Best-of Python
🏆 A ranked list of awesome Python open-source libraries & tools. Updated weekly.
This curated list contains 390 awesome open-source projects with a total of 1.7M 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!
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Contents
- Data Serialization 16 projects
- Data Containers & Dataframes 30 projects
- Data Structures 15 projects
- Data Validation 15 projects
- Algorithms & Design Patterns 4 projects
- Date & Time Utilities 9 projects
- File & Path Utilities 10 projects
- Compatiblity 7 projects
- Cryptography 7 projects
- Infrastructure & DevOps 20 projects
- Process Utilities 4 projects
- Asynchronous Programming 7 projects
- Configuration 9 projects
- CLI Development 19 projects
- Development Tools 1 projects
- Data Caching 6 projects
- GUI Development 10 projects
- Computer & Machine Vision 2 projects
- Machine Learning & Data Engineering 1 projects
- Text Data 12 projects
- Web Development 1 projects
- Database Clients 64 projects
- Data Loading & Extraction 30 projects
- Data Pipelines & Streaming 43 projects
- File Formats 3 projects
- Code Inspection 4 projects
- General Utilities 15 projects
- Python Implementations 6 projects
- Others 21 projects
Explanation
- 🥇🥈🥉 Combined project-quality score
- ⭐️ Star count from GitHub
- 🐣 New project (less than 6 months old)
- 💤 Inactive project (6 months no activity)
- 💀 Dead project (12 months no activity)
- 📈📉 Project is trending up or down
- ➕ Project was recently added
- ❗️ Warning (e.g. missing/risky license)
- 👨💻 Contributors count from GitHub
- 🔀 Fork count from GitHub
- 📋 Issue count from GitHub
- ⏱️ Last update timestamp on package manager
- 📥 Download count from package manager
- 📦 Number of dependent projects
Pandas related project
Data Serialization
protobuf (🥇52 · ⭐ 62K) - Protocol Buffers - Googles data interchange format. BSD-3
-
GitHub (👨💻 1.2K · 🔀 15K · 📥 36M · 📦 550K · 📋 6K - 14% open · ⏱️ 30.11.2023):
git clone https://github.com/protocolbuffers/protobuf -
PyPi (📥 160M / month · 📦 16K · ⏱️ 15.11.2023):
pip install protobuf -
Conda (📥 16M · ⏱️ 09.10.2023):
conda install -c conda-forge protobuf -
npm (📥 6M / month · 📦 3.5K · ⏱️ 10.10.2022):
npm install google-protobuf
flatbuffers (🥇43 · ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
-
GitHub (👨💻 670 · 🔀 3.2K · 📥 310K · 📦 81K · 📋 2.3K - 6% open · ⏱️ 29.11.2023):
git clone https://github.com/google/flatbuffers -
PyPi (📥 14M / month · 📦 330 · ⏱️ 26.05.2023):
pip install flatbuffers -
Conda (📥 920K · ⏱️ 16.06.2023):
conda install -c conda-forge flatbuffers -
npm (📥 990K / month · 📦 280 · ⏱️ 26.05.2023):
npm install flatbuffers
marshmallow (🥈40 · ⭐ 6.7K) - A lightweight library for converting complex objects to and from.. MIT
msgpack (🥈38 · ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2
orjson (🥈36 · ⭐ 5.1K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
ultrajson (🥈35 · ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3
simplejson (🥈35 · ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
cloudpickle (🥈35 · ⭐ 1.5K) - Extended pickling support for Python objects. BSD-3
jsonpickle (🥈35 · ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3
python-rapidjson (🥉29 · ⭐ 490) - Python wrapper around rapidjson. MIT
pysimdjson (🥉25 · ⭐ 610) - Python bindings for the simdjson project. MIT
Data Containers & Dataframes
General-purpose data containers as well as utilities & extensions for pandas.
polars (🥈40 · ⭐ 22K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT
numexpr (🥈34 · ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT
zarr (🥈34 · ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
datasketch (🥈32 · ⭐ 2.2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
Bottleneck (🥈32 · ⭐ 960 · 💤) - Fast NumPy array functions written in C. BSD-2
Vaex (🥉30 · ⭐ 8.1K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT
StaticFrame (🥉28 · ⭐ 370) - Immutable and statically-typeable DataFrames with runtime type and.. MIT
Pandaral·lel (🥉27 · ⭐ 3.3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter
Pandas Summary (🥉26 · ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2
pickleDB (🥉22 · ⭐ 820 · 💤) - pickleDB is an open source key-value store using Pythons json module. BSD-3
Show 6 hidden projects...
