Best-of Python

🏆 A ranked list of awesome Python open-source libraries & tools. Updated weekly.

This curated list contains 310 awesome open-source projects with a total of 1.1M stars grouped into 26 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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Data Serialization 16 projects
Data Structures 15 projects
Data Validation 14 projects
Algorithms & Design Patterns 4 projects
Date & Time Utilities 9 projects
File & Path Utilities 10 projects
Compatiblity 7 projects
Cryptography 7 projects
Infrastructure & DevOps 18 projects
Process Utilities 4 projects
Asynchronous Programming 7 projects
Configuration 8 projects
CLI Development 19 projects
Development Tools 1 projects
Data Caching 6 projects
GUI Development 10 projects
Computer & Machine Vision 1 projects
Machine Learning & Data Engineering 1 projects
Text Data 11 projects
Web Development 1 projects
Database Clients 64 projects
Data Loading & Extraction 28 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

Data Serialization

protobuf (🥇49 · ⭐ 54K) - Protocol Buffers - Googles data interchange format. BSD-3

GitHub (👨‍💻 950 · 🔀 14K · 📥 35M · 📦 210K · 📋 5K - 19% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/protocolbuffers/protobuf
```
PyPi (📥 77M / month · 📦 14K · ⏱️ 06.04.2022):
```
 pip install protobuf
```
Conda (📥 7.9M · ⏱️ 10.04.2022):
```
 conda install -c conda-forge protobuf
```
npm (📥 4.1M / month · 📦 2.6K · ⏱️ 06.04.2022):
```
 npm install google-protobuf
```

flatbuffers (🥇41 · ⭐ 18K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2

GitHub (👨‍💻 560 · 🔀 2.7K · 📥 51K · 📦 2.1K · 📋 1.9K - 6% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/google/flatbuffers
```
PyPi (📥 6.4M / month · 📦 200 · ⏱️ 10.05.2021):
```
 pip install flatbuffers
```

Conda (📥 340K · ⏱️ 04.03.2022):

 conda install -c conda-forge flatbuffers

npm (📥 260K / month · 📦 220 · ⏱️ 25.02.2022):
```
 npm install flatbuffers
```

marshmallow (🥈38 · ⭐ 6K) - A lightweight library for converting complex objects to and from.. MIT

GitHub (👨‍💻 200 · 🔀 600 · 📦 45K · 📋 1.1K - 12% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/marshmallow-code/marshmallow
```
PyPi (📥 16M / month · 📦 10K · ⏱️ 12.03.2022):
```
 pip install marshmallow
```

Conda (📥 1M · ⏱️ 16.03.2022):

 conda install -c conda-forge marshmallow

ultrajson (🥈36 · ⭐ 3.7K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3

GitHub (👨‍💻 80 · 🔀 350 · 📋 330 - 11% open · ⏱️ 18.04.2022):
```
 git clone https://github.com/ultrajson/ultrajson
```
PyPi (📥 11M / month · 📦 4.2K · ⏱️ 05.04.2022):
```
 pip install ujson
```
Conda (📥 1.9M · ⏱️ 07.04.2022):
```
 conda install -c conda-forge ujson
```

simplejson (🥈36 · ⭐ 1.5K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT

GitHub (👨‍💻 37 · 🔀 310 · 📥 5.7K · 📦 81K · 📋 190 - 9% open · ⏱️ 16.11.2021):
```
 git clone https://github.com/simplejson/simplejson
```
PyPi (📥 15M / month · 📦 21K · ⏱️ 16.11.2021):
```
 pip install simplejson
```

Conda (📥 1.6M · ⏱️ 03.04.2022):

 conda install -c conda-forge simplejson

orjson (🥈33 · ⭐ 3.1K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2

GitHub (👨‍💻 14 · 🔀 110 · 📦 13K · 📋 210 - 2% open · ⏱️ 15.04.2022):
```
 git clone https://github.com/ijl/orjson
```
PyPi (📥 3.6M / month · 📦 470 · ⏱️ 15.04.2022):
```
 pip install orjson
```
Conda (📥 320K · ⏱️ 16.04.2022):
```
 conda install -c conda-forge orjson
```

msgpack (🥈32 · ⭐ 1.6K · 📉) - MessagePack serializer implementation for Python.. Apache-2

GitHub (👨‍💻 71 · 🔀 200 · 📥 890 · 📋 250 - 3% open · ⏱️ 14.03.2022):
```
 git clone https://github.com/msgpack/msgpack-python
```
PyPi (📥 18M / month · 📦 1.9K · ⏱️ 24.11.2021):
```
 pip install msgpack
```

Conda (📥 6.4M · ⏱️ 31.03.2022):

 conda install -c conda-forge msgpack-python

cloudpickle (🥈32 · ⭐ 1.2K) - Extended pickling support for Python objects. BSD-3

GitHub (👨‍💻 49 · 🔀 120 · 📥 19 · 📦 51K · 📋 220 - 33% open · ⏱️ 21.03.2022):
```
 git clone https://github.com/cloudpipe/cloudpickle
```
PyPi (📥 21M / month · 📦 2.5K · ⏱️ 10.09.2021):
```
 pip install cloudpickle
```

Conda (📥 7.2M · ⏱️ 10.09.2021):

 conda install -c conda-forge cloudpickle

jsonpickle (🥈32 · ⭐ 1K) - Python library for serializing any arbitrary object graph into JSON... BSD-3

GitHub (👨‍💻 63 · 🔀 150 · 📋 260 - 25% open · ⏱️ 02.03.2022):
```
 git clone https://github.com/jsonpickle/jsonpickle
```
PyPi (📥 10M / month · 📦 2.2K · ⏱️ 14.01.2022):
```
 pip install jsonpickle
```

Conda (📥 830K · ⏱️ 14.01.2022):

 conda install -c conda-forge jsonpickle

dill (🥉31 · ⭐ 1.6K) - serialize all of python. BSD-3

GitHub (👨‍💻 32 · 🔀 140 · 📥 260K · 📋 390 - 38% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/uqfoundation/dill
```
PyPi (📥 16M / month · 📦 3.3K · ⏱️ 13.06.2021):
```
 pip install dill
```
Conda (📥 1.7M · ⏱️ 12.11.2021):
```
 conda install -c conda-forge dill
```

srsly (🥉30 · ⭐ 260) - Modern high-performance serialization utilities for Python (JSON,.. MIT

GitHub (👨‍💻 11 · 🔀 25 · 📦 18K · ⏱️ 12.04.2022):
```
 git clone https://github.com/explosion/srsly
```
PyPi (📥 4M / month · 📦 260 · ⏱️ 13.04.2022):
```
 pip install srsly
```
Conda (📥 740K · ⏱️ 14.04.2022):
```
 conda install -c conda-forge srsly
```

python-rapidjson (🥉27 · ⭐ 450) - Python wrapper around rapidjson. MIT

GitHub (👨‍💻 18 · 🔀 39 · 📦 2.3K · 📋 99 - 10% open · ⏱️ 19.02.2022):
```
 git clone https://github.com/python-rapidjson/python-rapidjson
```
PyPi (📥 730K / month · 📦 240 · ⏱️ 19.02.2022):
```
 pip install python-rapidjson
```

Conda (📥 930K · ⏱️ 19.02.2022):

