></summary> </details> <details><summary><b><a href="https://github.com/tiangolo/sqlmodel">sqlmodel</a></b> (🥈37 · ⭐ 13K · 📈) - SQL databases in Python, designed for simplicity, compatibility,.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code>pydantic</code></summary> </details> <details><summary><b><a href="https://github.com/dpkp/kafka-python">kafka-python</a></b> (🥈37 · ⭐ 5.5K) - Python client for Apache Kafka. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/elastic/elasticsearch-dsl-py">Elasticsearch DSL</a></b> (🥈37 · ⭐ 3.8K) - High level Python client for Elasticsearch. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/sqlalchemy/alembic">alembic</a></b> (🥈36 · ⭐ 2.5K · 📉) - A database migrations tool for SQLAlchemy. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/kvesteri/sqlalchemy-utils">SQLAlchemy-Utils</a></b> (🥈36 · ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/fsspec/s3fs">s3fs</a></b> (🥈36 · ⭐ 830) - S3 Filesystem. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/tortoise/tortoise-orm">tortoise-orm</a></b> (🥈35 · ⭐ 4.3K) - Familiar asyncio ORM for python, built with relations in mind. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/mongodb/motor">Motor</a></b> (🥈35 · ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/boto/s3transfer">s3transfer</a></b> (🥈35 · ⭐ 200) - Amazon S3 Transfer Manager for Python. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/prometheus/client_python">Prometheus Client</a></b> (🥈34 · ⭐ 3.8K) - Prometheus instrumentation library for Python.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/encode/databases">Databases</a></b> (🥈34 · ⭐ 3.7K) - Async database support for Python. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/PyMySQL/mysqlclient">mysqlclient</a></b> (🥈34 · ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). <code><a href="http://bit.ly/2KucAZR">❗️GPL-2.0</a></code></summary> </details> <details><summary><b><a href="https://github.com/datastax/python-driver">Cassandra Driver</a></b> (🥈34 · ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/kayak/pypika">PyPika</a></b> (🥉33 · ⭐ 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/neo4j/neo4j-python-driver">neo4j-driver</a></b> (🥉33 · ⭐ 870) - Neo4j Bolt driver for Python. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/minio/minio-py">minio</a></b> (🥉33 · ⭐ 790) - MinIO Client SDK for Python. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/googleapis/python-bigquery-pandas">pandas-gbq</a></b> (🥉33 · ⭐ 420) - Google BigQuery connector for pandas. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/ponyorm/pony">Pony</a></b> (🥉32 · ⭐ 3.6K · 💤) - Pony Object Relational Mapper. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/pynamodb/PynamoDB">PynamoDB</a></b> (🥉32 · ⭐ 2.4K) - A pythonic interface to Amazons DynamoDB. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/apache/libcloud">libcloud</a></b> (🥉32 · ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/nithinmurali/pygsheets">pygsheets</a></b> (🥉32 · ⭐ 1.5K) - Google Sheets Python API v4. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/kennethreitz/records">Records</a></b> (🥉31 · ⭐ 7.1K) - SQL for Humans. <code><a href="http://bit.ly/3hkKRql">ISC</a></code></summary> </details> <details><summary><b><a href="https://github.com/influxdata/influxdb-python">influxdb</a></b> (🥉31 · ⭐ 1.7K) - Python client for InfluxDB. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/oracle/python-cx_Oracle">cx-Oracle</a></b> (🥉31 · ⭐ 880) - Python interface to Oracle Database now superseded by python-oracledb. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/pudo/dataset">dataset</a></b> (🥉30 · ⭐ 4.7K · 💤) - Easy-to-use data handling for SQL data stores with support for.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/confluentinc/confluent-kafka-python">confluent-kafka-python</a></b> (🥉29 · ⭐ 3.6K) - Confluents Kafka Python Client. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/piccolo-orm/piccolo">piccolos</a></b> (🥉29 · ⭐ 1.3K) - A fast, user friendly ORM and query builder which supports asyncio. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/django-haystack/pysolr">pysolr</a></b> (🥉29 · ⭐ 660) - Pysolr Python Solr client. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/RobertCraigie/prisma-client-py">prisma</a></b> (🥉27 · ⭐ 1.7K) - Prisma Client Python is an auto-generated and fully type-safe.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/python-happybase/happybase">HappyBase</a></b> (🥉27 · ⭐ 610) - A developer-friendly Python library to interact with Apache HBase. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/art049/odmantic">ODMantic</a></b> (🥉26 · ⭐ 1K) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. <code><a href="http://bit.ly/3hkKRql">ISC</a></code></summary> </details> <details><summary><b><a href="https://github.com/amol-/depot">filedepot</a></b> (🥉25 · ⭐ 160) - Toolkit for storing files and attachments in web applications. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/claws/aioprometheus">aioprometheus</a></b> (🥉21 · ⭐ 170) - A Prometheus Python client library for asyncio-based applications. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/psycopg/psycopg">psycopg3</a></b> (🥉19 · ⭐ 1.5K) - New generation PostgreSQL database adapter for the Python.. <code><a href="http://bit.ly/37RvQcA">❗️LGPL-3.0</a></code></summary> </details> <details><summary>Show 17 hidden projects...</summary> </details> <br>

