Best-of Python

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

This curated list contains 300 awesome open-source projects with a total of 990K 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 15 projects
Data Structures 14 projects
Data Validation 13 projects
Algorithms & Design Patterns 4 projects
Date & Time Utilities 9 projects
File & Path Utilities 9 projects
Compatiblity 7 projects
Cryptography 7 projects
Infrastructure & DevOps 18 projects
Process Utilities 4 projects
Asynchronous Programming 6 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 61 projects
Data Loading & Extraction 27 projects
File Formats 3 projects
Code Inspection 4 projects
General Utilities 15 projects
Python Implementations 6 projects
Others 19 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 (🥇41 · ⭐ 52K) - Protocol Buffers - Google's data interchange format. BSD-3

GitHub (👨‍💻 910 · 🔀 14K · 📥 31M · 📦 180K · 📋 4.8K - 20% open · ⏱️ 16.12.2021):
```
 git clone https://github.com/protocolbuffers/protobuf
```
PyPi (📥 70M / month · 📦 25K · ⏱️ 29.10.2021):
```
 pip install protobuf
```
Conda (📥 6.8M · ⏱️ 09.12.2021):
```
 conda install -c conda-forge protobuf
```

flatbuffers (🥇34 · ⭐ 17K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2

GitHub (👨‍💻 530 · 🔀 2.7K · 📥 37K · 📦 1.6K · 📋 1.8K - 7% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/google/flatbuffers
```
PyPi (📥 5.8M / month · 📦 170 · ⏱️ 10.05.2021):
```
 pip install flatbuffers
```

Conda (📥 280K · ⏱️ 11.05.2021):

 conda install -c conda-forge flatbuffers

simplejson (🥇34 · ⭐ 1.4K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT

GitHub (👨‍💻 37 · 🔀 310 · 📥 5.4K · 📦 74K · 📋 180 - 9% open · ⏱️ 16.11.2021):
```
 git clone https://github.com/simplejson/simplejson
```
PyPi (📥 12M / month · 📦 39K · ⏱️ 16.11.2021):
```
 pip install simplejson
```

Conda (📥 1.5M · ⏱️ 17.11.2021):

 conda install -c conda-forge simplejson

marshmallow (🥈32 · ⭐ 5.9K) - A lightweight library for converting complex objects to and from.. MIT

GitHub (👨‍💻 200 · 🔀 590 · 📦 37K · 📋 1.1K - 11% open · ⏱️ 09.12.2021):
```
 git clone https://github.com/marshmallow-code/marshmallow
```
PyPi (📥 11M / month · 📦 18K · ⏱️ 15.11.2021):
```
 pip install marshmallow
```

Conda (📥 900K · ⏱️ 15.11.2021):

 conda install -c conda-forge marshmallow

msgpack (🥈31 · ⭐ 1.5K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2

GitHub (👨‍💻 70 · 🔀 200 · 📥 870 · 📦 55K · 📋 240 - 2% open · ⏱️ 25.11.2021):
```
 git clone https://github.com/msgpack/msgpack-python
```
PyPi (📥 16M / month · 📦 2.6K · ⏱️ 24.11.2021):
```
 pip install msgpack
```

Conda (📥 5.5M · ⏱️ 24.11.2021):

 conda install -c conda-forge msgpack-python