- Blaze (🥈32 · ⭐ 3.2K · 💀) - NumPy and Pandas interface to Big Data.
BSD-3 - Arctic (🥉28 · ⭐ 3K) - Arctic is a high performance datastore for numeric data.
❗️LGPL-2.1 - sklearn-pandas (🥉28 · ⭐ 2.8K · 💀) - Pandas integration with sklearn.
❗️Zlibsklearn - pandasql (🥉27 · ⭐ 1.3K · 💀) - sqldf for pandas.
MIT - bcolz (🥉26 · ⭐ 950 · 💀) - A columnar data container that can be compressed.
BSD-3 - PandaPy (🥉13 · ⭐ 540 · 💀) - PandaPy has the speed of NumPy and the usability of Pandas 10x to..
MIT
Data Structures
pyrsistent (🥇37 · ⭐ 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT
python-sortedcontainers (🥇35 · ⭐ 3.1K · 💤) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2
python-benedict (🥉29 · ⭐ 1.3K) - dict subclass with keylist/keypath support, built-in I/O.. MIT
sqlitedict (🥉29 · ⭐ 1.1K · 💤) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2
munch (🥉28 · ⭐ 720) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT
immutables (🥉27 · ⭐ 1.1K) - A high-performance immutable mapping type for Python. Apache-2
python-box (🥉26 · ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT
Show 3 hidden projects...
- addict (🥉29 · ⭐ 2.4K · 💀) - The Python Dict thats better than heroin.
MIT - ordered-set (🥉28 · ⭐ 200 · 💀) - A mutable set that remembers the order of its entries. One of..
MIT - cleverdict (🥉14 · ⭐ 96 · 💀) - A JSON-friendly data structure which allows both object attributes..
MIT
Data Validation
jsonschema (🥇41 · ⭐ 4.3K) - An implementation of the JSON Schema specification for Python. MIT
voluptuous (🥈34 · ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3
validators (🥈33 · ⭐ 850) - Python Data Validation for Humans. MIT
strictyaml (🥉27 · ⭐ 1.4K) - Type-safe YAML parser and validator. MIT
dirty-equals (🥉24 · ⭐ 740) - Doing dirty (but extremely useful) things with equals. MIT
typical (🥉19 · ⭐ 180 · 💤) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT
Show 4 hidden projects...
- schematics (🥉30 · ⭐ 2.6K · 💀) - Python Data Structures for Humans.
BSD-3 - python-email-validator (🥉29 · ⭐ 900) - A robust email syntax and deliverability validation..
❗️CC0-1.0 - validr (🥉18 · ⭐ 210 · 💀) - A simple, fast, extensible python library for data validation.
MIT - dataklasses (🥉7 · ⭐ 770 · 💀) - A different spin on dataclasses.
❗Unlicensed
Algorithms & Design Patterns
🔗 python-patterns ( ⭐ 38K · 💤) - Collection of design patterns/idioms in Python.
transitions (🥇32 · ⭐ 5.1K) - A lightweight, object-oriented finite state machine implementation.. MIT
algorithms (🥉29 · ⭐ 23K · 💤) - Minimal examples of data structures and algorithms in Python. MIT
Show 1 hidden projects...
Date & Time Utilities
python-dateutil (🥇39 · ⭐ 2.2K) - Useful extensions to the standard Python datetime features. Apache-2
dateparser (🥈37 · ⭐ 2.4K) - python parser for human readable dates. BSD-3
Show 2 hidden projects...
- isodate (🥉30 · ⭐ 130 · 💀) - ISO 8601 date/time parser.
BSD-3 - parsedatetime (🥉28 · ⭐ 680 · 💀) - Parse human-readable date/time strings.