 conda install -c conda-forge python-rapidjson

pysimdjson (🥉25 · ⭐ 520) - Python bindings for the simdjson project. MIT

GitHub (👨‍💻 12 · 🔀 41 · 📦 250 · 📋 74 - 16% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/TkTech/pysimdjson
```
PyPi (📥 140K / month · 📦 15 · ⏱️ 06.12.2021):
```
 pip install pysimdjson
```

Conda (📥 20K · ⏱️ 09.04.2022):

 conda install -c conda-forge pysimdjson

hickle (🥉25 · ⭐ 410) - a HDF5-based python pickle replacement. MIT

GitHub (👨‍💻 22 · 🔀 65 · 📦 360 · 📋 98 - 7% open · ⏱️ 19.12.2021):
```
 git clone https://github.com/telegraphic/hickle
```
PyPi (📥 4.3K / month · 📦 83 · ⏱️ 17.12.2021):
```
 pip install hickle
```
Conda (📥 18K · ⏱️ 11.07.2019):
```
 conda install -c conda-forge hickle
```

rtoml (🥉18 · ⭐ 140) - A better TOML library for python implemented in rust. MIT

GitHub (👨‍💻 9 · 🔀 18 · 📦 34 · 📋 9 - 55% open · ⏱️ 22.03.2022):
```
 git clone https://github.com/samuelcolvin/rtoml
```
PyPi (📥 9.1K / month · 📦 11 · ⏱️ 05.12.2021):
```
 pip install rtoml
```

Show 1 hidden projects...

pyasn1 (🥉31 · ⭐ 210 · 💀) - Generic ASN.1 library for Python. BSD-2

Data Structures

pyrsistent (🥇35 · ⭐ 1.7K) - Persistent/Immutable/Functional data structures for Python. MIT

GitHub (👨‍💻 63 · 🔀 120 · 📦 140K · 📋 150 - 10% open · ⏱️ 23.02.2022):
```
 git clone https://github.com/tobgu/pyrsistent
```
PyPi (📥 32M / month · 📦 2K · ⏱️ 14.01.2022):
```
 pip install pyrsistent
```

Conda (📥 8.9M · ⏱️ 03.04.2022):

 conda install -c conda-forge pyrsistent

multidict (🥇31 · ⭐ 290) - The multidict implementation. Apache-2

GitHub (👨‍💻 41 · 🔀 71 · 📥 2.5K · 📋 130 - 9% open · ⏱️ 13.04.2022):
```
 git clone https://github.com/aio-libs/multidict
```
PyPi (📥 67M / month · 📦 3K · ⏱️ 24.01.2022):
```
 pip install multidict
```

Conda (📥 4.3M · ⏱️ 02.04.2022):

 conda install -c conda-forge multidict

python-sortedcontainers (🥈30 · ⭐ 2.5K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2

GitHub (👨‍💻 20 · 🔀 160 · 📋 150 - 13% open · ⏱️ 13.10.2021):
```
 git clone https://github.com/grantjenks/python-sortedcontainers
```
PyPi (📥 17M / month · 📦 2K · ⏱️ 16.05.2021):
```
 pip install sortedcontainers
```

Conda (📥 5.8M · ⏱️ 17.05.2021):

 conda install -c conda-forge sortedcontainers

bidict (🥈30 · ⭐ 1.1K) - The bidirectional mapping library for Python. MPL-2.0

GitHub (👨‍💻 12 · 🔀 47 · 📦 7K · 📋 47 - 2% open · ⏱️ 03.04.2022):
```
 git clone https://github.com/jab/bidict
```
PyPi (📥 710K / month · 📦 410 · ⏱️ 23.03.2022):
```
 pip install bidict
```
Conda (📥 120K · ⏱️ 24.03.2022):
```
 conda install -c conda-forge bidict
```

sqlitedict (🥈28 · ⭐ 820) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2

GitHub (👨‍💻 34 · 🔀 110 · 📦 1.6K · 📋 88 - 31% open · ⏱️ 04.03.2022):
```
 git clone https://github.com/RaRe-Technologies/sqlitedict
```
PyPi (📥 150K / month · 📦 190 · ⏱️ 04.03.2022):
```
 pip install sqlitedict
```

Conda (📥 28K · ⏱️ 04.03.2022):

 conda install -c conda-forge sqlitedict

python-benedict (🥈28 · ⭐ 370) - dict subclass with keylist/keypath support, normalized I/O.. MIT

GitHub (👨‍💻 3 · 🔀 25 · 📦 790 · 📋 66 - 12% open · ⏱️ 18.04.2022):
```
 git clone https://github.com/fabiocaccamo/python-benedict
```
PyPi (📥 460K / month · 📦 11 · ⏱️ 17.02.2022):
```
 pip install python-benedict
```

Conda (📥 42K · ⏱️ 21.02.2022):

 conda install -c conda-forge python-benedict

ordered-set (🥈28 · ⭐ 150) - A mutable set that remembers the order of its entries. One of Pythons.. MIT

GitHub (👨‍💻 18 · 🔀 36 · 📋 37 - 5% open · ⏱️ 26.01.2022):
```
 git clone https://github.com/rspeer/ordered-set
```
PyPi (📥 4.7M / month · 📦 280 · ⏱️ 26.01.2022):
```
 pip install ordered-set
```

Conda (📥 140K · ⏱️ 26.01.2022):

 conda install -c conda-forge ordered-set

glom (🥉27 · ⭐ 1.5K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3

GitHub (👨‍💻 19 · 🔀 50 · 📦 420 · 📋 160 - 59% open · ⏱️ 24.01.2022):
```
 git clone https://github.com/mahmoud/glom
```
PyPi (📥 800K / month · 📦 76 · ⏱️ 24.01.2022):
```
 pip install glom
```
Conda (📥 9.1K · ⏱️ 11.11.2020):
```
 conda install -c conda-forge glom
```

immutables (🥉27 · ⭐ 950) - A high-performance immutable mapping type for Python. Apache-2

GitHub (👨‍💻 13 · 🔀 47 · 📦 3.9K · 📋 37 - 21% open · ⏱️ 26.03.2022):
```
 git clone https://github.com/MagicStack/immutables
```
PyPi (📥 1.5M / month · 📦 99 · ⏱️ 26.03.2022):
```
 pip install immutables
```

Conda (📥 800K · ⏱️ 12.04.2022):

 conda install -c conda-forge immutables

python-box (🥉26 · ⭐ 2K) - Python dictionaries with advanced dot notation access. MIT

GitHub (👨‍💻 1 · 🔀 82 · 📥 30 · 📋 140 - 11% open · ⏱️ 02.04.2022):
```
 git clone https://github.com/cdgriffith/Box
```
PyPi (📥 1.3M / month · 📦 270 · ⏱️ 02.04.2022):
```
 pip install python-box
```

Conda (📥 240K · ⏱️ 02.04.2022):

 conda install -c conda-forge python-box

janus (🥉26 · ⭐ 590) - Thread-safe asyncio-aware queue for Python. Apache-2

GitHub (👨‍💻 23 · 🔀 33 · 📋 34 - 5% open · ⏱️ 15.04.2022):
```
 git clone https://github.com/aio-libs/janus
```
PyPi (📥 250K / month · 📦 92 · ⏱️ 17.12.2021):
```
 pip install janus
```
Conda (📥 8.5K · ⏱️ 17.12.2021):
```
 conda install -c conda-forge janus
```

Show 4 hidden projects...

addict (🥈28 · ⭐ 2.2K · 💀) - The Python Dict thats better than heroin. MIT
munch (🥉27 · ⭐ 580 · 💀) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT
anytree (🥉26 · ⭐ 680 · 💀) - Python tree data library. Apache-2
cleverdict (🥉18 · ⭐ 86) - A JSON-friendly data structure which allows both object attributes and.. MIT

Data Validation

pydantic (🥇40 · ⭐ 9.7K) - Data parsing and validation using Python type hints. MIT

GitHub (👨‍💻 260 · 🔀 890 · 📦 63K · 📋 1.8K - 26% open · ⏱️ 04.04.2022):
```
 git clone https://github.com/samuelcolvin/pydantic
```
PyPi (📥 21M / month · 📦 2.6K · ⏱️ 31.12.2021):
```
 pip install pydantic
```
Conda (📥 1.8M · ⏱️ 05.04.2022):
```
 conda install -c conda-forge pydantic
```

jsonschema (🥇38 · ⭐ 3.6K) - An implementation of the JSON Schema specification for Python. MIT

GitHub (👨‍💻 99 · 🔀 500 · 📦 210K · 📋 650 - 10% open · ⏱️ 15.04.2022):
```
 git clone https://github.com/Julian/jsonschema
```
PyPi (📥 36M / month · 📦 18K · ⏱️ 12.01.2022):
```
 pip install jsonschema
```

Conda (📥 11M · ⏱️ 12.01.2022):

 conda install -c conda-forge jsonschema

voluptuous (🥈34 · ⭐ 1.7K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3

GitHub (👨‍💻 88 · 🔀 200 · 📦 4.7K · 📋 240 - 17% open · ⏱️ 07.04.2022):
```
 git clone https://github.com/alecthomas/voluptuous
```
PyPi (📥 1.3M / month · 📦 1.3K · ⏱️ 07.04.2022):
```
 pip install voluptuous
```

Conda (📥 160K · ⏱️ 07.04.2022):

 conda install -c conda-forge voluptuous

cerberus (🥈33 · ⭐ 2.7K · 💤) - Lightweight, extensible data validation library for Python. ISC

GitHub (👨‍💻 62 · 🔀 220 · 📦 11K · 📋 330 - 11% open · ⏱️ 05.05.2021):
```
 git clone https://github.com/pyeve/cerberus
```
PyPi (📥 3.2M / month · 📦 1K · ⏱️ 05.05.2021):
```
 pip install cerberus
```
Conda (📥 190K · ⏱️ 10.12.2021):
```
 conda install -c conda-forge cerberus
```

schema (🥈33 · ⭐ 2.6K) - Schema validation just got Pythonic. MIT

GitHub (👨‍💻 62 · 🔀 180 · 📦 3.9K · 📋 150 - 53% open · ⏱️ 01.12.2021):
```
 git clone https://github.com/keleshev/schema
```
PyPi (📥 3.6M / month · 📦 780 · ⏱️ 01.12.2021):
```
 pip install schema
```
Conda (📥 45K · ⏱️ 02.12.2021):
```
 conda install -c conda-forge schema
```

schematics (🥈30 · ⭐ 2.5K · 💤) - Python Data Structures for Humans. BSD-3

GitHub (👨‍💻 120 · 🔀 300 · 📦 1.1K · 📋 340 - 31% open · ⏱️ 17.08.2021):
```
 git clone https://github.com/schematics/schematics
```
PyPi (📥 150K / month · 📦 380 · ⏱️ 17.08.2021):
```
 pip install schematics
```

Conda (📥 23K · ⏱️ 17.07.2019):

 conda install -c conda-forge schematics

validators (🥉29 · ⭐ 580) - Python Data Validation for Humans. MIT

GitHub (👨‍💻 38 · 🔀 100 · 📦 36K · 📋 130 - 75% open · ⏱️ 11.11.2021):
```
 git clone https://github.com/kvesteri/validators
```
PyPi (📥 2.9M / month · 📦 1.4K · ⏱️ 18.12.2020):
```
 pip install validators
```

Conda (📥 83K · ⏱️ 18.12.2020):

 conda install -c conda-forge validators

param (🥉29 · ⭐ 270) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3

GitHub (👨‍💻 30 · 🔀 53 · 📦 3.3K · 📋 330 - 40% open · ⏱️ 11.04.2022):
```
 git clone https://github.com/holoviz/param
```
PyPi (📥 540K / month · 📦 130 · ⏱️ 31.03.2022):
```
 pip install param
```
Conda (📥 500K · ⏱️ 31.03.2022):
```
 conda install -c conda-forge param
```

strictyaml (🥉26 · ⭐ 1K) - Type-safe YAML parser and validator. MIT

GitHub (👨‍💻 19 · 🔀 47 · 📦 640 · 📋 140 - 53% open · ⏱️ 05.12.2021):
```
 git clone https://github.com/crdoconnor/strictyaml
```
PyPi (📥 72K / month · 📦 98 · ⏱️ 28.11.2021):
```
 pip install strictyaml
```

Conda (📥 130K · ⏱️ 28.11.2021):

 conda install -c conda-forge strictyaml

typical (🥉18 · ⭐ 150) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT

GitHub (👨‍💻 8 · 🔀 9 · 📋 95 - 13% open · ⏱️ 01.02.2022):
```
 git clone https://github.com/seandstewart/typical
```
PyPi (📥 5.8K / month · 📦 3 · ⏱️ 23.12.2021):
```
 pip install typical
```
Conda (📥 5.5K · ⏱️ 23.12.2021):
```
 conda install -c conda-forge typical
```

validr (🥉16 · ⭐ 210) - A simple, fast, extensible python library for data validation. MIT

GitHub (👨‍💻 7 · 🔀 11 · 📋 23 - 13% open · ⏱️ 22.03.2022):
```
 git clone https://github.com/guyskk/validr
```
PyPi (📥 7.5K / month · 📦 4 · ⏱️ 10.03.2021):
```
 pip install validr
```

Show 3 hidden projects...

python-email-validator (🥉24 · ⭐ 550) - A robust email syntax and deliverability validation.. ❗️CC0-1.0
valideer (🥉21 · ⭐ 250 · 💀) - Lightweight data validation and adaptation Python library. MIT
dataklasses (🥉5 · ⭐ 710 · 🐣) - A different spin on dataclasses. ❗Unlicensed

Algorithms & Design Patterns

🔗 python-patterns ( ⭐ 31K) - Collection of design patterns/idioms in Python.

transitions (🥇31 · ⭐ 4.3K) - A lightweight, object-oriented finite state machine implementation.. MIT

GitHub (👨‍💻 71 · 🔀 480 · 📦 2.3K · 📋 400 - 1% open · ⏱️ 08.03.2022):
```
 git clone https://github.com/pytransitions/transitions
```
PyPi (📥 250K / month · 📦 250 · ⏱️ 24.02.2022):
```
 pip install transitions
```

Conda (📥 140K · ⏱️ 24.02.2022):

 conda install -c conda-forge transitions

algorithms (🥉30 · ⭐ 21K) - Minimal examples of data structures and algorithms in Python. MIT

GitHub (👨‍💻 190 · 🔀 4.1K · 📦 64 · 📋 260 - 63% open · ⏱️ 20.03.2022):
```
 git clone https://github.com/keon/algorithms
```
PyPi (📥 2.7K / month · 📦 14 · ⏱️ 04.10.2020):
```
 pip install algorithms
```

Conda (📥 600 · ⏱️ 23.04.2021):

 conda install -c conda-forge algorithms

Show 1 hidden projects...

PyPattyrn (🥉19 · ⭐ 1.5K · 💀) - A simple library for implementing common design patterns. MIT

Date & Time Utilities

python-dateutil (🥇38 · ⭐ 1.8K) - Useful extensions to the standard Python datetime features. Apache-2

GitHub (👨‍💻 130 · 🔀 390 · 📥 35K · 📦 690K · 📋 650 - 42% open · ⏱️ 18.04.2022):
```
 git clone https://github.com/dateutil/dateutil
```
PyPi (📥 150M / month · 📦 65K · ⏱️ 15.12.2021):
```
 pip install python-dateutil
```

Conda (📥 24M · ⏱️ 14.07.2021):

 conda install -c conda-forge python-dateutil

arrow (🥈37 · ⭐ 7.8K) - Better dates & times for Python. Apache-2

GitHub (👨‍💻 260 · 🔀 610 · 📦 27K · 📋 460 - 14% open · ⏱️ 18.02.2022):
```
 git clone https://github.com/arrow-py/arrow
```
PyPi (📥 6.4M / month · 📦 4.5K · ⏱️ 27.01.2022):
```
 pip install arrow
```
Conda (📥 930K · ⏱️ 27.01.2022):
```
 conda install -c conda-forge arrow
```

dateparser (🥈34 · ⭐ 2K) - python parser for human readable dates. BSD-3

GitHub (👨‍💻 110 · 🔀 390 · 📦 12K · 📋 640 - 47% open · ⏱️ 17.03.2022):
```
 git clone https://github.com/scrapinghub/dateparser
```
PyPi (📥 5.2M / month · 📦 1.1K · ⏱️ 17.03.2022):
```
 pip install dateparser
```

Conda (📥 65K · ⏱️ 18.03.2022):

 conda install -c conda-forge dateparser

holidays (🥈32 · ⭐ 760) - Generate and work with holidays in Python. MIT

GitHub (👨‍💻 180 · 🔀 310 · 📥 160 · 📋 270 - 6% open · ⏱️ 15.02.2022):
```
 git clone https://github.com/dr-prodigy/python-holidays
```
PyPi (📥 3.9M / month · 📦 360 · ⏱️ 15.02.2022):
```
 pip install holidays
```
Conda (📥 1.2M · ⏱️ 15.02.2022):
```
 conda install -c conda-forge holidays
```

pytz (🥈32 · ⭐ 200) - pytz Python historical timezone library and database. MIT

GitHub (👨‍💻 16 · 🔀 61 · 📦 1M · 📋 50 - 42% open · ⏱️ 20.03.2022):
```
 git clone https://github.com/stub42/pytz
```
PyPi (📥 91M / month · 📦 82K · ⏱️ 20.03.2022):
```
 pip install pytz
```
Conda (📥 22M · ⏱️ 22.03.2022):
```
 conda install -c conda-forge pytz
```

pendulum (🥉30 · ⭐ 4.8K · 📉) - Python datetimes made easy. MIT

GitHub (👨‍💻 73 · 🔀 280 · 📋 440 - 47% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/sdispater/pendulum
```
PyPi (📥 6.9M / month · 📦 850 · ⏱️ 24.07.2020):
```
 pip install pendulum
```
Conda (📥 460K · ⏱️ 06.04.2022):
```
 conda install -c conda-forge pendulum
```

isodate (🥉30 · ⭐ 110) - ISO 8601 date/time parser. BSD-3

GitHub (👨‍💻 24 · 🔀 41 · 📦 20K · 📋 33 - 39% open · ⏱️ 13.03.2022):
```
 git clone https://github.com/gweis/isodate
```
PyPi (📥 49M / month · 📦 2.1K · ⏱️ 13.12.2021):
```
 pip install isodate
```
Conda (📥 1.8M · ⏱️ 15.12.2021):
```
 conda install -c conda-forge isodate
```

tzlocal (🥉29 · ⭐ 150) - A Python module that tries to figure out what your local timezone is. MIT

GitHub (👨‍💻 25 · 🔀 52 · 📋 68 - 1% open · ⏱️ 14.04.2022):
```
 git clone https://github.com/regebro/tzlocal
```
PyPi (📥 24M / month · 📦 3.6K · ⏱️ 02.04.2022):
```
 pip install tzlocal
```
Conda (📥 960K · ⏱️ 03.04.2022):
```
 conda install -c conda-forge tzlocal
```

parsedatetime (🥉28 · ⭐ 640) - Parse human-readable date/time strings. Apache-2

GitHub (👨‍💻 55 · 🔀 100 · 📦 4.2K · 📋 160 - 39% open · ⏱️ 20.11.2021):
```
 git clone https://github.com/bear/parsedatetime
```
PyPi (📥 4.1M / month · 📦 1.2K · ⏱️ 31.05.2020):
```
 pip install parsedatetime
```

Conda (📥 110K · ⏱️ 10.06.2020):

 conda install -c conda-forge parsedatetime

File & Path Utilities

filesystem_spec (🥇37 · ⭐ 400) - A specification that python filesystems should adhere to. BSD-3

GitHub (👨‍💻 130 · 🔀 180 · 📦 27K · 📋 440 - 37% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/fsspec/filesystem_spec
```
PyPi (📥 33M / month · 📦 350 · ⏱️ 31.03.2022):
```
 pip install fsspec
```
Conda (📥 5.4M · ⏱️ 01.04.2022):
```
 conda install -c conda-forge fsspec
```

watchdog (🥈36 · ⭐ 5.2K) - Python library and shell utilities to monitor filesystem events. Apache-2

GitHub (👨‍💻 130 · 🔀 630 · 📦 53K · 📋 580 - 30% open · ⏱️ 25.03.2022):
```
 git clone https://github.com/gorakhargosh/watchdog
```
PyPi (📥 5.9M / month · 📦 7.8K · ⏱️ 25.03.2022):
```
 pip install watchdog
```
Conda (📥 1M · ⏱️ 02.04.2022):
```
 conda install -c conda-forge watchdog
```

pyfilesystem2 (🥈32 · ⭐ 1.7K) - Pythons Filesystem abstraction layer. MIT

GitHub (👨‍💻 45 · 🔀 170 · 📋 340 - 23% open · ⏱️ 13.03.2022):
```
 git clone https://github.com/pyfilesystem/pyfilesystem2
```
PyPi (📥 500K / month · 📦 550 · ⏱️ 07.02.2022):
```
 pip install fs
```
Conda (📥 430K · ⏱️ 02.03.2022):
```
 conda install -c conda-forge fs
```

aiofiles (🥉30 · ⭐ 1.9K) - File support for asyncio. Apache-2

GitHub (👨‍💻 25 · 🔀 130 · 📋 89 - 48% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/Tinche/aiofiles
```
PyPi (📥 4.6M / month · 📦 1.4K · ⏱️ 27.11.2021):
```
 pip install aiofiles
```
Conda (📥 210K · ⏱️ 15.12.2021):
```
 conda install -c conda-forge aiofiles
```

filelock (🥉30 · ⭐ 400) - A platform-independent file lock for Python. Unlicense

GitHub (👨‍💻 23 · 🔀 69 · 📋 72 - 22% open · ⏱️ 11.04.2022):
```
 git clone https://github.com/tox-dev/py-filelock
```
PyPi (📥 38M / month · 📦 2.2K · ⏱️ 17.02.2022):
```
 pip install filelock
```
Conda (📥 6.2M · ⏱️ 17.02.2022):
```
 conda install -c conda-forge filelock
```

scandir (🥉29 · ⭐ 500) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3

GitHub (👨‍💻 22 · 🔀 62 · 📦 13K · 📋 100 - 10% open · ⏱️ 23.01.2022):
```
 git clone https://github.com/benhoyt/scandir
```
PyPi (📥 4.3M / month · 📦 2.2K · ⏱️ 09.03.2019):
```
 pip install scandir
```
Conda (📥 1.2M · ⏱️ 08.04.2022):
```
 conda install -c conda-forge scandir
```

path (🥉28 · ⭐ 980) - Object-oriented file system path manipulation. MIT

GitHub (👨‍💻 46 · 🔀 140 · 📋 130 - 0% open · ⏱️ 25.02.2022):
```
 git clone https://github.com/jaraco/path
```
PyPi (📥 740K / month · 📦 96 · ⏱️ 25.02.2022):
```
 pip install path
```
Conda (📥 210K · ⏱️ 06.04.2022):
```
 conda install -c conda-forge path
```

Show 3 hidden projects...

appdirs (🥈32 · ⭐ 860 · 💀) - A small Python module for determining appropriate platform-specific.. MIT
zipp (🥉28 · ⭐ 25) - Backport of pathlib-compatible object wrapper for zip files. MIT
Unipath (🥉23 · ⭐ 500 · 💀) - An object-oriented approach to Python file/directory operations. MIT

Compatiblity

future (🥇37 · ⭐ 1.1K) - Easy, clean, reliable Python 2/3 compatibility. MIT

GitHub (👨‍💻 110 · 🔀 260 · 📦 210K · 📋 380 - 48% open · ⏱️ 30.11.2021):
```
 git clone https://github.com/PythonCharmers/python-future
```
PyPi (📥 34M / month · 📦 17K · ⏱️ 31.10.2019):
```
 pip install future
```
Conda (📥 6.1M · ⏱️ 03.04.2022):
```
 conda install -c conda-forge future
```

six (🥈35 · ⭐ 870) - Python 2 and 3 compatibility library. MIT

GitHub (👨‍💻 65 · 🔀 230 · 📦 1.2M · 📋 280 - 38% open · ⏱️ 21.11.2021):
```
 git clone https://github.com/benjaminp/six
```
PyPi (📥 150M / month · 📦 130K · ⏱️ 05.05.2021):
```
 pip install six
```
Conda (📥 23M · ⏱️ 05.05.2021):
```
 conda install -c conda-forge six
```

typing (🥈34 · ⭐ 1.2K) - Python static typing home. Contains the source for.. Python-2.0