cloudpickle (🥈31 · ⭐ 1.1K) - Extended pickling support for Python objects. BSD-3

GitHub (👨‍💻 48 · 🔀 120 · 📥 19 · 📦 45K · 📋 220 - 33% open · ⏱️ 29.11.2021):
```
 git clone https://github.com/cloudpipe/cloudpickle
```
PyPi (📥 22M / month · 📦 4.1K · ⏱️ 10.09.2021):
```
 pip install cloudpickle
```

Conda (📥 6M · ⏱️ 10.09.2021):

 conda install -c conda-forge cloudpickle

ultrajson (🥉30 · ⭐ 3.5K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3

GitHub (👨‍💻 76 · 🔀 340 · 📋 310 - 14% open · ⏱️ 14.12.2021):
```
 git clone https://github.com/ultrajson/ultrajson
```
PyPi (📥 13M / month · 📦 6.6K · ⏱️ 22.11.2021):
```
 pip install ujson
```

orjson (🥉29 · ⭐ 2.6K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2

GitHub (👨‍💻 13 · 🔀 91 · 📦 5.4K · 📋 190 - 11% open · ⏱️ 05.12.2021):
```
 git clone https://github.com/ijl/orjson
```
PyPi (📥 1.9M / month · 📦 28 · ⏱️ 05.12.2021):
```
 pip install orjson
```
Conda (📥 260K · ⏱️ 07.12.2021):
```
 conda install -c conda-forge orjson
```

dill (🥉29 · ⭐ 1.5K) - serialize all of python. BSD-3

GitHub (👨‍💻 31 · 🔀 130 · 📥 250K · 📋 370 - 40% open · ⏱️ 03.12.2021):
```
 git clone https://github.com/uqfoundation/dill
```
PyPi (📥 12M / month · 📦 5K · ⏱️ 13.06.2021):
```
 pip install dill
```
Conda (📥 1.5M · ⏱️ 12.11.2021):
```
 conda install -c conda-forge dill
```

srsly (🥉29 · ⭐ 240) - Modern high-performance serialization utilities for Python (JSON,.. MIT

GitHub (👨‍💻 11 · 🔀 25 · 📦 15K · ⏱️ 13.12.2021):
```
 git clone https://github.com/explosion/srsly
```
PyPi (📥 5.6M / month · 📦 410 · ⏱️ 22.10.2021):
```
 pip install srsly
```
Conda (📥 640K · ⏱️ 07.12.2021):
```
 conda install -c conda-forge srsly
```

jsonpickle (🥉26 · ⭐ 990) - Python library for serializing any arbitrary object graph into JSON... BSD-3

GitHub (👨‍💻 62 · 🔀 140 · 📋 250 - 26% open · ⏱️ 03.07.2021):
```
 git clone https://github.com/jsonpickle/jsonpickle
```
PyPi (📥 9.4M / month · 📦 3.3K · ⏱️ 08.02.2021):
```
 pip install jsonpickle
```

Conda (📥 740K · ⏱️ 12.04.2021):

 conda install -c conda-forge jsonpickle

python-rapidjson (🥉26 · ⭐ 430) - Python wrapper around rapidjson. MIT

GitHub (👨‍💻 18 · 🔀 36 · 📦 1.9K · 📋 98 - 10% open · ⏱️ 16.10.2021):
```
 git clone https://github.com/python-rapidjson/python-rapidjson
```
PyPi (📥 580K / month · 📦 290 · ⏱️ 16.10.2021):
```
 pip install python-rapidjson
```

Conda (📥 770K · ⏱️ 12.11.2021):

 conda install -c conda-forge python-rapidjson

pysimdjson (🥉24 · ⭐ 500) - Python bindings for the simdjson project. MIT

GitHub (👨‍💻 12 · 🔀 40 · 📦 170 · 📋 75 - 17% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/TkTech/pysimdjson
```
PyPi (📥 93K / month · ⏱️ 06.12.2021):
```
 pip install pysimdjson
```