Apache-2
File & Path Utilities
filesystem_spec (🥇39 · ⭐ 690) - A specification that python filesystems should adhere to. BSD-3
appdirs (🥉31 · ⭐ 1K · 💤) - A small Python module for determining appropriate platform-specific.. MIT
scandir (🥉31 · ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3
Show 3 hidden projects...
Compatiblity
typing (🥈33 · ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0
Show 4 hidden projects...
- pathlib2 (🥉28 · ⭐ 78) - Backport of pathlib aiming to support the full stdlib Python API.
MIT - dataclasses (🥉27 · ⭐ 570 · 💀) - A backport of the dataclasses module for Python 3.6.
Apache-2 - futures (🥉27 · ⭐ 230 · 💀) - Backport of the concurrent.futures package to Python 2.6 and 2.7.
Python-2.0 - contextlib2 (🥉25 · ⭐ 36 · 💀) - contextlib2 is a backport of the standard librarys contextlib..
❗️psfrag
Cryptography
cryptography (🥇47 · ⭐ 5.9K) - cryptography is a package designed to expose cryptographic.. Apache-2
pycryptodomex (🥈38 · ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3
bcrypt (🥈37 · ⭐ 1.1K · 📈) - Modern(-ish) password hashing for your software and your servers. Apache-2
asn1crypto (🥉33 · ⭐ 300) - Python ASN.1 library with a focus on performance and a pythonic API. MIT
Infrastructure & DevOps
ansible (🥇48 · ⭐ 59K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0
pulumi (🥈42 · ⭐ 18K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2
docker-compose (🥈41 · ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2
paramiko (🥈41 · ⭐ 8.6K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1
kubernetes (🥈38 · ⭐ 6.1K) - Official Python client library for kubernetes. Apache-2
pyinfra (🥉29 · ⭐ 2.4K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT
pypyr (🥉22 · ⭐ 550) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2
Show 5 hidden projects...
- parallel-ssh (🥉26 · ⭐ 1.2K · 💀) - Asynchronous parallel SSH client library.
❗️LGPL-2.1 - fabtools (🥉25 · ⭐ 1.3K · 💀) - Tools for writing awesome Fabric files.
BSD-2 - storm (🥉24 · ⭐ 3.9K · 💀) - Manage your SSH like a boss.
MIT - wssh (🥉17 · ⭐ 1.4K · 💀) - SSH to WebSockets Bridge.
MIT - Grai (🥉14 · ⭐ 240) - Platform to programmatically manage, test, and debug data..
❗️MulanPSL-2.0
Process Utilities
pexpect (🥇40 · ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC
supervisor (🥈35 · ⭐ 8K) - Supervisor process control system for Unix.. ❗️Repoze Public License
ptyprocess (🥉27 · ⭐ 190) - Run a subprocess in a pseudo terminal. ISC
Asynchronous Programming
anyio (🥈37 · ⭐ 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT
Show 2 hidden projects...
Configuration
python-dotenv (🥈37 · ⭐ 6.7K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
python-decouple (🥈32 · ⭐ 2.6K · 💤) - Strict separation of config from code. MIT
omegaconf (🥈32 · ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3
gin-config (🥉28 · ⭐ 1.9K) - Gin provides a lightweight configuration framework for Python. Apache-2
CLI Development
rich (🥇43 · ⭐ 46K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
python-prompt-toolkit (🥈39 · ⭐ 8.7K) - Library for building powerful interactive command.. BSD-3
python-fire (🥈36 · ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2
argcomplete (🥈35 · ⭐ 1.3K) - Python and tab completion, better together. Apache-2
wcwidth (🥈35 · ⭐ 350) - Python library that measures the width of unicode strings rendered to a.. MIT
asciimatics (🥉33 · ⭐ 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2
questionary (🥉30 · ⭐ 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT
ConfigArgParse (🥉29 · ⭐ 670) - A drop-in replacement for argparse that allows options to also be.. MIT
docopt-ng (🥉22 · ⭐ 140) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT
Show 5 hidden projects...
- docopt (🥈35 · ⭐ 7.9K · 💀) - Pythonic command line arguments parser, that will make you smile.
MIT - blessings (🥉29 · ⭐ 1.4K · 💀) - A thin, practical wrapper around terminal capabilities in Python.