Data Loading & Extraction

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

Libraries for loading, collecting, and extracting data from a variety of data sources and formats.

<details><summary><b><a href="https://github.com/huggingface/datasets">Datasets</a></b> (🥇43 · ⭐ 19K) - The largest hub of ready-to-use datasets for ML models with fast,.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/joke2k/faker">Faker</a></b> (🥇43 · ⭐ 17K) - Faker is a Python package that generates fake data for you. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/jazzband/tablib">Tablib</a></b> (🥇36 · ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/xlwings/xlwings">xlwings</a></b> (🥇36 · ⭐ 2.9K) - xlwings is a Python library that makes it easy to call Python from.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/martinblech/xmltodict">xmltodict</a></b> (🥈35 · ⭐ 5.4K) - Python module that makes working with XML feel like you are working.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/ahupp/python-magic">python-magic</a></b> (🥈35 · ⭐ 2.6K) - A python wrapper for libmagic. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/wkentaro/gdown">gdown</a></b> (🥈34 · ⭐ 4K) - Google Drive Public File Downloader when Curl/Wget Fails. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/piskvorky/smart_open">smart-open</a></b> (🥈34 · ⭐ 3.1K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/wireservice/csvkit">csvkit</a></b> (🥈33 · ⭐ 5.9K) - A suite of utilities for converting to and working with CSV, the king of.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/pydata/pandas-datareader">pandas-datareader</a></b> (🥈32 · ⭐ 2.8K · 💤) - Extract data from a wide range of Internet sources.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/intake/intake">Intake</a></b> (🥈32 · ⭐ 990) - Intake is a lightweight package for finding, investigating, loading and.. <code><a href="http://bit.ly/3rqEWVr">BSD-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/snorkel-team/snorkel">snorkel</a></b> (🥉31 · ⭐ 5.7K) - A system for quickly generating training data with weak supervision. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/deanmalmgren/textract">textract</a></b> (🥉27 · ⭐ 3.8K) - extract text from any document. no muss. no fuss. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/rom1504/img2dataset">img2dataset</a></b> (🥉27 · ⭐ 3.4K) - Easily turn large sets of image urls to an image dataset. Can.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/uchicago-cs/deepdish">deepdish</a></b> (🥉24 · ⭐ 270) - Flexible HDF5 saving/loading and other data science tools from the.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/camelot-dev/camelot">camelot</a></b> (🥉23 · ⭐ 2.7K · 💤) - A Python library to extract tabular data from PDFs. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/turicas/rows">rows</a></b> (🥉23 · ⭐ 860) - A common, beautiful interface to tabular data, no matter the format. <code><a href="http://bit.ly/37RvQcA">❗️LGPL-3.0</a></code></summary> </details> <details><summary><b><a href="https://github.com/camelot-dev/excalibur">excalibur</a></b> (🥉21 · ⭐ 1.5K · 💤) - A web interface to extract tabular data from PDFs. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/upgini/upgini">Upgini</a></b> (🥉21 · ⭐ 300) - Data search & enrichment library for Machine Learning Easily find and add.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/merantix-momentum/squirrel-core">Squirrel</a></b> (🥉17 · ⭐ 280) - A Python library that enables ML teams to share, load, and transform.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary>Show 10 hidden projects...</summary> </details> <br>

Data Pipelines & Streaming

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.