GitHub (👨‍💻 87 · 🔀 200 · 📋 670 - 13% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/python/typing
```
PyPi (📥 9.2M / month · 📦 5.7K · ⏱️ 01.05.2021):
```
 pip install typing
```
Conda (📥 880K · ⏱️ 01.05.2021):
```
 conda install -c conda-forge typing
```

dataclasses (🥉27 · ⭐ 530) - A backport of the dataclasses module for Python 3.6. Apache-2

GitHub (👨‍💻 12 · 🔀 45 · 📦 32K · 📋 120 - 8% open · ⏱️ 22.03.2022):
```
 git clone https://github.com/ericvsmith/dataclasses
```
PyPi (📥 11M / month · 📦 1.6K · ⏱️ 13.11.2020):
```
 pip install dataclasses
```

Conda (📥 5M · ⏱️ 14.08.2021):

 conda install -c conda-forge dataclasses

futures (🥉27 · ⭐ 220) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0

GitHub (👨‍💻 19 · 🔀 46 · 📦 30K · 📋 71 - 8% open · ⏱️ 11.01.2022):
```
 git clone https://github.com/agronholm/pythonfutures
```
PyPi (📥 13M / month · 📦 8K · ⏱️ 09.10.2021):
```
 pip install futures
```
Conda (📥 1.2M · ⏱️ 18.03.2020):
```
 conda install -c conda-forge futures
```

Show 2 hidden projects...

pathlib2 (🥉29 · ⭐ 69) - Backport of pathlib aiming to support the full stdlib Python API. MIT
contextlib2 (🥉25 · ⭐ 34) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

Cryptography

cryptography (🥇43 · ⭐ 4.7K) - cryptography is a package designed to expose cryptographic.. BSD-3

GitHub (👨‍💻 260 · 🔀 1K · 📦 260K · 📋 2K - 3% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/pyca/cryptography
```
PyPi (📥 100M / month · 📦 20K · ⏱️ 15.03.2022):
```
 pip install cryptography
```

Conda (📥 21M · ⏱️ 04.04.2022):

 conda install -c conda-forge cryptography

pycryptodomex (🥈37 · ⭐ 2K) - A self-contained cryptographic library for Python. BSD-3

GitHub (👨‍💻 120 · 🔀 350 · 📦 41K · 📋 470 - 13% open · ⏱️ 19.03.2022):
```
 git clone https://github.com/Legrandin/pycryptodome
```
PyPi (📥 22M / month · 📦 1.1K · ⏱️ 04.02.2022):
```
 pip install pycryptodomex
```

Conda (📥 580K · ⏱️ 08.04.2022):

 conda install -c conda-forge pycryptodomex

asn1crypto (🥈35 · ⭐ 260) - Python ASN.1 library with a focus on performance and a pythonic API. MIT

GitHub (👨‍💻 37 · 🔀 110 · 📦 88K · 📋 150 - 19% open · ⏱️ 18.03.2022):
```
 git clone https://github.com/wbond/asn1crypto
```
PyPi (📥 29M / month · 📦 7K · ⏱️ 15.03.2022):
```
 pip install asn1crypto
```

Conda (📥 6.5M · ⏱️ 15.03.2022):

 conda install -c conda-forge asn1crypto

tink (🥉33 · ⭐ 12K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2

GitHub (👨‍💻 100 · 🔀 1.1K · 📥 960 · 📦 23 · 📋 420 - 29% open · ⏱️ 08.04.2022):
```
 git clone https://github.com/google/tink
```
PyPi (📥 270K / month · 📦 2 · ⏱️ 10.08.2021):
```
 pip install tink
```
npm (📥 670 / month · ⏱️ 25.08.2020):
```
 npm install tink-crypto
```

bcrypt (🥉32 · ⭐ 850) - Modern(-ish) password hashing for your software and your servers. Apache-2

GitHub (👨‍💻 30 · 🔀 110 · 📋 93 - 2% open · ⏱️ 15.04.2022):
```
 git clone https://github.com/pyca/bcrypt
```
PyPi (📥 28M / month · 📦 7.8K · ⏱️ 16.08.2020):
```
 pip install bcrypt
```
Conda (📥 1.7M · ⏱️ 05.04.2022):
```
 conda install -c conda-forge bcrypt
```

keyring (🥉32 · ⭐ 830) - Store and access your passwords safely. MIT

GitHub (👨‍💻 100 · 🔀 120 · 📋 440 - 8% open · ⏱️ 03.04.2022):
```
 git clone https://github.com/jaraco/keyring
```
PyPi (📥 22M / month · 📦 3.6K · ⏱️ 02.01.2022):
```
 pip install keyring
```
Conda (📥 1.5M · ⏱️ 20.04.2022):
```
 conda install -c conda-forge keyring
```

rsa (🥉30 · ⭐ 370) - Python-RSA is a pure-Python RSA implementation. Apache-2

GitHub (👨‍💻 38 · 🔀 85 · 📋 110 - 16% open · ⏱️ 13.03.2022):
```
 git clone https://github.com/sybrenstuvel/python-rsa
```
PyPi (📥 100M / month · 📦 6.8K · ⏱️ 24.11.2021):
```
 pip install rsa
```
Conda (📥 5.9M · ⏱️ 24.11.2021):
```
 conda install -c conda-forge rsa
```

Infrastructure & DevOps

ansible (🥇48 · ⭐ 53K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0

GitHub (👨‍💻 6.5K · 🔀 22K · 📦 21K · 📋 31K - 3% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/ansible/ansible
```
PyPi (📥 5.2M / month · 📦 4.1K · ⏱️ 13.04.2022):
```
 pip install ansible
```
Conda (📥 550K · ⏱️ 06.04.2022):
```
 conda install -c conda-forge ansible
```

awscli (🥇44 · ⭐ 12K) - Universal Command Line Interface for Amazon Web Services. Apache-2

GitHub (👨‍💻 370 · 🔀 3.2K · 📥 830 · 📦 1 · 📋 4K - 15% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/aws/aws-cli
```
PyPi (📥 140M / month · 📦 3K · ⏱️ 20.04.2022):
```
 pip install awscli
```
Conda (📥 11M · ⏱️ 21.04.2022):
```
 conda install -c conda-forge awscli
```

botocore (🥇44 · ⭐ 1.1K) - The low-level, core functionality of boto 3. Apache-2

GitHub (👨‍💻 170 · 🔀 900 · 📦 130K · 📋 930 - 16% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/boto/botocore
```
PyPi (📥 210M / month · 📦 8K · ⏱️ 20.04.2022):
```
 pip install botocore
```
Conda (📥 13M · ⏱️ 20.04.2022):
```
 conda install -c conda-forge botocore
```

docker-compose (🥈42 · ⭐ 26K) - Define and run multi-container applications with Docker. Apache-2

GitHub (👨‍💻 430 · 🔀 4.3K · 📥 160M · 📦 8.9K · 📋 6.4K - 12% open · ⏱️ 14.04.2022):
```
 git clone https://github.com/docker/compose
```
PyPi (📥 1.9M / month · 📦 1.2K · ⏱️ 10.05.2021):
```
 pip install docker-compose
```

Conda (📥 190K · ⏱️ 22.03.2022):

 conda install -c conda-forge docker-compose

paramiko (🥈41 · ⭐ 7.6K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1

GitHub (👨‍💻 170 · 🔀 1.8K · 📦 56K · 📋 1.6K - 58% open · ⏱️ 25.03.2022):
```
 git clone https://github.com/paramiko/paramiko
```
PyPi (📥 27M / month · 📦 13K · ⏱️ 18.03.2022):
```
 pip install paramiko
```
Conda (📥 1.7M · ⏱️ 19.03.2022):
```
 conda install -c conda-forge paramiko
```

pulumi (🥈40 · ⭐ 12K) - Pulumi - Developer-First Infrastructure as Code. Your Cloud, Your.. Apache-2

GitHub (👨‍💻 160 · 🔀 650 · 📥 18K · 📦 1.4K · 📋 4.7K - 29% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/pulumi/pulumi
```
PyPi (📥 140K / month · 📦 110 · ⏱️ 21.04.2022):
```
 pip install pulumi
```
npm (📥 580K / month · 📦 370 · ⏱️ 21.04.2022):
```
 npm install @pulumi/pulumi
```

docker (🥈39 · ⭐ 5.6K) - A Python library for the Docker Engine API. Apache-2

GitHub (👨‍💻 400 · 🔀 1.5K · 📦 36K · 📋 1.5K - 28% open · ⏱️ 14.10.2021):
```
 git clone https://github.com/docker/docker-py
```
PyPi (📥 27M / month · 📦 3.2K · ⏱️ 07.10.2021):
```
 pip install docker
```

Conda (📥 2M · ⏱️ 07.12.2021):

 conda install -c conda-forge docker-py

fabric (🥉37 · ⭐ 13K) - Simple, Pythonic remote execution and deployment. BSD-2

GitHub (👨‍💻 130 · 🔀 1.9K · 📋 1.7K - 25% open · ⏱️ 07.04.2022):
```
 git clone https://github.com/fabric/fabric
```
PyPi (📥 1.4M / month · 📦 320 · ⏱️ 26.03.2022):
```
 pip install fabric
```
Conda (📥 46K · ⏱️ 28.03.2022):
```
 conda install -c conda-forge fabric
```

kubernetes (🥉37 · ⭐ 4.7K) - Official Python client library for kubernetes. Apache-2

GitHub (👨‍💻 150 · 🔀 2.6K · 📋 1.1K - 9% open · ⏱️ 08.04.2022):
```
 git clone https://github.com/kubernetes-client/python
```
PyPi (📥 9.9M / month · 📦 1.1K · ⏱️ 28.02.2022):
```
 pip install kubernetes
```

Conda (📥 270K · ⏱️ 17.03.2022):

 conda install -c conda-forge kubernetes

netmiko (🥉37 · ⭐ 2.7K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT

GitHub (👨‍💻 200 · 🔀 1K · 📦 2.3K · 📋 1.7K - 14% open · ⏱️ 15.04.2022):
```
 git clone https://github.com/ktbyers/netmiko
```
PyPi (📥 130K / month · 📦 240 · ⏱️ 23.03.2022):
```
 pip install netmiko
```

schedule (🥉35 · ⭐ 9.6K) - Python job scheduling for humans. MIT

GitHub (👨‍💻 51 · 🔀 810 · 📦 17K · 📋 370 - 30% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/dbader/schedule
```
PyPi (📥 1.6M / month · 📦 1.3K · ⏱️ 10.04.2021):
```
 pip install schedule
```
Conda (📥 13K · ⏱️ 10.04.2021):
```
 conda install -c conda-forge schedule
```

plumbum (🥉33 · ⭐ 2.4K) - Plumbum: Shell Combinators. MIT

GitHub (👨‍💻 100 · 🔀 170 · 📋 330 - 35% open · ⏱️ 30.03.2022):
```
 git clone https://github.com/tomerfiliba/plumbum
```
PyPi (📥 1.9M / month · 📦 440 · ⏱️ 23.12.2021):
```
 pip install plumbum
```
Conda (📥 760K · ⏱️ 23.12.2021):
```
 conda install -c conda-forge plumbum
```

pyinfra (🥉32 · ⭐ 1.5K · 📈) - pyinfra automates infrastructure super fast at massive scale. It can.. MIT

GitHub (👨‍💻 64 · 🔀 260 · 📦 48 · 📋 580 - 17% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/Fizzadar/pyinfra
```
PyPi (📥 17K / month · 📦 10 · ⏱️ 20.04.2022):
```
 pip install pyinfra
```

Show 5 hidden projects...

sshtunnel (🥉28 · ⭐ 960 · 💀) - SSH tunnels to remote server. MIT
storm (🥉25 · ⭐ 3.9K · 💀) - Manage your SSH like a boss. MIT
fabtools (🥉25 · ⭐ 1.3K · 💀) - Tools for writing awesome Fabric files. BSD-2
parallel-ssh (🥉25 · ⭐ 1K) - Asynchronous parallel SSH client library. ❗️LGPL-2.1
wssh (🥉17 · ⭐ 1.3K · 💀) - SSH to WebSockets Bridge. MIT

Process Utilities

supervisor (🥇37 · ⭐ 7.3K) - Supervisor process control system for UNIX. ❗️Repoze Public License

GitHub (👨‍💻 160 · 🔀 1.2K · 📦 7K · 📋 1.1K - 12% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/Supervisor/supervisor
```
PyPi (📥 1.4M / month · 📦 1.9K · ⏱️ 30.12.2021):
```
 pip install supervisor
```

Conda (📥 190K · ⏱️ 12.04.2022):

 conda install -c conda-forge supervisor

pexpect (🥈36 · ⭐ 2.2K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC

GitHub (👨‍💻 94 · 🔀 440 · 📥 4.2K · 📦 180K · 📋 440 - 39% open · ⏱️ 06.02.2022):
```
 git clone https://github.com/pexpect/pexpect
```
PyPi (📥 22M / month · 📦 16K · ⏱️ 15.12.2021):
```
 pip install pexpect
```
Conda (📥 7.3M · ⏱️ 12.10.2020):
```
 conda install -c conda-forge pexpect
```

sh (🥉33 · ⭐ 6.2K) - Python process launching. MIT

GitHub (👨‍💻 82 · 🔀 450 · 📦 9K · 📋 410 - 2% open · ⏱️ 12.11.2021):
```
 git clone https://github.com/amoffat/sh
```
PyPi (📥 2.5M / month · 📦 2.5K · ⏱️ 15.12.2021):
```
 pip install sh
```
Conda (📥 120K · ⏱️ 09.04.2022):
```
 conda install -c conda-forge sh
```

ptyprocess (🥉25 · ⭐ 170) - Run a subprocess in a pseudo terminal. ISC

GitHub (👨‍💻 16 · 🔀 62 · 📋 34 - 50% open · ⏱️ 31.10.2021):
```
 git clone https://github.com/pexpect/ptyprocess
```
PyPi (📥 22M / month · 📦 13K · ⏱️ 28.12.2020):
```
 pip install ptyprocess
```

Conda (📥 7.1M · ⏱️ 31.12.2020):

 conda install -c conda-forge ptyprocess

Asynchronous Programming

greenlet (🥇37 · ⭐ 1.3K) - Lightweight in-process concurrent programming. MIT

GitHub (👨‍💻 62 · 🔀 210 · 📦 130K · 📋 170 - 10% open · ⏱️ 24.03.2022):
```
 git clone https://github.com/python-greenlet/greenlet
```
PyPi (📥 36M / month · 📦 10K · ⏱️ 24.03.2022):
```
 pip install greenlet
```
Conda (📥 2.9M · ⏱️ 02.04.2022):
```
 conda install -c conda-forge greenlet
```

uvloop (🥈35 · ⭐ 8.5K · 💤) - Ultra fast asyncio event loop. MIT

GitHub (👨‍💻 42 · 🔀 460 · 📥 350 · 📦 42K · 📋 280 - 19% open · ⏱️ 10.08.2021):
```
 git clone https://github.com/MagicStack/uvloop
```
PyPi (📥 7.6M / month · 📦 1.6K · ⏱️ 10.08.2021):
```
 pip install uvloop
```
Conda (📥 420K · ⏱️ 02.11.2021):
```
 conda install -c conda-forge uvloop
```

anyio (🥈28 · ⭐ 860) - High level asynchronous concurrency and networking framework that works on.. MIT

GitHub (👨‍💻 26 · 🔀 64 · 📋 230 - 14% open · ⏱️ 15.03.2022):
```
 git clone https://github.com/agronholm/anyio
```
PyPi (📥 10M / month · 📦 150 · ⏱️ 11.01.2022):
```
 pip install anyio
```
Conda (📥 1.5M · ⏱️ 11.01.2022):
```
 conda install -c conda-forge anyio
```

aiomisc (🥉23 · ⭐ 250) - aiomisc - miscellaneous utils for asyncio. MIT

GitHub (👨‍💻 13 · 🔀 17 · 📦 180 · 📋 15 - 33% open · ⏱️ 05.04.2022):
```
 git clone https://github.com/aiokitchen/aiomisc
```
PyPi (📥 10K / month · 📦 28 · ⏱️ 05.04.2022):
```
 pip install aiomisc
```

unsync (🥉19 · ⭐ 720) - Unsynchronize asyncio. MIT

GitHub (👨‍💻 11 · 🔀 47 · 📦 110 · 📋 28 - 21% open · ⏱️ 06.02.2022):
```
 git clone https://github.com/alex-sherman/unsync
```
PyPi (📥 7.1K / month · 📦 8 · ⏱️ 21.10.2021):
```
 pip install unsync
```
Conda (📥 4.1K · ⏱️ 29.03.2021):
```
 conda install -c conda-forge unsync
```

asyncer (🥉15 · ⭐ 610 · 🐣) - Asyncer, async and await, focused on developer experience. MIT

GitHub (👨‍💻 7 · 🔀 22 · 📋 5 - 60% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/tiangolo/asyncer
```
PyPi (📥 22K / month · ⏱️ 04.01.2022):
```
 pip install asyncer
```
Conda (📥 130 · ⏱️ 10.01.2022):
```
 conda install -c conda-forge asyncer
```