MIT - clint (🥉25 · ⭐ 92 · 💀) - Python Command-line Application Tools.
ISC - bashplotlib (🥉22 · ⭐ 1.8K · 💀) - plotting in the terminal.
MIT - Click Extra (🥉22 · ⭐ 49) - Extra colorization and configuration loading for Click.
❗️GPL-2.0
Development Tools
🔗 best-of-python-dev ( ⭐ 840) - A ranked list of awesome python developer tools and libraries. Updated..
Data Caching
cachetools (🥇33 · ⭐ 1.8K) - Extensible memoizing collections and decorators. MIT
Show 1 hidden projects...
- cached-property (🥈30 · ⭐ 680 · 💀) - A decorator for caching properties in classes.
BSD-3
GUI Development
🔗 best-of-web-python - Web UI ( ⭐ 2.1K) - Collection of libraries to implement web-based UIs.
kivy (🥇40 · ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT
PySimpleGUI (🥈38 · ⭐ 12K · 📈) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0
DearPyGui (🥈33 · ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT
Eel (🥈31 · ⭐ 5.9K · 💤) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT
Show 4 hidden projects...
- Gooey (🥉30 · ⭐ 18K · 💀) - Turn (almost) any Python command line program into a full GUI..
MIT - Phoenix (🥉28 · ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,..
❗️wxWindows - enaml (🥉27 · ⭐ 1.5K) - Declarative User Interfaces for Python.
❗Unlicensed - flexx (🥉26 · ⭐ 3.2K · 💀) - Write desktop and web apps in pure Python.
BSD-2
Computer & Machine Vision
🔗 best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing..
Pipeless (🥇19 · ⭐ 480 · 🐣) - An open-source framework to create and deploy computer vision.. Apache-2
Machine Learning & Data Engineering
🔗 best-of-ml-python ( ⭐ 15K) - A ranked list of awesome machine learning Python libraries. Updated..
Text Data
🔗 best-of-ml-python - NLP ( ⭐ 15K) - Collection of text processing and NLP libraries.
phonenumbers (🥇35 · ⭐ 3.3K) - Python port of Googles libphonenumber. Apache-2
chardet (🥇34 · ⭐ 2K) - Python character encoding detector. ❗️LGPL-2.1
-
GitHub (👨💻 48 · 🔀 250 · 📦 5 · 📋 140 - 39% open · ⏱️ 01.08.2023):
git clone https://github.com/chardet/chardet -
PyPi (📥 56M / month · 📦 39K · ⏱️ 01.08.2023):
pip install chardet -
Conda (📥 22M · ⏱️ 23.09.2023):
conda install -c conda-forge chardet -
npm (📥 130 / month · 📦 3 · ⏱️ 20.08.2017):
npm install @pypi/chardet
python-slugify (🥈30 · ⭐ 1.4K) - Returns unicode slugs. MIT
inflect (🥈30 · ⭐ 870) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT
pyahocorasick (🥉28 · ⭐ 850 · 💤) - Python module (C extension and plain python) implementing.. BSD-3
price-parser (🥉21 · ⭐ 280) - Extract price amount and currency symbol from a raw text string. BSD-3
Show 3 hidden projects...
Web Development
🔗 best-of-web-python ( ⭐ 2.1K) - A ranked list of awesome python libraries for web development. Updated..
Database Clients
Libraries for connecting to, operating, and querying databases.