hickle (🥉23 · ⭐ 400 · 💤) - a HDF5-based python pickle replacement. MIT

GitHub (👨‍💻 21 · 🔀 62 · 📦 330 · 📋 95 - 9% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/telegraphic/hickle
```
PyPi (📥 3.8K / month · 📦 140 · ⏱️ 05.01.2021):
```
 pip install hickle
```
Conda (📥 17K · ⏱️ 11.07.2019):
```
 conda install -c conda-forge hickle
```

Show 1 hidden projects...

pyasn1 (🥈31 · ⭐ 200 · 💀) - Generic ASN.1 library for Python. BSD-2

Data Structures

pyrsistent (🥇33 · ⭐ 1.6K) - Persistent/Immutable/Functional data structures for Python. MIT

GitHub (👨‍💻 59 · 🔀 120 · 📦 120K · 📋 140 - 10% open · ⏱️ 09.10.2021):
```
 git clone https://github.com/tobgu/pyrsistent
```
PyPi (📥 33M / month · 📦 3.4K · ⏱️ 28.06.2021):
```
 pip install pyrsistent
```

Conda (📥 7.3M · ⏱️ 04.11.2021):

 conda install -c conda-forge pyrsistent

multidict (🥇31 · ⭐ 270) - The multidict implementation. Apache-2

GitHub (👨‍💻 39 · 🔀 68 · 📥 2.2K · 📋 130 - 9% open · ⏱️ 14.12.2021):
```
 git clone https://github.com/aio-libs/multidict
```
PyPi (📥 44M / month · 📦 5.3K · ⏱️ 03.10.2021):
```
 pip install multidict
```

Conda (📥 3.4M · ⏱️ 04.11.2021):

 conda install -c conda-forge multidict

python-sortedcontainers (🥈29 · ⭐ 2.4K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2

GitHub (👨‍💻 20 · 🔀 150 · 📋 150 - 13% open · ⏱️ 13.10.2021):
```
 git clone https://github.com/grantjenks/python-sortedcontainers
```
PyPi (📥 10M / month · 📦 3.2K · ⏱️ 16.05.2021):
```
 pip install sortedcontainers
```

addict (🥈28 · ⭐ 2.1K · 💤) - The Python Dict that's better than heroin. MIT

GitHub (👨‍💻 31 · 🔀 130 · 📥 16 · 📦 2.1K · 📋 73 - 12% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/mewwts/addict
```
PyPi (📥 720K / month · 📦 370 · ⏱️ 21.11.2020):
```
 pip install addict
```
Conda (📥 230K · ⏱️ 13.11.2021):
```
 conda install -c conda-forge addict
```

munch (🥈27 · ⭐ 540 · 💤) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT

GitHub (👨‍💻 24 · 🔀 68 · 📋 36 - 22% open · ⏱️ 22.01.2021):
```
 git clone https://github.com/Infinidat/munch
```
PyPi (📥 2.6M / month · 📦 1.1K · ⏱️ 09.03.2020):
```
 pip install munch
```
Conda (📥 1.5M · ⏱️ 30.10.2019):
```
 conda install -c conda-forge munch
```

bidict (🥈26 · ⭐ 950) - The bidirectional mapping library for Python. MPL-2.0

GitHub (👨‍💻 11 · 🔀 44 · 📦 5.3K · 📋 46 - 4% open · ⏱️ 08.11.2021):
```
 git clone https://github.com/jab/bidict
```
PyPi (📥 520K / month · 📦 560 · ⏱️ 23.10.2021):
```
 pip install bidict
```
Conda (📥 110K · ⏱️ 23.10.2021):
```
 conda install -c conda-forge bidict
```

immutables (🥈26 · ⭐ 900) - A high-performance immutable mapping type for Python. Apache-2

GitHub (👨‍💻 13 · 🔀 41 · 📦 3.1K · 📋 34 - 17% open · ⏱️ 07.08.2021):
```
 git clone https://github.com/MagicStack/immutables
```
PyPi (📥 4.1M / month · 📦 100 · ⏱️ 07.08.2021):
```
 pip install immutables
```

Conda (📥 760K · ⏱️ 06.11.2021):

 conda install -c conda-forge immutables

sqlitedict (🥈26 · ⭐ 740) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2

GitHub (👨‍💻 33 · 🔀 100 · 📦 1.3K · 📋 82 - 29% open · ⏱️ 24.10.2021):
```
 git clone https://github.com/RaRe-Technologies/sqlitedict
```
PyPi (📥 120K / month · 📦 240 · ⏱️ 04.09.2020):
```
 pip install sqlitedict
```

Conda (📥 20K · ⏱️ 30.09.2020):

 conda install -c conda-forge sqlitedict

python-box (🥉25 · ⭐ 1.8K) - Python dictionaries with advanced dot notation access. MIT