Show 1 hidden projects...

stopit (🥉20 · ⭐ 94 · 💀) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

Configuration

python-dotenv (🥇37 · ⭐ 4.9K) - Reads key-value pairs from a .env file and can set them as.. BSD-3

GitHub (👨‍💻 75 · 🔀 300 · 📦 220K · 📋 220 - 15% open · ⏱️ 17.04.2022):
```
 git clone https://github.com/theskumar/python-dotenv
```
PyPi (📥 14M / month · 📦 6.4K · ⏱️ 24.03.2022):
```
 pip install python-dotenv
```

Conda (📥 1.4M · ⏱️ 24.03.2022):

 conda install -c conda-forge python-dotenv

traitlets (🥈36 · ⭐ 490) - A lightweight Traits like module. BSD-3

GitHub (👨‍💻 100 · 🔀 170 · 📦 220K · 📋 250 - 35% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/ipython/traitlets
```
PyPi (📥 16M / month · 📦 14K · ⏱️ 15.12.2021):
```
 pip install traitlets
```

Conda (📥 11M · ⏱️ 26.10.2021):

 conda install -c conda-forge traitlets

Dynaconf (🥈33 · ⭐ 2.3K) - Configuration Management for Python. MIT

GitHub (👨‍💻 86 · 🔀 200 · 📦 2.6K · 📋 350 - 30% open · ⏱️ 15.04.2022):
```
 git clone https://github.com/rochacbruno/dynaconf
```
PyPi (📥 980K / month · 📦 170 · ⏱️ 15.04.2022):
```
 pip install dynaconf
```
Conda (📥 11K · ⏱️ 19.04.2022):
```
 conda install -c conda-forge dynaconf
```

python-decouple (🥉32 · ⭐ 2.1K) - Strict separation of config from code. MIT

GitHub (👨‍💻 30 · 🔀 150 · 📥 7 · 📦 63K · 📋 75 - 8% open · ⏱️ 02.02.2022):
```
 git clone https://github.com/henriquebastos/python-decouple
```
PyPi (📥 1.1M / month · 📦 3.2K · ⏱️ 02.02.2022):
```
 pip install python-decouple
```

Conda (📥 39K · ⏱️ 02.02.2022):

 conda install -c conda-forge python-decouple

omegaconf (🥉32 · ⭐ 1.1K) - Flexible Python configuration system. The last one you will ever need. BSD-3

GitHub (👨‍💻 23 · 🔀 60 · 📦 3.8K · 📋 440 - 13% open · ⏱️ 13.04.2022):
```
 git clone https://github.com/omry/omegaconf
```
PyPi (📥 2.2M / month · 📦 140 · ⏱️ 13.04.2022):
```
 pip install omegaconf
```

Conda (📥 480K · ⏱️ 17.04.2022):

 conda install -c conda-forge omegaconf

hydra (🥉30 · ⭐ 5.8K) - Hydra is a framework for elegantly configuring complex applications. MIT

GitHub (👨‍💻 89 · 🔀 450 · 📦 8 · 📋 1.1K - 12% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/facebookresearch/hydra
```
PyPi (📥 9.6K / month · 📦 6 · ⏱️ 03.08.2016):
```
 pip install hydra
```

Conda (📥 360K · ⏱️ 20.08.2021):

 conda install -c conda-forge hydra-core

gin-config (🥉28 · ⭐ 1.5K) - Gin provides a lightweight configuration framework for Python. Apache-2

GitHub (👨‍💻 22 · 🔀 96 · 📦 3.8K · 📋 79 - 51% open · ⏱️ 22.03.2022):
```
 git clone https://github.com/google/gin-config
```
PyPi (📥 370K / month · 📦 77 · ⏱️ 03.11.2021):
```
 pip install gin-config
```

Conda (📥 4.7K · ⏱️ 07.01.2022):

 conda install -c conda-forge gin-config

Show 1 hidden projects...

configobj (🥉29 · ⭐ 270 · 💀) - Python 3+ compatible port of the configobj library. BSD-3

CLI Development

click (🥇46 · ⭐ 12K) - Python composable command line interface toolkit. BSD-3

GitHub (👨‍💻 330 · 🔀 1.2K · 📦 790K · 📋 1.3K - 4% open · ⏱️ 01.04.2022):
```
 git clone https://github.com/pallets/click
```
PyPi (📥 120M / month · 📦 69K · ⏱️ 31.03.2022):
```
 pip install click
```
Conda (📥 14M · ⏱️ 01.04.2022):
```
 conda install -c conda-forge click
```

rich (🥇43 · ⭐ 37K · 📈) - Rich is a Python library for rich text and beautiful formatting in the.. MIT

GitHub (👨‍💻 160 · 🔀 1.2K · 📦 16K · 📋 790 - 6% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/Textualize/rich
```
PyPi (📥 6.2M / month · 📦 1.7K · ⏱️ 05.04.2022):
```
 pip install rich
```
Conda (📥 800K · ⏱️ 06.04.2022):
```
 conda install -c conda-forge rich
```

python-prompt-toolkit (🥈37 · ⭐ 7.6K) - Library for building powerful interactive command.. BSD-3

GitHub (👨‍💻 210 · 🔀 610 · 📋 1K - 49% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/prompt-toolkit/python-prompt-toolkit
```
PyPi (📥 19M / month · 📦 3.3K · ⏱️ 03.10.2019):
```
 pip install prompt_toolkit
```

Conda (📥 6.5M · ⏱️ 05.04.2022):

 conda install -c conda-forge prompt-toolkit

colorama (🥈36 · ⭐ 2.8K) - Simple cross-platform colored terminal text in Python. BSD-3

GitHub (👨‍💻 45 · 🔀 200 · 📦 360K · 📋 240 - 50% open · ⏱️ 29.03.2022):
```
 git clone https://github.com/tartley/colorama
```
PyPi (📥 97M / month · 📦 19K · ⏱️ 13.10.2020):
```
 pip install colorama
```
Conda (📥 9.3M · ⏱️ 16.10.2020):
```
 conda install -c conda-forge colorama
```

python-fire (🥈35 · ⭐ 22K) - Python Fire is a library for automatically generating command.. Apache-2

GitHub (👨‍💻 49 · 🔀 1.3K · 📦 12K · 📋 260 - 40% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/google/python-fire
```
PyPi (📥 3.2M / month · 📦 1.3K · ⏱️ 22.01.2021):
```
 pip install fire
```
Conda (📥 180K · ⏱️ 22.01.2021):
```
 conda install -c conda-forge fire
```

emoji (🥈35 · ⭐ 1.4K) - emoji terminal output for Python. BSD-3

GitHub (👨‍💻 55 · 🔀 240 · 📦 37K · 📋 120 - 13% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/carpedm20/emoji
```
PyPi (📥 4.6M / month · 📦 1.3K · ⏱️ 08.03.2022):
```
 pip install emoji
```
Conda (📥 21K · ⏱️ 08.03.2022):
```
 conda install -c conda-forge emoji
```

Typer (🥈32 · ⭐ 7.6K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT

GitHub (👨‍💻 9 · 🔀 280 · 📋 280 - 64% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/tiangolo/typer
```
PyPi (📥 6.1M / month · 📦 1K · ⏱️ 30.03.2022):
```
 pip install typer
```
Conda (📥 420K · ⏱️ 30.03.2022):
```
 conda install -c conda-forge typer
```

argcomplete (🥈32 · ⭐ 1.1K) - Python and tab completion, better together. Apache-2

GitHub (👨‍💻 56 · 🔀 100 · 📥 160 · 📦 17K · 📋 200 - 21% open · ⏱️ 03.01.2022):
```
 git clone https://github.com/kislyuk/argcomplete
```
PyPi (📥 14M / month · 📦 1.8K · ⏱️ 03.01.2022):
```
 pip install argcomplete
```

Conda (📥 520K · ⏱️ 04.01.2022):

 conda install -c conda-forge argcomplete

asciimatics (🥉29 · ⭐ 3K) - A cross platform package to do curses-like operations, plus.. Apache-2

GitHub (👨‍💻 40 · 🔀 220 · 📦 640 · 📋 270 - 8% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/peterbrittain/asciimatics
```
PyPi (📥 9.7K / month · 📦 110 · ⏱️ 05.04.2021):
```
 pip install asciimatics
```

Conda (📥 91K · ⏱️ 15.11.2021):

 conda install -c conda-forge asciimatics

wcwidth (🥉29 · ⭐ 280 · 💤) - Python library that measures the width of unicode strings rendered to.. MIT

GitHub (👨‍💻 11 · 🔀 43 · 📦 270K · 📋 32 - 37% open · ⏱️ 28.09.2021):
```
 git clone https://github.com/jquast/wcwidth
```
PyPi (📥 22M / month · 📦 13K · ⏱️ 23.06.2020):
```
 pip install wcwidth
```
Conda (📥 9.7M · ⏱️ 24.09.2020):
```
 conda install -c conda-forge wcwidth
```

ConfigArgParse (🥉28 · ⭐ 590) - A drop-in replacement for argparse that allows options to also be.. MIT

GitHub (👨‍💻 48 · 🔀 99 · 📦 7.3K · 📋 180 - 34% open · ⏱️ 06.10.2021):
```
 git clone https://github.com/bw2/ConfigArgParse
```
PyPi (📥 1.9M / month · 📦 1.4K · ⏱️ 03.10.2021):
```
 pip install configargparse
```

Conda (📥 280K · ⏱️ 04.10.2021):

 conda install -c conda-forge configargparse

cleo (🥉27 · ⭐ 830 · 💤) - Cleo allows you to create beautiful and testable command-line interfaces. MIT

GitHub (👨‍💻 6 · 🔀 54 · 📋 92 - 70% open · ⏱️ 30.07.2021):
```
 git clone https://github.com/sdispater/cleo
```
PyPi (📥 5.8M / month · 📦 200 · ⏱️ 30.07.2021):
```
 pip install cleo
```
Conda (📥 99K · ⏱️ 26.01.2022):
```
 conda install -c conda-forge cleo
```

questionary (🥉26 · ⭐ 850) - Python library to build pretty command line user prompts Easy to use.. MIT

GitHub (👨‍💻 32 · 🔀 55 · 📋 95 - 24% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/tmbo/questionary
```
PyPi (📥 1.5M / month · 📦 180 · ⏱️ 15.07.2021):
```
 pip install questionary
```

Conda (📥 6.3K · ⏱️ 14.03.2022):

 conda install -c conda-forge questionary

Show 6 hidden projects...

docopt (🥈35 · ⭐ 7.6K · 💀) - Pythonic command line arguments parser, that will make you smile. MIT
blessings (🥉29 · ⭐ 1.3K · 💀) - A thin, practical wrapper around terminal capabilities in Python. MIT
clint (🥉24 · ⭐ 70 · 💀) - Python Command-line Application Tools. ISC
bashplotlib (🥉21 · ⭐ 1.6K · 💀) - plotting in the terminal. MIT
docopt-ng (🥉19 · ⭐ 77) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT
colout (🥉18 · ⭐ 1.1K · 💀) - Color text streams with a polished command line interface. ❗️GPL-3.0

Development Tools

🔗 best-of-python-dev ( ⭐ 450) - A ranked list of awesome python developer tools and libraries. Updated..

Data Caching

cachetools (🥇31 · ⭐ 1.3K) - Extensible memoizing collections and decorators. MIT

GitHub (👨‍💻 7 · 🔀 130 · 📋 210 - 5% open · ⏱️ 06.03.2022):
```
 git clone https://github.com/tkem/cachetools
```
PyPi (📥 60M / month · 📦 2.9K · ⏱️ 21.12.2021):
```
 pip install cachetools
```

Conda (📥 4.5M · ⏱️ 28.12.2021):

 conda install -c conda-forge cachetools

pylibmc (🥈28 · ⭐ 450) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3

GitHub (👨‍💻 49 · 🔀 120 · 📦 3.9K · 📋 190 - 13% open · ⏱️ 26.10.2021):
```
 git clone https://github.com/lericson/pylibmc
```
PyPi (📥 160K / month · 📦 2.4K · ⏱️ 15.08.2019):
```
 pip install pylibmc
```
Conda (📥 170K · ⏱️ 13.04.2022):
```
 conda install -c conda-forge pylibmc
```

beaker (🥉27 · ⭐ 480) - WSGI middleware for sessions and caching. BSD-3

GitHub (👨‍💻 86 · 🔀 130 · 📦 3.4K · 📋 120 - 54% open · ⏱️ 07.12.2021):
```
 git clone https://github.com/bbangert/beaker
```
PyPi (📥 280K / month · 📦 1.4K · ⏱️ 26.08.2019):
```
 pip install beaker
```
Conda (📥 59K · ⏱️ 27.08.2019):
```
 conda install -c conda-forge beaker
```

aiocache (🥉26 · ⭐ 660) - Asyncio cache manager for redis, memcached and memory. BSD-3

GitHub (👨‍💻 31 · 🔀 100 · 📦 750 · 📋 260 - 19% open · ⏱️ 14.03.2022):
```
 git clone https://github.com/aio-libs/aiocache
```
PyPi (📥 120K / month · 📦 94 · ⏱️ 31.07.2019):
```
 pip install aiocache
```

cachier (🥉23 · ⭐ 400) - Persistent, stale-free, local and cross-machine caching for Python.. MIT

GitHub (👨‍💻 14 · 🔀 45 · 📦 250 · 📋 50 - 40% open · ⏱️ 16.01.2022):
```
 git clone https://github.com/shaypal5/cachier
```
PyPi (📥 11K / month · 📦 21 · ⏱️ 25.11.2021):
```
 pip install cachier
```

Show 1 hidden projects...

cached-property (🥈30 · ⭐ 650 · 💀) - A decorator for caching properties in classes. BSD-3

GUI Development

🔗 best-of-web-python - Web UI ( ⭐ 1.5K) - Collection of libraries to implement web-based UIs.

kivy (🥇41 · ⭐ 15K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT

GitHub (👨‍💻 560 · 🔀 2.9K · 📥 26K · 📦 6.7K · 📋 4.6K - 19% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/kivy/kivy
```
PyPi (📥 61K / month · 📦 570 · ⏱️ 06.03.2022):
```
 pip install kivy
```
Conda (📥 230K · ⏱️ 13.04.2022):
```
 conda install -c conda-forge kivy
```

PySimpleGUI (🥈38 · ⭐ 9.8K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0

GitHub (👨‍💻 18 · 🔀 1.5K · 📦 4.9K · 📋 2.7K - 23% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/PySimpleGUI/PySimpleGUI
```
PyPi (📥 130K / month · 📦 220 · ⏱️ 06.04.2022):
```
 pip install pysimplegui
```

Conda (📥 49K · ⏱️ 16.04.2022):

 conda install -c conda-forge pysimplegui

DearPyGui (🥈32 · ⭐ 7.6K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT

GitHub (👨‍💻 39 · 🔀 380 · 📦 330 · 📋 930 - 16% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/hoffstadt/DearPyGui
```
PyPi (📥 8.6K / month · 📦 13 · ⏱️ 01.04.2022):
```
 pip install dearpygui
```

Eel (🥈29 · ⭐ 4.9K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT

GitHub (👨‍💻 38 · 🔀 490 · 📦 3.4K · 📋 450 - 30% open · ⏱️ 19.10.2021):
```
 git clone https://github.com/ChrisKnott/Eel
```
PyPi (📥 44K / month · 📦 60 · ⏱️ 17.08.2020):
```
 pip install eel
```

toga (🥈29 · ⭐ 3.1K) - A Python native, OS native GUI toolkit. BSD-3

GitHub (👨‍💻 210 · 🔀 520 · 📋 580 - 24% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/beeware/toga
```
PyPi (📥 1.4K / month · 📦 32 · ⏱️ 19.02.2022):
```
 pip install toga
```
npm (📥 29 / month · ⏱️ 23.04.2017):
```
 npm install @pybee/toga
```

Gooey (🥉28 · ⭐ 16K) - Turn (almost) any Python command line program into a full GUI application.. MIT

GitHub (👨‍💻 100 · 🔀 820 · 📥 220 · 📦 540 · 📋 560 - 20% open · ⏱️ 04.02.2022):
```
 git clone https://github.com/chriskiehl/Gooey
```
PyPi (📥 4.1K / month · 📦 66 · ⏱️ 29.01.2022):
```
 pip install gooey
```
Conda (📥 44K · ⏱️ 29.12.2021):
```
 conda install -c conda-forge gooey
```

flexx (🥉28 · ⭐ 2.9K) - Write desktop and web apps in pure Python. BSD-2

GitHub (👨‍💻 37 · 🔀 260 · 📦 100 · 📋 440 - 19% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/flexxui/flexx
```
PyPi (📥 1K / month · 📦 21 · ⏱️ 12.04.2022):
```
 pip install flexx
```
Conda (📥 86K · ⏱️ 12.04.2022):
```
 conda install -c conda-forge flexx
```

Show 2 hidden projects...

enaml (🥉27 · ⭐ 1.2K) - Declarative User Interfaces for Python. ❗Unlicensed
Phoenix (🥉26 · ⭐ 1.8K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows

Computer & Machine Vision

🔗 best-of-ml-python - Computer Vision ( ⭐ 6.5K) - Collection of computer vision and image processing..