SQLAlchemy (🥇44 · ⭐ 8.1K) - The Database Toolkit for Python. MIT
google-cloud-storage (🥇43 · ⭐ 4.4K) - Google Cloud Client Library for Python. Apache-2
azure-storage-blob (🥇42 · ⭐ 3.9K) - This repository is for active development of the Azure SDK.. MIT
elasticsearch (🥇41 · ⭐ 4K · 📈) - Official Python client for Elasticsearch. Apache-2
kafka-python (🥈39 · ⭐ 5.4K) - Python client for Apache Kafka. Apache-2
sqlmodel (🥈37 · ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic
MongoEngine (🥈37 · ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT
AWS Data Wrangler (🥈37 · ⭐ 3.7K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2
Ibis (🥈37 · ⭐ 3.2K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2
python-bigquery (🥈37 · ⭐ 670) - Google BigQuery API client library. Apache-2
Elasticsearch DSL (🥈36 · ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2
confluent-kafka-python (🥈36 · ⭐ 3.5K) - Confluents Kafka Python Client. Apache-2
mysqlclient (🥈35 · ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0
libcloud (🥈35 · ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2
SQLAlchemy-Utils (🥈35 · ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3
s3transfer (🥈35 · ⭐ 190) - Amazon S3 Transfer Manager for Python. Apache-2
Prometheus Client (🥈34 · ⭐ 3.6K) - Prometheus instrumentation library for Python.. Apache-2
Cassandra Driver (🥈34 · ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2
tortoise-orm (🥉33 · ⭐ 4K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
PyPika (🥉33 · ⭐ 2.2K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2
neo4j-driver (🥉33 · ⭐ 840) - Neo4j Bolt driver for Python. Apache-2
dataset (🥉32 · ⭐ 4.7K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT
cx-Oracle (🥉32 · ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3
pandas-gbq (🥉32 · ⭐ 400) - Google BigQuery connector for pandas. BSD-3
ODMantic (🥉25 · ⭐ 850) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC
aioprometheus (🥉21 · ⭐ 150 · 💤) - A Prometheus Python client library for asyncio-based.. MIT
psycopg3 (🥉19 · ⭐ 1.3K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0
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GitHub (👨💻 46 · 🔀 130 · 📋 380 - 10% open · ⏱️ 21.11.2023):
git clone https://github.com/psycopg/psycopg
Show 17 hidden projects...
- psycopg2 (🥈39 · ⭐ 3.1K) - PostgreSQL database adapter for the Python..
❗️BSD-3-Clause-Attribution - pyodbc (🥈36 · ⭐ 2.8K) - Python ODBC bridge.
❗️MIT-0 - google-cloud-bigtable (🥉31 · ⭐ 57) - Google Cloud Bigtable API client library.
Apache-2 - redis-py-cluster (🥉29 · ⭐ 1.1K · 💀) - Python cluster client for the official redis cluster...
MIT - gino (🥉28 · ⭐ 2.6K · 💀) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.
BSD-3 - mongo-connector (🥉27 · ⭐ 1.9K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted..
Apache-2 - cloudant (🥉27 · ⭐ 160 · 💀) - A Python library for Cloudant and CouchDB.
Apache-2 - umongo (🥉26 · ⭐ 440 · 💀) - sync/async MongoDB ODM, yes.
MIT - py2neo (🥉25 · ⭐ 4 · 📈) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for..
Apache-2 - pyhdb (🥉24 · ⭐ 310 · 💀) - SAP HANA Connector in pure Python.
Apache-2 - db.py (🥉21 · ⭐ 1.2K · 💀) - db.py is an easier way to interact with your databases.
BSD-2 - PyMODM (🥉21 · ⭐ 350 · 💀) - A Pythonic, object-oriented interface for working with MongoDB.
Apache-2 - gsheets-db-api (🥉21 · ⭐ 200 · 💀) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets.
MIT - PugSQL (🥉19 · ⭐ 640 · 💀) - A HugSQL-inspired database library for Python.
Apache-2 - Queries (🥉19 · ⭐ 260 · 💀) - PostgreSQL database access simplified.
BSD-3 - lazydata (🥉15 · ⭐ 630 · 💀) - Lazydata: Scalable data dependencies for Python projects.
Apache-2 - SuperSQLite (🥉14 · ⭐ 720 · 💀) - A supercharged SQLite library for Python.
MIT
Data Loading & Extraction
Libraries for loading, collecting, and extracting data from a variety of data sources and formats.
Datasets (🥇43 · ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2
csvkit (🥈34 · ⭐ 5.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT
python-magic (🥈34 · ⭐ 2.4K) - A python wrapper for libmagic. MIT
smart-open (🥈33 · ⭐ 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
pandas-datareader (🥈33 · ⭐ 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3
gdown (🥈31 · ⭐ 3.5K · 💤) - Download a large file from Google Drive (curl/wget fails because of the.. MIT
Intake (🥉30 · ⭐ 940) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
snorkel (🥉29 · ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2
img2dataset (🥉26 · ⭐ 2.8K) - Easily turn large sets of image urls to an image dataset. Can.. MIT
rows (🥉22 · ⭐ 850) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0
Upgini (🥉21 · ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
Squirrel (🥉15 · ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2
Show 12 hidden projects...