GitHub (👨‍💻 1 · 🔀 76 · 📥 30 · 📋 130 - 15% open · ⏱️ 22.08.2021):
```
 git clone https://github.com/cdgriffith/Box
```
PyPi (📥 1M / month · 📦 250 · ⏱️ 22.08.2021):
```
 pip install python-box
```

Conda (📥 210K · ⏱️ 22.08.2021):

 conda install -c conda-forge python-box

janus (🥉25 · ⭐ 560) - Thread-safe asyncio-aware queue for Python. Apache-2

GitHub (👨‍💻 23 · 🔀 32 · 📋 34 - 5% open · ⏱️ 16.12.2021):
```
 git clone https://github.com/aio-libs/janus
```
PyPi (📥 200K / month · 📦 92 · ⏱️ 24.11.2021):
```
 pip install janus
```
Conda (📥 7.8K · ⏱️ 27.10.2021):
```
 conda install -c conda-forge janus
```

ordered-set (🥉25 · ⭐ 140 · 📈) - A mutable set that remembers the order of its entries. One of.. MIT

GitHub (👨‍💻 18 · 🔀 35 · 📦 3.3K · 📋 34 - 17% open · ⏱️ 09.09.2021):
```
 git clone https://github.com/LuminosoInsight/ordered-set
```
PyPi (📥 4.1M / month · 📦 310 · ⏱️ 15.12.2021):
```
 pip install ordered-set
```

Conda (📥 110K · ⏱️ 18.06.2020):

 conda install -c conda-forge ordered-set

python-benedict (🥉24 · ⭐ 300) - dict subclass with keylist/keypath support, normalized I/O.. MIT

GitHub (👨‍💻 2 · 🔀 21 · 📦 500 · 📋 62 - 8% open · ⏱️ 09.12.2021):
```
 git clone https://github.com/fabiocaccamo/python-benedict
```
PyPi (📥 240K / month · ⏱️ 04.10.2021):
```
 pip install python-benedict
```

Conda (📥 27K · ⏱️ 05.10.2021):

 conda install -c conda-forge python-benedict

Show 2 hidden projects...

anytree (🥉23 · ⭐ 640 · 💀) - Python tree data library. Apache-2
cleverdict (🥉17 · ⭐ 82) - A JSON-friendly data structure which allows both object attributes and.. MIT

Data Validation

pydantic (🥇35 · ⭐ 8.3K) - Data parsing and validation using Python type hints. MIT

GitHub (👨‍💻 250 · 🔀 770 · 📦 42K · 📋 1.7K - 25% open · ⏱️ 12.12.2021):
```
 git clone https://github.com/samuelcolvin/pydantic
```
PyPi (📥 16M / month · 📦 390 · ⏱️ 11.05.2021):
```
 pip install pydantic
```
Conda (📥 1.3M · ⏱️ 04.11.2021):
```
 conda install -c conda-forge pydantic
```

jsonschema (🥇33 · ⭐ 3.5K) - An implementation of the JSON Schema specification for Python. MIT