Machine Learning & Data Engineering

🔗 best-of-ml-python ( ⭐ 6.5K) - A ranked list of awesome machine learning Python libraries. Updated..

Text Data

🔗 best-of-ml-python - NLP ( ⭐ 6.5K) - Collection of text processing and NLP libraries.

phonenumbers (🥇34 · ⭐ 3K) - Python port of Googles libphonenumber. Apache-2

GitHub (👨‍💻 25 · 🔀 380 · 📋 140 - 3% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/daviddrysdale/python-phonenumbers
```
PyPi (📥 3.7M / month · 📦 1.3K · ⏱️ 01.04.2022):
```
 pip install phonenumbers
```

Conda (📥 540K · ⏱️ 01.04.2022):

 conda install -c conda-forge phonenumbers

chardet (🥈33 · ⭐ 1.7K) - Python character encoding detector. ❗️LGPL-2.1

GitHub (👨‍💻 44 · 🔀 230 · 📋 120 - 49% open · ⏱️ 22.10.2021):
```
 git clone https://github.com/chardet/chardet
```
PyPi (📥 61M / month · 📦 39K · ⏱️ 10.12.2020):
```
 pip install chardet
```
Conda (📥 16M · ⏱️ 05.04.2022):
```
 conda install -c conda-forge chardet
```
npm (📥 14 / month · 📦 1 · ⏱️ 20.08.2017):
```
 npm install @pypi/chardet
```

humanize (🥈32 · ⭐ 1.6K) - python humanize functions. MIT

GitHub (👨‍💻 63 · 🔀 160 · 📋 83 - 25% open · ⏱️ 14.04.2022):
```
 git clone https://github.com/jmoiron/humanize
```
PyPi (📥 3.2M / month · 📦 1.8K · ⏱️ 13.02.2022):
```
 pip install humanize
```
Conda (📥 220K · ⏱️ 13.02.2022):
```
 conda install -c conda-forge humanize
```

python-slugify (🥈32 · ⭐ 1.2K) - Returns unicode slugs. MIT

GitHub (👨‍💻 30 · 🔀 89 · 📋 55 - 9% open · ⏱️ 26.02.2022):
```
 git clone https://github.com/un33k/python-slugify
```
PyPi (📥 6.2M / month · 📦 2.6K · ⏱️ 26.02.2022):
```
 pip install python-slugify
```

Conda (📥 730K · ⏱️ 27.02.2022):

 conda install -c conda-forge python-slugify

inflect (🥉30 · ⭐ 630) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT

GitHub (👨‍💻 41 · 🔀 72 · 📋 84 - 17% open · ⏱️ 06.04.2022):
```
 git clone https://github.com/jaraco/inflect
```
PyPi (📥 1.4M / month · 📦 880 · ⏱️ 06.04.2022):
```
 pip install inflect
```
Conda (📥 200K · ⏱️ 06.04.2022):
```
 conda install -c conda-forge inflect
```

pyahocorasick (🥉28 · ⭐ 700) - Python module (C extension and plain python) implementing Aho-.. BSD-3

GitHub (👨‍💻 24 · 🔀 100 · 📦 1K · 📋 120 - 18% open · ⏱️ 05.03.2022):
```
 git clone https://github.com/WojciechMula/pyahocorasick
```
PyPi (📥 380K / month · 📦 92 · ⏱️ 20.02.2022):
```
 pip install pyahocorasick
```

Conda (📥 140K · ⏱️ 15.04.2022):

 conda install -c conda-forge pyahocorasick

Show 4 hidden projects...

awesome-slugify (🥉21 · ⭐ 460 · 💀) - Python flexible slugify function. ❗️GPL-3.0
price-parser (🥉20 · ⭐ 230 · 💀) - Extract price amount and currency symbol from a raw text.. BSD-3
coolname (🥉19 · ⭐ 89 · 💤) - Random Name and Slug Generator. BSD-2
millify (🥉16 · ⭐ 57 · 💀) - Convert long numbers into a human-readable format in Python. MIT

Web Development

🔗 best-of-web-python ( ⭐ 1.5K) - A ranked list of awesome python libraries for web development. Updated..

Database Clients

Libraries for connecting to, operating, and querying databases.

boto3 (🥇45 · ⭐ 7.2K) - AWS SDK for Python. Apache-2

GitHub (👨‍💻 130 · 🔀 1.5K · 📦 170K · 📋 2.7K - 10% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/boto/boto3
```
PyPi (📥 260M / month · 📦 16K · ⏱️ 20.04.2022):
```
 pip install boto3
```
Conda (📥 9.2M · ⏱️ 21.04.2022):
```
 conda install -c conda-forge boto3
```

SQLAlchemy (🥇44 · ⭐ 5.3K) - The Database Toolkit for Python. MIT

GitHub (👨‍💻 540 · 🔀 850 · 📥 37K · 📦 380K · 📋 6.6K - 3% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/sqlalchemy/sqlalchemy
```
PyPi (📥 48M / month · 📦 45K · ⏱️ 06.04.2022):
```
 pip install SQLAlchemy
```

Conda (📥 7.1M · ⏱️ 12.04.2022):

 conda install -c conda-forge sqlalchemy

redis (🥇43 · ⭐ 10K) - Redis Python Client. MIT

GitHub (👨‍💻 320 · 🔀 2.1K · 📦 140K · 📋 1.1K - 10% open · ⏱️ 18.04.2022):
```
 git clone https://github.com/redis/redis-py
```
PyPi (📥 23M / month · 📦 27K · ⏱️ 04.04.2022):
```
 pip install redis
```
Conda (📥 670K · ⏱️ 11.04.2022):
```
 conda install -c conda-forge redis-py
```

azure-storage-blob (🥇42 · ⭐ 2.7K) - This repository is for active development of the Azure SDK.. MIT

GitHub (👨‍💻 410 · 🔀 1.7K · 📦 1.9K · 📋 6.8K - 13% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/Azure/azure-sdk-for-python
```
PyPi (📥 37M / month · 📦 500 · ⏱️ 14.04.2022):
```
 pip install azure-storage-blob
```

Conda (📥 390K · ⏱️ 28.03.2022):

 conda install -c conda-forge azure-storage-blob

peewee (🥇40 · ⭐ 9.1K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT

GitHub (👨‍💻 150 · 🔀 1.3K · 📦 16K · 📋 2.1K - 0% open · ⏱️ 06.04.2022):
```
 git clone https://github.com/coleifer/peewee
```
PyPi (📥 910K / month · 📦 3.6K · ⏱️ 07.03.2022):
```
 pip install peewee
```
Conda (📥 380K · ⏱️ 10.04.2022):
```
 conda install -c conda-forge peewee
```

google-cloud-storage (🥇40 · ⭐ 3.9K · 📉) - Google Cloud Client Library for Python. Apache-2

GitHub (👨‍💻 320 · 🔀 1.4K · 📋 3.4K - 0% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/googleapis/google-cloud-python
```
PyPi (📥 38M / month · 📦 1.7K · ⏱️ 13.04.2022):
```
 pip install google-cloud-storage
```

Conda (📥 1.4M · ⏱️ 14.02.2022):

 conda install -c conda-forge google-cloud-storage

MongoEngine (🥇39 · ⭐ 3.7K) - A Python Object-Document-Mapper for working with MongoDB. MIT

GitHub (👨‍💻 370 · 🔀 1.2K · 📦 16K · 📋 1.6K - 22% open · ⏱️ 21.03.2022):
```
 git clone https://github.com/MongoEngine/mongoengine
```
PyPi (📥 950K / month · 📦 3.5K · ⏱️ 21.03.2022):
```
 pip install mongoengine
```

Conda (📥 150K · ⏱️ 21.02.2022):

 conda install -c conda-forge mongoengine

elasticsearch (🥇39 · ⭐ 3.6K) - Official Elasticsearch client library for Python. Apache-2

GitHub (👨‍💻 180 · 🔀 1.1K · 📥 1.6K · 📦 28K · 📋 960 - 3% open · ⏱️ 13.04.2022):
```
 git clone https://github.com/elastic/elasticsearch-py
```
PyPi (📥 12M / month · 📦 5.9K · ⏱️ 31.03.2022):
```
 pip install elasticsearch
```

Conda (📥 530K · ⏱️ 01.04.2022):

 conda install -c conda-forge elasticsearch

PyMySQL (🥈38 · ⭐ 6.9K · 📈) - Pure Python MySQL Client. MIT

GitHub (👨‍💻 110 · 🔀 1.3K · 📦 120K · 📋 600 - 4% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/PyMySQL/PyMySQL
```
PyPi (📥 23M / month · 📦 10K · ⏱️ 09.01.2021):
```
 pip install PyMySQL
```
Conda (📥 580K · ⏱️ 09.01.2021):
```
 conda install -c conda-forge pymysql
```

pymongo (🥈38 · ⭐ 3.6K) - PyMongo - the Python driver for MongoDB. Apache-2

GitHub (👨‍💻 190 · 🔀 1K · ⏱️ 20.04.2022):

 git clone https://github.com/mongodb/mongo-python-driver

PyPi (📥 19M / month · 📦 19K · ⏱️ 13.04.2022):
```
 pip install pymongo
```
Conda (📥 610K · ⏱️ 14.04.2022):
```
 conda install -c conda-forge pymongo
```

kafka-python (🥈37 · ⭐ 4.8K) - Python client for Apache Kafka. Apache-2

GitHub (👨‍💻 210 · 🔀 1.2K · 📥 1.7K · 📦 10K · 📋 1.4K - 15% open · ⏱️ 27.03.2022):
```
 git clone https://github.com/dpkp/kafka-python
```
PyPi (📥 6.7M / month · 📦 1.3K · ⏱️ 30.09.2020):
```
 pip install kafka-python
```

Conda (📥 280K · ⏱️ 30.09.2020):

 conda install -c conda-forge kafka-python

python-bigquery (🥈37 · ⭐ 410) - Google BigQuery API client library. Apache-2

GitHub (👨‍💻 110 · 🔀 170 · 📦 12K · 📋 440 - 15% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/googleapis/python-bigquery
```
PyPi (📥 35M / month · 📦 970 · ⏱️ 06.04.2022):
```
 pip install google-cloud-bigquery
```

Conda (📥 1.7M · ⏱️ 30.03.2022):

 conda install -c conda-forge google-cloud-bigquery

confluent-kafka-python (🥈36 · ⭐ 2.7K) - Confluents Kafka Python Client. Apache-2

GitHub (👨‍💻 90 · 🔀 720 · 📦 3.6K · 📋 980 - 24% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/confluentinc/confluent-kafka-python
```
PyPi (📥 5.5M / month · 📦 340 · ⏱️ 07.01.2022):
```
 pip install confluent-kafka
```

Conda (📥 350K · ⏱️ 05.11.2021):

 conda install -c conda-forge python-confluent-kafka

libcloud (🥈35 · ⭐ 1.8K) - Apache Libcloud is a Python library which hides differences between.. Apache-2

GitHub (👨‍💻 440 · 🔀 890 · 📦 2.3K · 📋 170 - 37% open · ⏱️ 04.04.2022):
```
 git clone https://github.com/apache/libcloud
```
PyPi (📥 130K / month · 📦 840 · ⏱️ 30.03.2022):
```
 pip install apache-libcloud
```

alembic (🥈35 · ⭐ 1.3K) - A database migrations tool for SQLAlchemy. MIT

GitHub (👨‍💻 140 · 🔀 130 · 📦 100K · 📋 860 - 10% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/sqlalchemy/alembic
```
PyPi (📥 19M / month · 📦 11K · ⏱️ 14.03.2022):
```
 pip install alembic
```
Conda (📥 1.5M · ⏱️ 15.03.2022):
```
 conda install -c conda-forge alembic
```

SQLAlchemy-Utils (🥈35 · ⭐ 910) - Various utility functions and datatypes for SQLAlchemy. BSD-3

GitHub (👨‍💻 110 · 🔀 260 · 📦 15K · 📋 370 - 52% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/kvesteri/sqlalchemy-utils
```
PyPi (📥 3.4M / month · 📦 2K · ⏱️ 29.12.2021):
```
 pip install sqlalchemy-utils
```

Conda (📥 360K · ⏱️ 06.02.2022):

 conda install -c conda-forge sqlalchemy-utils

Prometheus Client (🥈34 · ⭐ 2.7K) - Prometheus instrumentation library for Python.. Apache-2

GitHub (👨‍💻 120 · 🔀 640 · 📋 410 - 12% open · ⏱️ 08.04.2022):
```
 git clone https://github.com/prometheus/client_python
```
PyPi (📥 19M / month · 📦 2K · ⏱️ 20.06.2019):
```
 pip install prometheus_client
```

Conda (📥 5.4M · ⏱️ 08.04.2022):

 conda install -c conda-forge prometheus_client

Motor (🥈34 · ⭐ 1.9K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2

GitHub (👨‍💻 38 · 🔀 170 · 📦 25K · ⏱️ 21.04.2022):
```
 git clone https://github.com/mongodb/motor
```
PyPi (📥 3.6M / month · 📦 1.1K · ⏱️ 19.08.2021):
```
 pip install motor
```
Conda (📥 18K · ⏱️ 02.12.2021):
```
 conda install -c conda-forge motor
```

s3fs (🥈34 · ⭐ 540) - S3 Filesystem. BSD-3

GitHub (👨‍💻 96 · 🔀 180 · 📦 7.7K · 📋 330 - 25% open · ⏱️ 31.03.2022):
```
 git clone https://github.com/fsspec/s3fs
```
PyPi (📥 34M / month · 📦 470 · ⏱️ 31.03.2022):
```
 pip install s3fs
```
Conda (📥 3.2M · ⏱️ 01.04.2022):
```
 conda install -c conda-forge s3fs
```

Elasticsearch DSL (🥈33 · ⭐ 3.5K · 📉) - High level Python client for Elasticsearch. Apache-2

GitHub (👨‍💻 130 · 🔀 720 · 📥 120 · 📦 5.9K · 📋 1.2K - 7% open · ⏱️ 15.03.2022):
```
 git clone https://github.com/elastic/elasticsearch-dsl-py
```
PyPi (📥 2.1M / month · 📦 930 · ⏱️ 15.07.2021):
```
 pip install elasticsearch-dsl
```