<details><summary><b><a href="https://github.com/apache/airflow">Airflow</a></b> (🥇49 · ⭐ 35K) - Platform to programmatically author, schedule, and monitor workflows. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/celery/celery">Celery</a></b> (🥇46 · ⭐ 24K) - Asynchronous task queue/job queue based on distributed message passing. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/apache/beam">Beam</a></b> (🥇44 · ⭐ 7.6K) - Unified programming model to define and execute data processing.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/PrefectHQ/prefect">Prefect</a></b> (🥇43 · ⭐ 15K) - Prefect is a workflow orchestration tool empowering developers to.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/dagster-io/dagster">Dagster</a></b> (🥇42 · ⭐ 10K) - An orchestration platform for the development, production, and.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/great-expectations/great_expectations">Great Expectations</a></b> (🥈40 · ⭐ 9.6K) - Always know what to expect from your data. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/joblib/joblib">joblib</a></b> (🥈40 · ⭐ 3.7K) - Computing with Python functions. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/rq/rq">rq</a></b> (🥈39 · ⭐ 9.6K) - Simple job queues for Python. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/spotify/luigi">luigi</a></b> (🥈38 · ⭐ 17K · 📈) - Luigi is a Python module that helps you build complex pipelines of.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/kedro-org/kedro">Kedro</a></b> (🥈38 · ⭐ 9.4K) - Kedro is a toolbox for production-ready data science. It uses software.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/dbt-labs/dbt-core">dbt</a></b> (🥈38 · ⭐ 9.1K) - dbt enables data analysts and engineers to transform their data using the.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/petl-developers/petl">petl</a></b> (🥈35 · ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/activeloopai/deeplake">Activeloop</a></b> (🥈33 · ⭐ 7.8K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. <code><a href="http://bit.ly/3postzC">MPL-2.0</a></code></summary> </details> <details><summary><b><a href="https://github.com/zenml-io/zenml">zenml</a></b> (🥈32 · ⭐ 3.7K) - ZenML : Build portable, production-ready MLOps pipelines... <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/whylabs/whylogs">whylogs</a></b> (🥈31 · ⭐ 2.6K) - Open standard for end-to-end data and ML monitoring for any scale in.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/samuelcolvin/arq">arq</a></b> (🥈31 · ⭐ 2K) - Fast job queuing and RPC in python with asyncio and redis. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/coleifer/huey">huey</a></b> (🥉30 · ⭐ 4.9K) - a little task queue for python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/ploomber/ploomber">ploomber</a></b> (🥉29 · ⭐ 3.4K) - The fastest way to build data pipelines. Develop iteratively,.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/combust/mleap">mleap</a></b> (🥉28 · ⭐ 1.5K · 💤) - MLeap: Deploy ML Pipelines to Production. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/EntilZha/PyFunctional">PyFunctional</a></b> (🥉27 · ⭐ 2.4K) - Python library for creating data pipelines with chain functional.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/pystorm/streamparse">streamparse</a></b> (🥉25 · ⭐ 1.5K) - Run Python in Apache Storm topologies. Pythonic API, CLI.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/closeio/tasktiger">TaskTiger</a></b> (🥉25 · ⭐ 1.4K) - Python task queue using Redis. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/databand-ai/dbnd">dbnd</a></b> (🥉25 · ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/d6t/d6tflow">Databolt Flow</a></b> (🥉19 · ⭐ 950 · 💤) - Python library for building highly effective data science.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/analysiscenter/batchflow">BatchFlow</a></b> (🥉19 · ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/olirice/flupy">flupy</a></b> (🥉18 · ⭐ 190) - Fluent data pipelines for python and your shell. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/mara/mara-pipelines">Mara Pipelines</a></b> (🥉16 · ⭐ 2.1K) - A lightweight opinionated ETL framework, halfway between plain.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary>Show 16 hidden projects...</summary> </details> <br>

File Formats

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

<details><summary><b><a href="https://github.com/yaml/pyyaml">PyYAML</a></b> (🥇38 · ⭐ 2.4K · 💤) - Canonical source repository for PyYAML. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/jmcnamara/XlsxWriter">XlsxWriter</a></b> (🥉36 · ⭐ 3.5K) - A Python module for creating Excel XLSX files. <code><a href="http://bit.ly/3rqEWVr">BSD-2</a></code></summary> </details> <details><summary>Show 1 hidden projects...</summary> </details> <br>

Code Inspection

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

<details><summary><b><a href="https://github.com/seperman/deepdiff">deepdiff</a></b> (🥇36 · ⭐ 1.9K) - DeepDiff: Deep Difference and search of any Python object/data... <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary>Show 3 hidden projects...</summary> </details> <br>