- xlrd (🥈32 · ⭐ 2.1K · 💀) - Please use openpyxl where you can...
BSD-3 - SDV (🥈32 · ⭐ 1.7K) - Synthetic data generation for tabular data.
❗️SSPL-1.0 - PDFMiner (🥉29 · ⭐ 5.1K · 💀) - Python PDF Parser (Not actively maintained). Check out pdfminer.six.
MIT - textract (🥉27 · ⭐ 3.7K · 💀) - extract text from any document. no muss. no fuss.
MIT - tabulator-py (🥉27 · ⭐ 230 · 💀) - Python library for reading and writing tabular data via streams.
MIT - Singer (🥉25 · ⭐ 1.2K · 💀) - Standard for moving data between databases, web APIs, files,..
❗️AGPL-3.0 - messytables (🥉24 · ⭐ 390 · 💀) - Tools for parsing messy tabular data. This is now superseded by..
MIT - deepdish (🥉23 · ⭐ 260 · 💀) - Flexible HDF5 saving/loading and other data science tools from the..
BSD-3 - pyexcel-xlsx (🥉23 · ⭐ 110 · 💀) - A wrapper library to read, manipulate and write data in xlsx..
BSD-3 - borb (🥉21 · ⭐ 3.2K) - borb is a library for reading, creating and manipulating PDF files..
❗Unlicensed - datatest (🥉21 · ⭐ 280 · 💀) - Tools for test driven data-wrangling and data validation.
Apache-2 - csvs-to-sqlite (🥉16 · ⭐ 790 · 💀) - Convert CSV files into a SQLite database.
Apache-2
Data Pipelines & Streaming
Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.
Airflow (🥇48 · ⭐ 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
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GitHub (👨💻 3.1K · 🔀 13K · 📥 570K · 📦 8.7K · 📋 8.5K - 10% open · ⏱️ 30.11.2023):
git clone https://github.com/apache/airflow -
PyPi (📥 22M / month · 📦 320 · ⏱️ 27.11.2023):
pip install apache-airflow -
Conda (📥 980K · ⏱️ 13.11.2023):
conda install -c conda-forge airflow -
Docker Hub (📥 270M · ⭐ 490 · ⏱️ 27.11.2023):
docker pull apache/airflow
Celery (🥇46 · ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
Prefect (🥇43 · ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2
Great Expectations (🥈40 · ⭐ 9K) - Always know what to expect from your data. Apache-2
luigi (🥈37 · ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
Kedro (🥈37 · ⭐ 9K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2
dbt (🥈37 · ⭐ 7.9K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2
Activeloop (🥈34 · ⭐ 7.2K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0
whylogs (🥈31 · ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2
PyFunctional (🥉26 · ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT
dbnd (🥉26 · ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
Optimus (🥉25 · ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark
pysparkling (🥉23 · ⭐ 260 · 💤) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT
BatchFlow (🥉22 · ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
Mara Pipelines (🥉17 · ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT
Databolt Flow (🥉17 · ⭐ 950) - Python library for building highly effective data science workflows. MIT
datajob (🥉13 · ⭐ 110 · 💤) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2
Show 11 hidden projects...
- mrjob (🥈31 · ⭐ 2.6K · 💀) - Run MapReduce jobs on Hadoop or Amazon Web Services.
Apache-2 - bonobo (🥉25 · ⭐ 1.6K · 💀) - Extract Transform Load for Python 3.5+.
Apache-2 - streamparse (🥉25 · ⭐ 1.5K · 💀) - Run Python in Apache Storm topologies. Pythonic API, CLI..
Apache-2 - dpark (🥉22 · ⭐ 2.7K · 💀) - Python clone of Spark, a MapReduce alike framework in Python.
BSD-3spark - spark-deep-learning (🥉19 · ⭐ 2K · 💀) - Deep Learning Pipelines for Apache Spark.