Conda (📥 4.7K · ⏱️ 05.03.2022):

 conda install -c anaconda elasticsearch-dsl

AWS Data Wrangler (🥈33 · ⭐ 2.7K) - Pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 pandas

GitHub (👨‍💻 100 · 🔀 450 · 📥 130K · 📋 650 - 5% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/awslabs/aws-data-wrangler
```
PyPi (📥 9M / month · 📦 27 · ⏱️ 11.04.2022):
```
 pip install awswrangler
```

Conda (📥 170K · ⏱️ 12.04.2022):

 conda install -c conda-forge awswrangler

pyodbc (🥈33 · ⭐ 2.4K) - Python ODBC bridge. MIT

GitHub (👨‍💻 50 · 🔀 480 · 📋 890 - 10% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/mkleehammer/pyodbc
```
PyPi (📥 18M / month · 📦 2K · ⏱️ 19.08.2021):
```
 pip install pyodbc
```
Conda (📥 630K · ⏱️ 05.11.2021):
```
 conda install -c conda-forge pyodbc
```

Ibis (🥈33 · ⭐ 1.8K) - Expressive analytics in Python at any scale. Apache-2

GitHub (👨‍💻 98 · 🔀 300 · 📥 16 · 📋 1.8K - 7% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/ibis-project/ibis
```
PyPi (📥 220K / month · 📦 36 · ⏱️ 12.01.2022):
```
 pip install ibis-framework
```

Conda (📥 220K · ⏱️ 24.02.2022):

 conda install -c conda-forge ibis-framework

cx-Oracle (🥈33 · ⭐ 810) - Python interface to Oracle Database conforming to the Python DB API.. BSD-3

GitHub (👨‍💻 17 · 🔀 320 · 📦 6K · 📋 600 - 6% open · ⏱️ 04.11.2021):
```
 git clone https://github.com/oracle/python-cx_Oracle
```
PyPi (📥 3.3M / month · 📦 250 · ⏱️ 04.11.2021):
```
 pip install cx-Oracle
```

Conda (📥 240K · ⏱️ 09.04.2022):

 conda install -c conda-forge cx_oracle

pandas-gbq (🥈33 · ⭐ 300) - Google BigQuery connector for pandas. BSD-3

GitHub (👨‍💻 35 · 🔀 100 · 📥 260 · 📦 3.8K · 📋 260 - 17% open · ⏱️ 06.04.2022):
```
 git clone https://github.com/googleapis/python-bigquery-pandas
```
PyPi (📥 5.2M / month · 📦 280 · ⏱️ 14.03.2022):
```
 pip install pandas-gbq
```

Conda (📥 1.3M · ⏱️ 14.03.2022):

 conda install -c conda-forge pandas-gbq

s3transfer (🥈33 · ⭐ 140) - Amazon S3 Transfer Manager for Python. Apache-2

GitHub (👨‍💻 33 · 🔀 93 · 📦 100K · 📋 64 - 51% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/boto/s3transfer
```
PyPi (📥 170M / month · 📦 4.2K · ⏱️ 24.02.2022):
```
 pip install s3transfer
```

Conda (📥 8.7M · ⏱️ 24.02.2022):

 conda install -c conda-forge s3transfer

Pony (🥉32 · ⭐ 2.9K) - Pony Object Relational Mapper. Apache-2

GitHub (👨‍💻 22 · 🔀 210 · 📥 15 · 📦 2.5K · 📋 590 - 45% open · ⏱️ 27.01.2022):
```
 git clone https://github.com/ponyorm/pony
```
PyPi (📥 53K / month · 📦 350 · ⏱️ 27.01.2022):
```
 pip install pony
```
Conda (📥 65K · ⏱️ 28.01.2022):
```
 conda install -c conda-forge pony
```

Databases (🥉32 · ⭐ 2.8K) - Async database support for Python. BSD-3

GitHub (👨‍💻 43 · 🔀 190 · 📦 4.3K · 📋 260 - 35% open · ⏱️ 06.03.2022):
```
 git clone https://github.com/encode/databases
```
PyPi (📥 180K / month · 📦 93 · ⏱️ 20.01.2022):
```
 pip install databases
```

Conda (📥 130K · ⏱️ 15.11.2021):

 conda install -c conda-forge databases

mysqlclient (🥉32 · ⭐ 2K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0

GitHub (👨‍💻 69 · 🔀 350 · 📥 5.2K · 📋 280 - 5% open · ⏱️ 17.04.2022):
```
 git clone https://github.com/PyMySQL/mysqlclient
```
PyPi (📥 3.5M / month · 📦 7.1K · ⏱️ 18.11.2021):
```
 pip install mysqlclient
```

Conda (📥 140K · ⏱️ 09.12.2021):

 conda install -c conda-forge mysqlclient

PynamoDB (🥉32 · ⭐ 1.9K) - A pythonic interface to Amazons DynamoDB. MIT

GitHub (👨‍💻 95 · 🔀 390 · 📦 1K · 📋 540 - 45% open · ⏱️ 07.03.2022):
```
 git clone https://github.com/pynamodb/PynamoDB
```
PyPi (📥 1.5M / month · 📦 150 · ⏱️ 09.02.2022):
```
 pip install pynamodb
```
Conda (📥 170K · ⏱️ 05.01.2022):
```
 conda install -c conda-forge pynamodb
```

PyPika (🥉32 · ⭐ 1.6K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2

GitHub (👨‍💻 90 · 🔀 200 · 📦 1.3K · 📋 370 - 33% open · ⏱️ 15.03.2022):
```
 git clone https://github.com/kayak/pypika
```
PyPi (📥 1.8M / month · 📦 64 · ⏱️ 15.03.2022):
```
 pip install pypika
```
Conda (📥 250 · ⏱️ 25.10.2021):
```
 conda install -c conda-forge pypika
```

Cassandra Driver (🥉32 · ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2

GitHub (👨‍💻 180 · 🔀 490 · 📦 3.8K · ⏱️ 17.03.2022):
```
 git clone https://github.com/datastax/python-driver
```
PyPi (📥 1.2M / month · 📦 670 · ⏱️ 18.03.2021):
```
 pip install cassandra-driver
```

Conda (📥 110K · ⏱️ 13.04.2022):

 conda install -c conda-forge cassandra-driver

minio (🥉32 · ⭐ 500) - MinIO Client SDK for Python. Apache-2

GitHub (👨‍💻 100 · 🔀 220 · 📦 2.6K · 📋 450 - 0% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/minio/minio-py
```
PyPi (📥 800K / month · 📦 320 · ⏱️ 19.04.2022):
```
 pip install minio
```
Conda (📥 64K · ⏱️ 19.04.2022):
```
 conda install -c conda-forge minio
```

influxdb (🥉31 · ⭐ 1.6K · 💤) - Python client for InfluxDB. MIT

GitHub (👨‍💻 140 · 🔀 490 · 📦 5.5K · 📋 510 - 26% open · ⏱️ 09.09.2021):
```
 git clone https://github.com/influxdata/influxdb-python
```
PyPi (📥 1.5M / month · 📦 1.2K · ⏱️ 11.11.2020):
```
 pip install influxdb
```
Conda (📥 46K · ⏱️ 12.11.2020):
```
 conda install -c conda-forge influxdb
```

pygsheets (🥉31 · ⭐ 1.3K) - Google Sheets Python API v4. MIT

GitHub (👨‍💻 77 · 🔀 180 · 📦 1K · 📋 360 - 10% open · ⏱️ 08.03.2022):
```
 git clone https://github.com/nithinmurali/pygsheets
```
PyPi (📥 1.2M / month · 📦 77 · ⏱️ 05.02.2021):
```
 pip install pygsheets
```

dataset (🥉30 · ⭐ 4.1K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT

GitHub (👨‍💻 75 · 🔀 280 · 📦 2.4K · 📋 270 - 4% open · ⏱️ 07.01.2022):
```
 git clone https://github.com/pudo/dataset
```
PyPi (📥 76K / month · 📦 560 · ⏱️ 16.12.2021):
```
 pip install dataset
```
Conda (📥 1.5K · ⏱️ 16.12.2021):
```
 conda install -c conda-forge dataset
```

tortoise-orm (🥉30 · ⭐ 2.8K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2

GitHub (👨‍💻 96 · 🔀 250 · 📥 9 · 📋 740 - 43% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/tortoise/tortoise-orm
```
PyPi (📥 65K / month · 📦 49 · ⏱️ 27.03.2022):
```
 pip install tortoise-orm
```

Conda (📥 2K · ⏱️ 13.04.2022):

 conda install -c conda-forge tortoise-orm

neo4j-driver (🥉30 · ⭐ 700) - Neo4j Bolt driver for Python. Apache-2

GitHub (👨‍💻 37 · 🔀 150 · 📋 190 - 1% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/neo4j/neo4j-python-driver
```
PyPi (📥 190K / month · 📦 220 · ⏱️ 15.03.2022):
```
 pip install neo4j-driver
```

Conda (📥 130K · ⏱️ 15.03.2022):

 conda install -c conda-forge neo4j-python-driver

py2neo (🥉29 · ⭐ 1.1K) - Py2neo is a comprehensive Neo4j driver library and toolkit for Python. Apache-2

GitHub (👨‍💻 33 · 🔀 220 · 📋 770 - 1% open · ⏱️ 10.12.2021):
```
 git clone https://github.com/py2neo-org/py2neo
```
PyPi (📥 78K / month · 📦 620 · ⏱️ 14.10.2021):
```
 pip install py2neo
```
Conda (📥 43K · ⏱️ 14.10.2021):
```
 conda install -c conda-forge py2neo
```

redis-py-cluster (🥉29 · ⭐ 1K) - Python cluster client for the official redis cluster. Redis 3.0+. MIT

GitHub (👨‍💻 72 · 🔀 300 · 📥 3K · 📦 1.1K · 📋 280 - 9% open · ⏱️ 12.03.2022):
```
 git clone https://github.com/grokzen/redis-py-cluster
```
PyPi (📥 2.4M / month · 📦 200 · ⏱️ 30.05.2021):
```
 pip install redis-py-cluster
```

pysolr (🥉29 · ⭐ 620) - Pysolr Python Solr client. BSD-3

GitHub (👨‍💻 65 · 🔀 320 · 📦 2.6K · 📋 150 - 21% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/django-haystack/pysolr
```
PyPi (📥 150K / month · 📦 1.3K · ⏱️ 19.10.2021):
```
 pip install pysolr
```
Conda (📥 17K · ⏱️ 28.04.2020):
```
 conda install -c conda-forge pysolr
```

cloudant (🥉28 · ⭐ 170) - A Python library for Cloudant and CouchDB. Apache-2

GitHub (👨‍💻 32 · 🔀 51 · 📦 1.7K · 📋 250 - 0% open · ⏱️ 10.03.2022):
```
 git clone https://github.com/cloudant/python-cloudant
```
PyPi (📥 120K / month · 📦 290 · ⏱️ 26.08.2021):
```
 pip install cloudant
```
Conda (📥 91K · ⏱️ 26.08.2021):
```
 conda install -c conda-forge cloudant
```

sqlmodel (🥉26 · ⭐ 7.2K · 📈) - SQL databases in Python, designed for simplicity,.. MIT pydantic

GitHub (👨‍💻 10 · 🔀 280 · 📋 210 - 74% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/tiangolo/sqlmodel
```
PyPi (📥 83K / month · 📦 24 · ⏱️ 28.12.2021):
```
 pip install sqlmodel
```
Conda (📥 1K · ⏱️ 28.12.2021):
```
 conda install -c conda-forge sqlmodel
```

gino (🥉26 · ⭐ 2.4K) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3

GitHub (👨‍💻 46 · 🔀 140 · 📋 310 - 16% open · ⏱️ 12.02.2022):
```
 git clone https://github.com/python-gino/gino
```
PyPi (📥 25K / month · 📦 42 · ⏱️ 12.02.2022):
```
 pip install gino
```

piccolos (🥉26 · ⭐ 750) - A fast, user friendly ORM and query builder which supports asyncio. MIT

GitHub (👨‍💻 27 · 🔀 43 · 📦 61 · 📋 160 - 27% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/piccolo-orm/piccolo
```
PyPi (📥 2.9K / month · 📦 7 · ⏱️ 13.04.2022):
```
 pip install piccolo
```

umongo (🥉26 · ⭐ 400) - sync/async MongoDB ODM, yes. MIT

GitHub (👨‍💻 15 · 🔀 64 · 📦 4.3K · 📋 200 - 20% open · ⏱️ 23.12.2021):
```
 git clone https://github.com/Scille/umongo
```
PyPi (📥 93K / month · 📦 14 · ⏱️ 23.12.2021):
```
 pip install umongo
```
Conda (📥 420 · ⏱️ 23.12.2021):
```
 conda install -c conda-forge umongo
```

prisma (🥉23 · ⭐ 570) - Prisma Client Python is an auto-generated and fully type-safe database.. Apache-2

GitHub (👨‍💻 9 · 🔀 22 · 📦 35 · 📋 200 - 52% open · ⏱️ 18.04.2022):
```
 git clone https://github.com/RobertCraigie/prisma-client-py
```
PyPi (📥 2.2K / month · 📦 1 · ⏱️ 04.04.2022):
```
 pip install prisma
```

pyhdb (🥉23 · ⭐ 300 · 💤) - SAP HANA Connector in pure Python. Apache-2

GitHub (👨‍💻 10 · 🔀 130 · 📥 84 · 📦 120 · ⏱️ 04.05.2021):
```
 git clone https://github.com/SAP-archive/PyHDB
```
PyPi (📥 380K / month · 📦 19 · ⏱️ 16.02.2018):
```
 pip install pyhdb
```

Queries (🥉20 · ⭐ 240) - PostgreSQL database access simplified. BSD-3

GitHub (👨‍💻 11 · 🔀 31 · 📦 110 · 📋 21 - 33% open · ⏱️ 16.11.2021):
```
 git clone https://github.com/gmr/queries
```
PyPi (📥 2.5K / month · 📦 27 · ⏱️ 16.11.2021):
```
 pip install queries
```

filedepot (🥉20 · ⭐ 140 · 💤) - Toolkit for storing files and attachments in web applications. MIT

GitHub (👨‍💻 18 · 🔀 36 · 📦 500 · 📋 41 - 14% open · ⏱️ 21.09.2021):
```
 git clone https://github.com/amol-/depot
```
PyPi (📥 5.2K / month · 📦 51 · ⏱️ 27.07.2020):
```
 pip install filedepot
```

ODMantic (🥉19 · ⭐ 500) - Async ODM (Object Document Mapper) for MongoDB based on python type hints. ISC

GitHub (👨‍💻 10 · 🔀 49 · 📋 94 - 56% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/art049/odmantic
```
PyPi (📥 11K / month · ⏱️ 11.05.2021):
```
 pip install odmantic
```

aioprometheus (🥉19 · ⭐ 110) - A Prometheus Python client library for asyncio-based applications. MIT

GitHub (👨‍💻 11 · 🔀 14 · 📦 90 · 📋 21 - 19% open · ⏱️ 13.03.2022):
```
 git clone https://github.com/claws/aioprometheus
```
PyPi (📥 19K / month · 📦 10 · ⏱️ 13.03.2022):
```
 pip install aioprometheus
```

psycopg3 (🥉17 · ⭐ 650) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0

GitHub (👨‍💻 21 · 🔀 61 · 📋 150 - 17% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/psycopg/psycopg
```

PugSQL (🥉17 · ⭐ 500) - A HugSQL-inspired database library for Python. Apache-2

GitHub (👨‍💻 12 · 🔀 18 · 📋 35 - 42% open · ⏱️ 14.03.2022):
```
 git clone https://github.com/mcfunley/pugsql
```
PyPi (📥 2.7K / month · 📦 1 · ⏱️ 13.03.2022):
```
 pip install pugsql
```

Show 10 hidden projects...

psycopg2 (🥈37 · ⭐ 2.6K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution
google-cloud-bigtable (🥉31 · ⭐ 33) - Google Cloud Bigtable API client library. Apache-2
Records (🥉30 · ⭐ 6.8K · 💀) - SQL for Humans. ISC
mongo-connector (🥉26 · ⭐ 1.8K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
HappyBase (🥉26 · ⭐ 580 · 💀) - A developer-friendly Python library to interact with Apache HBase. MIT
PyMODM (🥉23 · ⭐ 340 · 💀) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
db.py (🥉21 · ⭐ 1.2K · 💀) - db.py is an easier way to interact with your databases. BSD-2
gsheets-db-api (🥉19 · ⭐ 170 · 💀) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
lazydata (🥉16 · ⭐ 630 · 💀) - Lazydata: Scalable data dependencies for Python projects. Apache-2
SuperSQLite (🥉14 · ⭐ 690 · 💀) - 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.