General Utilities

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

<details><summary><b><a href="https://github.com/python-attrs/attrs">attrs</a></b> (🥇42 · ⭐ 5.1K · 📉) - Python Classes Without Boilerplate. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/more-itertools/more-itertools">more-itertools</a></b> (🥇39 · ⭐ 3.5K) - More routines for operating on iterables, beyond itertools. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/pytoolz/toolz">toolz</a></b> (🥈37 · ⭐ 4.5K) - A functional standard library for Python. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/mahmoud/boltons">boltons</a></b> (🥈35 · ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/jd/tenacity">tenacity</a></b> (🥈33 · ⭐ 6.1K) - Retrying library for Python. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/dry-python/returns">returns</a></b> (🥉31 · ⭐ 3.3K) - Make your functions return something meaningful, typed, and safe!. <code><a href="http://bit.ly/3rqEWVr">BSD-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/Suor/funcy">funcy</a></b> (🥉30 · ⭐ 3.3K) - A fancy and practical functional tools. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/SethMMorton/natsort">natsort</a></b> (🥉29 · ⭐ 860) - Simple yet flexible natural sorting in Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/Erotemic/ubelt">ubelt</a></b> (🥉24 · ⭐ 710) - A Python utility library with a stdlib like feel and extra batteries... <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary>Show 6 hidden projects...</summary> </details> <br>

Python Implementations

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

<details><summary><b><a href="https://github.com/python/cpython">cpython</a></b> (🥇52 · ⭐ 60K) - The Python programming language. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/micropython/micropython">micropython</a></b> (🥈33 · ⭐ 19K) - MicroPython - a lean and efficient Python implementation for.. <code><a href="http://bit.ly/35wkF7y">Python-2.0</a></code></summary> </details> <details><summary>Show 4 hidden projects...</summary> </details> <br>

Others

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

<details><summary><b><a href="https://github.com/pygments/pygments">Pygments</a></b> (🥇43 · ⭐ 1.7K) - Pygments is a generic syntax highlighter written in Python. <code><a href="http://bit.ly/3rqEWVr">BSD-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/cookiecutter/cookiecutter">cookiecutter</a></b> (🥇41 · ⭐ 22K) - A cross-platform command-line utility that creates projects from.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/pyparsing/pyparsing">pyparsing</a></b> (🥇40 · ⭐ 2.1K) - Python library for creating PEG parsers. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/eliben/pycparser">pycparser</a></b> (🥈38 · ⭐ 3.2K) - Complete C99 parser in pure Python. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/py4j/py4j">py4j</a></b> (🥈35 · ⭐ 1.2K) - Py4J enables Python programs to dynamically access arbitrary Java objects. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/fastai/fastcore">fastcore</a></b> (🥈34 · ⭐ 900) - Python supercharged for the fastai library. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/mingrammer/diagrams">diagrams</a></b> (🥈33 · ⭐ 35K) - Diagram as Code for prototyping cloud system architectures. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/copier-org/copier">Copier</a></b> (🥈33 · ⭐ 1.7K) - Library and command-line utility for rendering projects templates. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/pytest-dev/pluggy">pluggy</a></b> (🥈33 · ⭐ 1.2K) - A minimalist production ready plugin system. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/micheles/decorator">decorator</a></b> (🥈33 · ⭐ 820 · 💤) - Decorators for Humans. <code><a href="http://bit.ly/3rqEWVr">BSD-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/GrahamDumpleton/wrapt">wrapt</a></b> (🥉32 · ⭐ 2K · 💤) - A Python module for decorators, wrappers and monkey patching. <code><a href="http://bit.ly/3rqEWVr">BSD-2</a></code></summary> </details> <details><summary><b><a href="https://github.com/pyscaffold/pyscaffold">pyscaffold</a></b> (🥉29 · ⭐ 2K · 💤) - Python project template generator with batteries included. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/arsenetar/send2trash">Send2Trash</a></b> (🥉27 · ⭐ 260) - Python library to natively send files to Trash (or Recycle bin) on.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code></summary> </details> <details><summary><b><a href="https://github.com/explosion/catalogue">catalogue</a></b> (🥉26 · ⭐ 170) - Super lightweight function registries for your library. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary><b><a href="https://github.com/BoboTiG/python-mss">python-mss</a></b> (🥉25 · ⭐ 970) - An ultra fast cross-platform multiple screenshots module in pure.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary> </details> <details><summary>Show 6 hidden projects...</summary> </details>

Related Resources

Contribution

Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:

If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the best-of-generator repository. If you like to create your own best-of list, we recommend to follow this guide.

For more information on how to add or update projects, please read the contribution guidelines. By participating in this project, you agree to abide by its Code of Conduct.

License

CC0