Apache-2spark - mrq (🥉19 · ⭐ 880 · 💀) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent.
MIT - riko (🥉18 · ⭐ 1.6K · 💀) - A Python stream processing engine modeled after Yahoo! Pipes.
MIT - kale (🥉16 · ⭐ 610 · 💀) - Kubeflows superfood for Data Scientists.
Apache-2jupyter - Botflow (🥉15 · ⭐ 1.2K · 💀) - Python Fast Dataflow programming framework for Data pipeline work(..
BSD-3 - bodywork-core (🥉13 · ⭐ 430 · 💀) - ML pipeline orchestration and model deployments on..
❗️AGPL-3.0 - RasgoQL (🥉12 · ⭐ 270 · 💀) - Write python locally, execute SQL in your data warehouse.
❗️AGPL-3.0
File Formats
XlsxWriter (🥉37 · ⭐ 3.4K) - A Python module for creating Excel XLSX files. BSD-2
Code Inspection
typing_inspect (🥉26 · ⭐ 310) - Runtime inspection utilities for Python typing module. MIT
Show 2 hidden projects...
- importlib-resources (🥈31 · ⭐ 54) - Backport of the importlib.resources module.
Apache-2 - entrypoints (🥉24 · ⭐ 72 · 💀) - Discover and load entry points from installed packages.
MIT
General Utilities
more-itertools (🥇39 · ⭐ 3.3K) - More routines for operating on iterables, beyond itertools. MIT
python-dependency-injector (🥈32 · ⭐ 3.3K · 💤) - Dependency injection framework for Python. BSD-3
ubelt (🥉24 · ⭐ 700) - A Python utility library with a stdlib like feel and extra batteries... Apache-2
Show 5 hidden projects...
- retrying (🥉27 · ⭐ 1.9K · 💀) - Retrying is an Apache 2.0 licensed general-purpose retrying..
Apache-2 - ratelimit (🥉24 · ⭐ 680 · 💀) - API Rate Limit Decorator.
MIT - CommonRegex (🥉23 · ⭐ 1.5K · 💀) - A collection of common regular expressions bundled with an easy..
MIT - pinject (🥉23 · ⭐ 1.3K · 💀) - A pythonic dependency injection library.
Apache-2 - pampy (🥉22 · ⭐ 3.5K · 💀) - Pampy: The Pattern Matching for Python you always dreamed of.
MIT
Python Implementations
micropython (🥈35 · ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0
pyston (🥉22 · ⭐ 2.5K · 💤) - A faster and highly-compatible implementation of the Python.. Apache-2
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GitHub (👨💻 1K · 🔀 89 · 📥 22K · 📋 100 - 45% open · ⏱️ 28.02.2023):
git clone https://github.com/pyston/pyston
Show 3 hidden projects...
Others
cookiecutter (🥇41 · ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3
pyscaffold (🥉29 · ⭐ 1.9K) - Python project template generator with batteries included. MIT
pyscreenshot (🥉26 · ⭐ 480 · 💤) - Python screenshot library, replacement for the Pillow.. BSD-2
Send2Trash (🥉26 · ⭐ 250) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3
python-mss (🥉25 · ⭐ 900) - An ultra fast cross-platform multiple screenshots module in pure.. MIT
Show 4 hidden projects...
- powerline-shell (🥉27 · ⭐ 6.1K · 💀) - A beautiful and useful prompt for your shell.
MIT - openpyxl (🥉26 · ⭐ 64) - A Python library to read/write Excel 2010 xlsx/xlsm files.
MIT - pluginbase (🥉24 · ⭐ 1.1K · 💀) - A simple but flexible plugin system for Python.
BSD-3 - macropy (🥉22 · ⭐ 3.2K · 💀) - Macros in Python: quasiquotes, case classes, LINQ and more!.
MIT
Related Resources
- Best-of lists: Discover other best-of lists with awesome open-source projects on all kinds of topics.
- best-of-ml-python: A ranked list of awesome machine learning Python libraries.
- best-of-web-python: A ranked list of awesome Python libraries for web development.
- best-of-python-dev: A ranked list of awesome Python developer tools and libraries.
- awesome-python: A curated list of awesome Python frameworks, libraries, software and resources.
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