Faker (🥇42 · ⭐ 14K) - Faker is a Python package that generates fake data for you. MIT

GitHub (👨‍💻 450 · 🔀 1.6K · 📦 54K · 📋 620 - 21% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/joke2k/faker
```
PyPi (📥 5.8M / month · 📦 2.9K · ⏱️ 20.04.2022):
```
 pip install Faker
```
Conda (📥 550K · ⏱️ 31.03.2022):
```
 conda install -c conda-forge faker
```

Datasets (🥇41 · ⭐ 13K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2

GitHub (👨‍💻 400 · 🔀 1.6K · 📦 4K · 📋 1.6K - 34% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/huggingface/datasets
```
PyPi (📥 980K / month · 📦 180 · ⏱️ 14.04.2022):
```
 pip install datasets
```
Conda (📥 13K · ⏱️ 14.04.2022):
```
 conda install -c conda-forge datasets
```

xlwings (🥇38 · ⭐ 2.3K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3

GitHub (👨‍💻 57 · 🔀 410 · 📥 29K · 📦 22K · 📋 1.5K - 15% open · ⏱️ 11.04.2022):
```
 git clone https://github.com/xlwings/xlwings
```
PyPi (📥 520K / month · 📦 610 · ⏱️ 11.04.2022):
```
 pip install xlwings
```
Conda (📥 400K · ⏱️ 11.04.2022):
```
 conda install -c conda-forge xlwings
```

Tablib (🥈34 · ⭐ 4.1K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT

GitHub (👨‍💻 120 · 🔀 570 · 📦 14K · 📋 240 - 14% open · ⏱️ 09.04.2022):
```
 git clone https://github.com/jazzband/tablib
```
PyPi (📥 1.3M / month · 📦 1.3K · ⏱️ 09.04.2022):
```
 pip install tablib
```
Conda (📥 70K · ⏱️ 09.04.2022):
```
 conda install -c conda-forge tablib
```

csvkit (🥈33 · ⭐ 4.9K) - A suite of utilities for converting to and working with CSV, the king of.. MIT

GitHub (👨‍💻 100 · 🔀 570 · 📦 1K · 📋 850 - 7% open · ⏱️ 11.04.2022):
```
 git clone https://github.com/wireservice/csvkit
```
PyPi (📥 66K / month · 📦 370 · ⏱️ 06.03.2022):
```
 pip install csvkit
```
Conda (📥 61K · ⏱️ 20.03.2022):
```
 conda install -c conda-forge csvkit
```

python-magic (🥈33 · ⭐ 2.1K) - A python wrapper for libmagic. MIT

GitHub (👨‍💻 54 · 🔀 240 · 📦 25K · 📋 180 - 17% open · ⏱️ 03.02.2022):
```
 git clone https://github.com/ahupp/python-magic
```
PyPi (📥 3.7M / month · 📦 3.1K · ⏱️ 02.02.2022):
```
 pip install python-magic
```

Conda (📥 130K · ⏱️ 09.04.2022):

 conda install -c conda-forge python-magic

xlrd (🥈33 · ⭐ 2K · 💤) - Please use openpyxl where you can... BSD-3

GitHub (👨‍💻 51 · 🔀 420 · 📦 94K · ⏱️ 21.08.2021):
```
 git clone https://github.com/python-excel/xlrd
```
PyPi (📥 15M / month · 📦 8.1K · ⏱️ 11.12.2020):
```
 pip install xlrd
```
Conda (📥 2.3M · ⏱️ 09.01.2021):
```
 conda install -c conda-forge xlrd
```

snorkel (🥈31 · ⭐ 5.1K) - A system for quickly generating training data with weak supervision. Apache-2

GitHub (👨‍💻 76 · 🔀 800 · 📥 910 · 📦 160 · 📋 980 - 3% open · ⏱️ 13.04.2022):
```
 git clone https://github.com/snorkel-team/snorkel
```
PyPi (📥 95K / month · 📦 10 · ⏱️ 19.11.2021):
```
 pip install snorkel
```
Conda (📥 25K · ⏱️ 23.11.2021):
```
 conda install -c conda-forge snorkel
```

smart-open (🥈31 · ⭐ 2.4K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT

GitHub (👨‍💻 91 · 🔀 300 · 📋 340 - 19% open · ⏱️ 30.03.2022):
```
 git clone https://github.com/RaRe-Technologies/smart_open
```
PyPi (📥 9.5M / month · 📦 440 · ⏱️ 28.08.2021):
```
 pip install smart-open
```

Conda (📥 900K · ⏱️ 29.08.2021):

 conda install -c conda-forge smart_open

gdown (🥈30 · ⭐ 1.9K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT

GitHub (👨‍💻 14 · 🔀 180 · 📦 7.5K · 📋 95 - 14% open · ⏱️ 26.02.2022):
```
 git clone https://github.com/wkentaro/gdown
```
PyPi (📥 310K / month · 📦 170 · ⏱️ 26.02.2022):
```
 pip install gdown
```
Conda (📥 51K · ⏱️ 26.02.2022):
```
 conda install -c conda-forge gdown
```

pandas-datareader (🥉29 · ⭐ 2.3K) - Extract data from a wide range of Internet sources into a.. BSD-3

GitHub (👨‍💻 85 · 🔀 570 · 📋 490 - 19% open · ⏱️ 16.03.2022):
```
 git clone https://github.com/pydata/pandas-datareader
```
PyPi (📥 280K / month · 📦 790 · ⏱️ 13.07.2021):
```
 pip install pandas-datareader
```

Conda (📥 170K · ⏱️ 14.07.2021):

 conda install -c conda-forge pandas-datareader

Intake (🥉29 · ⭐ 750) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2

GitHub (👨‍💻 73 · 🔀 120 · 📦 350 · 📋 300 - 27% open · ⏱️ 14.04.2022):
```
 git clone https://github.com/intake/intake
```
PyPi (📥 19K / month · 📦 93 · ⏱️ 09.01.2022):
```
 pip install intake
```
Conda (📥 160K · ⏱️ 10.01.2022):
```
 conda install -c conda-forge intake
```

textract (🥉28 · ⭐ 3.2K) - extract text from any document. no muss. no fuss. MIT

GitHub (👨‍💻 40 · 🔀 480 · 📋 210 - 40% open · ⏱️ 10.03.2022):
```
 git clone https://github.com/deanmalmgren/textract
```
PyPi (📥 97K / month · 📦 120 · ⏱️ 10.03.2022):
```
 pip install textract
```
Conda (📥 14K · ⏱️ 10.03.2022):
```
 conda install -c conda-forge textract
```

SDV (🥉27 · ⭐ 850) - Synthetic Data Generation for tabular, relational and time series data. MIT

GitHub (👨‍💻 39 · 🔀 130 · 📦 60 · 📋 470 - 32% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/sdv-dev/SDV
```
PyPi (📥 9.9K / month · 📦 4 · ⏱️ 21.03.2022):
```
 pip install sdv
```
Conda (📥 320 · ⏱️ 21.03.2022):
```
 conda install -c conda-forge sdv
```

Singer (🥉24 · ⭐ 960 · 💤) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0

GitHub (👨‍💻 26 · 🔀 130 · 📋 38 - 52% open · ⏱️ 29.04.2021):
```
 git clone https://github.com/singer-io/getting-started
```
PyPi (📥 170K / month · 📦 350 · ⏱️ 08.09.2021):
```
 pip install singer-python
```

rows (🥉24 · ⭐ 790) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0

GitHub (👨‍💻 30 · 🔀 140 · 📥 38 · 📦 140 · 📋 310 - 52% open · ⏱️ 12.02.2022):
```
 git clone https://github.com/turicas/rows
```
PyPi (📥 1.7K / month · 📦 29 · ⏱️ 14.02.2019):
```
 pip install rows
```

camelot (🥉23 · ⭐ 1.5K · 💤) - A Python library to extract tabular data from PDFs. MIT

GitHub (👨‍💻 38 · 🔀 280 · 📋 220 - 59% open · ⏱️ 11.07.2021):
```
 git clone https://github.com/camelot-dev/camelot
```
PyPi (📥 4.5K / month · 📦 9 · ⏱️ 15.12.2021):
```
 pip install camelot
```

img2dataset (🥉22 · ⭐ 540) - Easily turn large sets of image urls to an image dataset. Can.. MIT

GitHub (👨‍💻 5 · 🔀 36 · 📥 130 · 📦 4 · 📋 98 - 36% open · ⏱️ 04.04.2022):
```
 git clone https://github.com/rom1504/img2dataset
```
PyPi (📥 1.9K / month · 📦 1 · ⏱️ 04.04.2022):
```
 pip install img2dataset
```

deepdish (🥉22 · ⭐ 240 · 💤) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3

GitHub (👨‍💻 10 · 🔀 53 · 📦 580 · 📋 39 - 38% open · ⏱️ 23.09.2021):
```
 git clone https://github.com/uchicago-cs/deepdish
```
PyPi (📥 23K / month · 📦 80 · ⏱️ 24.09.2021):
```
 pip install deepdish
```
Conda (📥 65K · ⏱️ 24.09.2021):
```
 conda install -c conda-forge deepdish
```

datatest (🥉20 · ⭐ 260) - Tools for test driven data-wrangling and data validation. Apache-2

GitHub (👨‍💻 7 · 🔀 12 · 📦 66 · 📋 54 - 20% open · ⏱️ 05.12.2021):
```
 git clone https://github.com/shawnbrown/datatest
```
PyPi (📥 5.8K / month · 📦 3 · ⏱️ 04.01.2021):
```
 pip install datatest
```

csvs-to-sqlite (🥉18 · ⭐ 690) - Convert CSV files into a SQLite database. Apache-2

GitHub (👨‍💻 6 · 🔀 54 · 📋 66 - 56% open · ⏱️ 18.11.2021):
```
 git clone https://github.com/simonw/csvs-to-sqlite
```
PyPi (📥 2.9K / month · 📦 5 · ⏱️ 18.11.2021):
```
 pip install csvs-to-sqlite
```

Show 7 hidden projects...

xmltodict (🥈33 · ⭐ 4.7K · 💀) - Python module that makes working with XML feel like you are.. MIT
PDFMiner (🥉28 · ⭐ 4.8K · 💀) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
tabulator-py (🥉26 · ⭐ 220 · 💀) - Python library for reading and writing tabular data via streams. MIT
messytables (🥉24 · ⭐ 380 · 💀) - Tools for parsing messy tabular data. This is now superseded by.. MIT
pyexcel-xlsx (🥉22 · ⭐ 100 · 💀) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
borb (🥉19 · ⭐ 2.6K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed
excalibur (🥉19 · ⭐ 1.1K · 💀) - A web interface to extract tabular data from PDFs. MIT

File Formats

XlsxWriter (🥇37 · ⭐ 2.9K) - A Python module for creating Excel XLSX files. BSD-2

GitHub (👨‍💻 46 · 🔀 560 · 📦 46K · 📋 770 - 1% open · ⏱️ 30.03.2022):
```
 git clone https://github.com/jmcnamara/XlsxWriter
```
PyPi (📥 9M / month · 📦 3.7K · ⏱️ 27.02.2022):
```
 pip install xlsxwriter
```

Conda (📥 1.7M · ⏱️ 27.02.2022):

 conda install -c conda-forge xlsxwriter

PyYAML (🥇37 · ⭐ 1.8K) - Canonical source repository for PyYAML. MIT

GitHub (👨‍💻 39 · 🔀 360 · 📦 460K · 📋 460 - 46% open · ⏱️ 13.10.2021):
```
 git clone https://github.com/yaml/pyyaml
```
PyPi (📥 140M / month · 📦 70K · ⏱️ 15.12.2021):
```
 pip install pyyaml
```
Conda (📥 18M · ⏱️ 31.03.2022):
```
 conda install -c conda-forge pyyaml
```

jmespath (🥉35 · ⭐ 1.6K) - JMESPath is a query language for JSON. MIT

GitHub (👨‍💻 29 · 🔀 160 · 📋 130 - 39% open · ⏱️ 15.04.2022):
```
 git clone https://github.com/jmespath/jmespath.py
```
PyPi (📥 94M / month · 📦 6.7K · ⏱️ 15.03.2022):
```
 pip install jmespath
```
Conda (📥 8.3M · ⏱️ 16.03.2022):
```
 conda install -c conda-forge jmespath
```

Code Inspection

deepdiff (🥇34 · ⭐ 1.3K) - Deep Difference and search of any Python object/data. MIT

GitHub (👨‍💻 61 · 🔀 170 · 📦 3.1K · 📋 180 - 19% open · ⏱️ 11.04.2022):
```
 git clone https://github.com/seperman/deepdiff
```
PyPi (📥 5.5M / month · 📦 620 · ⏱️ 10.04.2022):
```
 pip install deepdiff
```
Conda (📥 96K · ⏱️ 10.04.2022):
```
 conda install -c conda-forge deepdiff
```

typing_inspect (🥉24 · ⭐ 250) - Runtime inspection utilities for Python typing module. MIT

GitHub (👨‍💻 13 · 🔀 21 · 📋 45 - 33% open · ⏱️ 25.10.2021):
```
 git clone https://github.com/ilevkivskyi/typing_inspect
```
PyPi (📥 15M / month · 📦 160 · ⏱️ 07.06.2021):
```
 pip install typing_inspect
```

Conda (📥 760K · ⏱️ 09.06.2021):

 conda install -c conda-forge typing_inspect

Show 2 hidden projects...

importlib-resources (🥈29 · ⭐ 28) - Read resources from Python packages. Apache-2
entrypoints (🥉26 · ⭐ 69) - Discover and load entry points from installed packages. MIT

General Utilities

attrs (🥇39 · ⭐ 4.2K) - Python Classes Without Boilerplate. MIT

GitHub (👨‍💻 120 · 🔀 290 · 📦 390K · 📋 540 - 16% open · ⏱️ 07.04.2022):
```
 git clone https://github.com/python-attrs/attrs
```
PyPi (📥 100M / month · 📦 17K · ⏱️ 29.12.2021):
```
 pip install attrs
```
Conda (📥 15M · ⏱️ 29.12.2021):
```
 conda install -c conda-forge attrs
```

more-itertools (🥇36 · ⭐ 2.4K) - More routines for operating on iterables, beyond itertools. MIT

GitHub (👨‍💻 87 · 🔀 190 · 📥 2.5K · 📋 200 - 5% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/more-itertools/more-itertools
```
PyPi (📥 16M / month · 📦 8.3K · ⏱️ 24.11.2021):
```
 pip install more-itertools
```

Conda (📥 8.9M · ⏱️ 24.11.2021):

 conda install -c conda-forge more-itertools

toolz (🥈35 · ⭐ 3.9K) - A functional standard library for Python. BSD-3

GitHub (👨‍💻 70 · 🔀 230 · 📦 58K · 📋 240 - 43% open · ⏱️ 28.01.2022):
```
 git clone https://github.com/pytoolz/toolz
```
PyPi (📥 13M / month · 📦 3.3K · ⏱️ 06.11.2021):
```
 pip install toolz
```
Conda (📥 6.6M · ⏱️ 06.11.2021):
```
 conda install -c conda-forge toolz
```

python-dependency-injector (🥈33 · ⭐ 2K) - Dependency injection framework for Python. BSD-3

GitHub (👨‍💻 23 · 🔀 140 · 📦 930 · 📋 390 - 16% open · ⏱️ 30.03.2022):
```
 git clone https://github.com/ets-labs/python-dependency-injector
```
PyPi (📥 590K / month · 📦 52 · ⏱️ 30.03.2022):
```
 pip install dependency-injector
```

Conda (📥 3.5K · ⏱️ 30.03.2022):

 conda install -c conda-forge dependency_injector

boltons (🥈32 · ⭐ 5.8K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3

GitHub (👨‍💻 74 · 🔀 320 · 📥 23 · 📦 2.1K · 📋 140 - 34% open · ⏱️ 15.01.2022):
```
 git clone https://github.com/mahmoud/boltons
```
PyPi (📥 1.7M / month · 📦 380 · ⏱️ 17.05.2021):
```
 pip install boltons
```
Conda (📥 580K · ⏱️ 27.05.2021):
```
 conda install -c conda-forge boltons
```

returns (🥈31 · ⭐ 2.2K) - Make your functions return something meaningful, typed, and safe!. BSD-2

GitHub (👨‍💻 39 · 🔀 89 · 📦 160 · 📋 390 - 15% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/dry-python/returns
```
PyPi (📥 35K / month · 📦 31 · ⏱️ 13.03.2022):
```
 pip install returns
```
Conda (📥 920 · ⏱️ 13.03.2022):
```
 conda install -c conda-forge returns
```

funcy (🥉30 · ⭐ 2.8K) - A fancy and practical functional tools. BSD-3

GitHub (👨‍💻 31 · 🔀 120 · 📦 4.8K · 📋 69 - 7% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/Suor/funcy
```
PyPi (📥 990K / month · 📦 580 · ⏱️ 20.12.2021):
```
 pip install funcy
```
Conda (📥 190K · ⏱️ 21.12.2021):
```
 conda install -c conda-forge funcy
```

tenacity (🥉29 · ⭐ 3.7K) - Retrying library for Python. Apache-2

GitHub (👨‍💻 68 · 🔀 200 · 📋 190 - 33% open · ⏱️ 26.01.2022):
```
 git clone https://github.com/jd/tenacity
```
PyPi (📥 23M / month · 📦 740 · ⏱️ 12.07.2021):
```
 pip install tenacity
```
Conda (📥 2M · ⏱️ 12.07.2021):
```
 conda install -c conda-forge tenacity
```

natsort (🥉29 · ⭐ 630) - Simple yet flexible natural sorting in Python. MIT

GitHub (👨‍💻 19 · 🔀 34 · 📦 11K · 📋 76 - 2% open · ⏱️ 31.01.2022):
```
 git clone https://github.com/SethMMorton/natsort
```
PyPi (📥 3.4M / month · 📦 950 · ⏱️ 31.01.2022):
```
 pip install natsort
```
Conda (📥 640K · ⏱️ 31.01.2022):
```
 conda install -c conda-forge natsort
```

ubelt (🥉25 · ⭐ 600) - A Python utility belt containing simple tools, a stdlib like feel, and.. Apache-2

GitHub (👨‍💻 2 · 🔀 43 · 📦 1.3K · 📋 7 - 14% open · ⏱️ 09.04.2022):
```
 git clone https://github.com/Erotemic/ubelt
```
PyPi (📥 42K / month · 📦 50 · ⏱️ 20.02.2022):
```
 pip install ubelt
```
Conda (📥 3.6K · ⏱️ 12.04.2022):
```
 conda install -c conda-forge ubelt
```

pampy (🥉22 · ⭐ 3.4K) - Pampy: The Pattern Matching for Python you always dreamed of. MIT

GitHub (👨‍💻 10 · 🔀 120 · 📦 240 · 📋 40 - 62% open · ⏱️ 29.03.2022):
```
 git clone https://github.com/santinic/pampy
```
PyPi (📥 38K / month · 📦 26 · ⏱️ 07.11.2019):
```
 pip install pampy
```

Show 4 hidden projects...

retrying (🥉26 · ⭐ 1.8K · 💀) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
CommonRegex (🥉24 · ⭐ 1.5K · 💀) - A collection of common regular expressions bundled with an easy.. MIT
ratelimit (🥉23 · ⭐ 500 · 💀) - API Rate Limit Decorator. MIT
pinject (🥉22 · ⭐ 1.3K · 💀) - A pythonic dependency injection library. Apache-2

Python Implementations

cpython (🥇40 · ⭐ 44K) - The Python programming language. MIT

GitHub (👨‍💻 2K · 🔀 22K · 📋 59K - 11% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/python/cpython
```
PyPi (📥 15K / month · ⏱️ 22.07.2020):
```
 pip install cpython
```
Conda (📥 880K · ⏱️ 01.05.2021):
```
 conda install -c conda-forge typing
```
npm (📦 1 · ⏱️ 03.08.2017):
```
 npm install @buckpkg/python
```

micropython (🥈34 · ⭐ 14K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0

GitHub (👨‍💻 490 · 🔀 5.2K · 📥 38K · 📋 4.4K - 32% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/micropython/micropython
```
PyPi (📦 14 · ⏱️ 11.04.2015):
```
 pip install micropython-_markupbase
```

pyston (🥈26 · ⭐ 2K) - A faster and highly-compatible implementation of the Python programming.. Apache-2

GitHub (👨‍💻 1K · 🔀 65 · 📥 8.8K · 📋 58 - 27% open · ⏱️ 14.04.2022):
```
 git clone https://github.com/pyston/pyston
```

Show 3 hidden projects...

grumpy (🥉21 · ⭐ 10K · 💀) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2
stackless (🥉17 · ⭐ 810 · 💤) - The Stackless Python programming language. ❗Unlicensed
cl-python (🥉11 · ⭐ 330) - An implementation of Python in Common Lisp. ❗Unlicensed

Others

Pygments (🥇41 · ⭐ 930) - Pygments is a generic syntax highlighter written in Python. BSD-2

GitHub (👨‍💻 710 · 🔀 400 · 📦 310K · 📋 1.6K - 23% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/pygments/pygments
```
PyPi (📥 34M / month · 📦 36K · ⏱️ 06.01.2022):
```
 pip install pygments
```
Conda (📥 11M · ⏱️ 07.01.2022):
```
 conda install -c conda-forge pygments
```

cookiecutter (🥇38 · ⭐ 17K) - A cross-platform command-line utility that creates projects from.. BSD-3

GitHub (👨‍💻 260 · 🔀 1.6K · 📦 12K · 📋 750 - 32% open · ⏱️ 18.03.2022):
```
 git clone https://github.com/cookiecutter/cookiecutter
```
PyPi (📥 1.7M / month · 📦 1.4K · ⏱️ 14.06.2021):
```
 pip install cookiecutter
```

Conda (📥 270K · ⏱️ 31.01.2022):

 conda install -c conda-forge cookiecutter

wrapt (🥇35 · ⭐ 1.7K) - A Python module for decorators, wrappers and monkey patching. BSD-2

GitHub (👨‍💻 25 · 🔀 210 · 📋 150 - 18% open · ⏱️ 18.03.2022):
```
 git clone https://github.com/GrahamDumpleton/wrapt
```
PyPi (📥 59M / month · 📦 12K · ⏱️ 10.03.2022):
```
 pip install wrapt
```
Conda (📥 6.2M · ⏱️ 04.04.2022):
```
 conda install -c conda-forge wrapt
```

pyparsing (🥇35 · ⭐ 1.5K) - Python library for creating PEG parsers. MIT

GitHub (👨‍💻 47 · 🔀 210 · 📥 6.7K · 📋 240 - 9% open · ⏱️ 18.04.2022):
```
 git clone https://github.com/pyparsing/pyparsing
```
PyPi (📥 99M / month · 📦 31K · ⏱️ 10.04.2022):
```
 pip install pyparsing
```

Conda (📥 20M · ⏱️ 10.04.2022):

 conda install -c conda-forge pyparsing

pycparser (🥈34 · ⭐ 2.5K) - Complete C99 parser in pure Python. BSD-3

GitHub (👨‍💻 76 · 🔀 520 · 📦 330K · 📋 300 - 5% open · ⏱️ 25.01.2022):
```
 git clone https://github.com/eliben/pycparser
```
PyPi (📥 78M / month · 📦 17K · ⏱️ 06.11.2021):
```
 pip install pycparser
```

Conda (📥 16M · ⏱️ 07.11.2021):

 conda install -c conda-forge pycparser

py4j (🥈34 · ⭐ 940) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3

GitHub (👨‍💻 34 · 🔀 170 · 📦 9.4K · 📋 390 - 34% open · ⏱️ 21.03.2022):
```
 git clone https://github.com/bartdag/py4j
```
PyPi (📥 25M / month · 📦 660 · ⏱️ 18.03.2022):
```
 pip install py4j
```
Conda (📥 1.4M · ⏱️ 18.03.2022):
```
 conda install -c conda-forge py4j
```

pyscaffold (🥈33 · ⭐ 1.5K) - Python project template generator with batteries included. MIT

GitHub (👨‍💻 49 · 🔀 150 · 📋 270 - 7% open · ⏱️ 13.04.2022):
```
 git clone https://github.com/pyscaffold/pyscaffold
```
PyPi (📥 1M / month · 📦 56 · ⏱️ 16.03.2022):
```
 pip install pyscaffold
```

Conda (📥 130K · ⏱️ 17.03.2022):

 conda install -c conda-forge pyscaffold

decorator (🥈32 · ⭐ 670) - Decorators for Humans. BSD-2

GitHub (👨‍💻 26 · 🔀 87 · 📦 300K · 📋 92 - 3% open · ⏱️ 07.01.2022):
```
 git clone https://github.com/micheles/decorator
```
PyPi (📥 42M / month · 📦 24K · ⏱️ 07.01.2022):
```
 pip install decorator
```

Conda (📥 11M · ⏱️ 07.01.2022):

 conda install -c conda-forge decorator

keyboard (🥈31 · ⭐ 2.9K) - Hook and simulate global keyboard events on Windows and Linux. MIT

GitHub (👨‍💻 37 · 🔀 340 · 📦 6.3K · 📋 480 - 63% open · ⏱️ 01.04.2022):
```
 git clone https://github.com/boppreh/keyboard
```
PyPi (📥 200K / month · 📦 250 · ⏱️ 23.03.2020):
```
 pip install keyboard
```
Conda (📥 3.7K · ⏱️ 08.11.2021):
```
 conda install -c conda-forge keyboard
```

diagrams (🥉30 · ⭐ 17K) - Diagram as Code for prototyping cloud system architectures. MIT

GitHub (👨‍💻 100 · 🔀 960 · 📋 380 - 61% open · ⏱️ 09.02.2022):
```
 git clone https://github.com/mingrammer/diagrams
```
PyPi (📥 70K / month · 📦 23 · ⏱️ 09.02.2022):
```
 pip install diagrams
```
Conda (📥 110K · ⏱️ 23.01.2022):
```
 conda install -c conda-forge diagrams
```

pluggy (🥉30 · ⭐ 770) - A minimalist production ready plugin system. MIT

GitHub (👨‍💻 43 · 🔀 110 · 📋 150 - 27% open · ⏱️ 06.03.2022):
```
 git clone https://github.com/pytest-dev/pluggy
```
PyPi (📥 39M / month · 📦 10K · ⏱️ 25.08.2021):
```
 pip install pluggy
```
Conda (📥 10M · ⏱️ 01.04.2022):
```
 conda install -c conda-forge pluggy
```

fastcore (🥉29 · ⭐ 720) - Python supercharged for the fastai library. Apache-2

GitHub (👨‍💻 45 · 🔀 200 · 📋 260 - 4% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/fastai/fastcore
```
PyPi (📥 430K / month · 📦 150 · ⏱️ 12.04.2022):
```
 pip install fastcore
```
Conda (📥 1.9K · ⏱️ 12.04.2022):
```
 conda install -c conda-forge fastcore
```

powerline-shell (🥉26 · ⭐ 5.8K) - A beautiful and useful prompt for your shell. MIT

GitHub (👨‍💻 86 · 🔀 730 · 📦 79 · 📋 290 - 42% open · ⏱️ 16.03.2022):
```
 git clone https://github.com/b-ryan/powerline-shell
```
PyPi (📥 2K / month · 📦 4 · ⏱️ 16.09.2018):
```
 pip install powerline-shell
```

Copier (🥉26 · ⭐ 530 · ➕) - Library and command-line utility for rendering projects templates. MIT

GitHub (👨‍💻 31 · 🔀 59 · 📦 64 · 📋 250 - 12% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/copier-org/copier
```
PyPi (📥 9.7K / month · 📦 7 · ⏱️ 14.04.2022):
```
 pip install copier
```

Send2Trash (🥉26 · ⭐ 200 · 💤) - Python library to natively send files to Trash (or Recycle bin).. BSD-3

GitHub (👨‍💻 13 · 🔀 31 · 📋 43 - 41% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/arsenetar/send2trash
```
PyPi (📥 8.7M / month · 📦 2.7K · ⏱️ 21.08.2021):
```
 pip install send2trash
```

Conda (📥 4.7M · ⏱️ 09.08.2021):

 conda install -c conda-forge send2trash

pyscreenshot (🥉25 · ⭐ 430) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2

GitHub (👨‍💻 23 · 🔀 81 · 📦 1.5K · 📋 66 - 7% open · ⏱️ 01.01.2022):
```
 git clone https://github.com/ponty/pyscreenshot
```
PyPi (📥 93K / month · 📦 240 · ⏱️ 18.04.2021):
```
 pip install pyscreenshot
```

catalogue (🥉25 · ⭐ 110) - Super lightweight function registries for your library. MIT

GitHub (👨‍💻 8 · 🔀 18 · 📦 14K · 📋 9 - 66% open · ⏱️ 22.03.2022):
```
 git clone https://github.com/explosion/catalogue
```
PyPi (📥 3.5M / month · 📦 48 · ⏱️ 22.03.2022):
```
 pip install catalogue
```

Conda (📥 530K · ⏱️ 08.04.2022):

 conda install -c conda-forge catalogue

pluginbase (🥉24 · ⭐ 1K · 💤) - A simple but flexible plugin system for Python. BSD-3

GitHub (👨‍💻 9 · 🔀 140 · 📦 1.2K · ⏱️ 16.05.2021):
```
 git clone https://github.com/mitsuhiko/pluginbase
```
PyPi (📥 460K / month · 📦 160 · ⏱️ 16.05.2021):
```
 pip install pluginbase
```

Conda (📥 220K · ⏱️ 04.02.2019):

 conda install -c conda-forge pluginbase

python-mss (🥉23 · ⭐ 710) - An ultra fast cross-platform multiple screenshots module in pure.. MIT

GitHub (👨‍💻 17 · 🔀 68 · 📋 110 - 29% open · ⏱️ 26.12.2021):
```
 git clone https://github.com/BoboTiG/python-mss
```
PyPi (📥 270K / month · 📦 210 · ⏱️ 31.10.2020):
```
 pip install mss
```

Conda (📥 13K · ⏱️ 31.10.2020):

 conda install -c conda-forge python-mss

Show 2 hidden projects...

openpyxl (🥉24 · ⭐ 36) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
macropy (🥉23 · ⭐ 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.

Contribution

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

Open an issue by selecting one of the provided categories from the issue page and fill in the requested information.
Modify the projects.yaml with your additions or changes, and submit a pull request. This can also be done directly via the Github UI.

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.

Name		Name	Last commit message	Last commit date
Latest commit History 127 Commits
.github		.github
config		config
history		history
.gitignore		.gitignore
CONTRIBUTING.md		CONTRIBUTING.md
LICENSE		LICENSE
README.md		README.md
latest-changes.md		latest-changes.md
projects.yaml		projects.yaml

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Best-of Python

Contents

Explanation

Data Serialization

Data Structures

Data Validation

Algorithms & Design Patterns

Date & Time Utilities

File & Path Utilities

Compatiblity

Cryptography

Infrastructure & DevOps

Process Utilities

Asynchronous Programming

Configuration

CLI Development

Development Tools

Data Caching

GUI Development

Computer & Machine Vision

Machine Learning & Data Engineering

Text Data

Web Development

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File Formats

Code Inspection

General Utilities

Python Implementations

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