GitHub (👨‍💻 96 · 🔀 500 · 📦 190K · 📋 630 - 10% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/Julian/jsonschema
```
PyPi (📥 35M / month · 📦 31K · ⏱️ 15.12.2021):
```
 pip install jsonschema
```

Conda (📥 8.9M · ⏱️ 15.12.2021):

 conda install -c conda-forge jsonschema

cerberus (🥈31 · ⭐ 2.6K · 💤) - Lightweight, extensible data validation library for Python. ISC

GitHub (👨‍💻 62 · 🔀 210 · 📦 10K · 📋 330 - 11% open · ⏱️ 05.05.2021):
```
 git clone https://github.com/pyeve/cerberus
```
PyPi (📥 2.7M / month · 📦 1.5K · ⏱️ 05.05.2021):
```
 pip install cerberus
```
Conda (📥 170K · ⏱️ 10.12.2021):
```
 conda install -c conda-forge cerberus
```

schema (🥈31 · ⭐ 2.5K) - Schema validation just got Pythonic. MIT

GitHub (👨‍💻 62 · 🔀 180 · 📦 3.4K · 📋 150 - 53% open · ⏱️ 01.12.2021):
```
 git clone https://github.com/keleshev/schema
```
PyPi (📥 1.7M / month · 📦 1K · ⏱️ 01.12.2021):
```
 pip install schema
```
Conda (📥 38K · ⏱️ 02.12.2021):
```
 conda install -c conda-forge schema
```

voluptuous (🥈31 · ⭐ 1.7K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3

GitHub (👨‍💻 87 · 🔀 200 · 📦 4.1K · 📋 240 - 17% open · ⏱️ 20.09.2021):
```
 git clone https://github.com/alecthomas/voluptuous
```
PyPi (📥 1.6M / month · 📦 2.2K · ⏱️ 23.09.2021):
```
 pip install voluptuous
```

Conda (📥 140K · ⏱️ 13.10.2021):

 conda install -c conda-forge voluptuous

validators (🥉30 · ⭐ 540) - Python Data Validation for Humans. MIT

GitHub (👨‍💻 38 · 🔀 100 · 📦 28K · 📋 130 - 75% open · ⏱️ 11.11.2021):
```
 git clone https://github.com/kvesteri/validators
```
PyPi (📥 3.4M / month · 📦 1.9K · ⏱️ 18.12.2020):
```
 pip install validators
```

Conda (📥 53K · ⏱️ 18.12.2020):

 conda install -c conda-forge validators

schematics (🥉29 · ⭐ 2.5K) - Python Data Structures for Humans. BSD-3

GitHub (👨‍💻 120 · 🔀 300 · 📦 1K · 📋 340 - 31% open · ⏱️ 17.08.2021):
```
 git clone https://github.com/schematics/schematics
```
PyPi (📥 170K / month · 📦 610 · ⏱️ 17.08.2021):
```
 pip install schematics
```

Conda (📥 22K · ⏱️ 17.07.2019):

 conda install -c conda-forge schematics

param (🥉27 · ⭐ 250) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3

GitHub (👨‍💻 30 · 🔀 50 · 📦 2.7K · 📋 310 - 37% open · ⏱️ 16.12.2021):
```
 git clone https://github.com/holoviz/param
```
PyPi (📥 300K / month · 📦 140 · ⏱️ 19.11.2021):
```
 pip install param
```
Conda (📥 430K · ⏱️ 21.10.2021):
```
 conda install -c conda-forge param
```

strictyaml (🥉25 · ⭐ 950) - Type-safe YAML parser and validator. MIT

GitHub (👨‍💻 19 · 🔀 40 · 📦 460 · 📋 130 - 50% open · ⏱️ 05.12.2021):
```
 git clone https://github.com/crdoconnor/strictyaml
```
PyPi (📥 62K / month · 📦 50 · ⏱️ 28.11.2021):
```
 pip install strictyaml
```

Conda (📥 120K · ⏱️ 28.11.2021):

 conda install -c conda-forge strictyaml

validr (🥉18 · ⭐ 210) - A simple, fast, extensible python library for data validation. MIT

GitHub (👨‍💻 7 · 🔀 11 · 📋 23 - 13% open · ⏱️ 12.07.2021):
```
 git clone https://github.com/guyskk/validr
```
PyPi (📥 9.8K / month · 📦 4 · ⏱️ 10.03.2021):
```
 pip install validr
```

typical (🥉15 · ⭐ 140) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT

GitHub (👨‍💻 6 · 🔀 8 · 📋 94 - 12% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/seandstewart/typical
```
PyPi (📥 2.1K / month · 📦 2 · ⏱️ 15.12.2021):
```
 pip install typical
```

Show 2 hidden projects...

python-email-validator (🥉22 · ⭐ 500) - A robust email syntax and deliverability validation.. ❗️CC0-1.0
valideer (🥉20 · ⭐ 250 · 💀) - Lightweight data validation and adaptation Python library. MIT

Algorithms & Design Patterns

🔗 python-patterns ( ⭐ 30K) - Collection of design patterns/idioms in Python.

transitions (🥇29 · ⭐ 4.1K) - A lightweight, object-oriented finite state machine implementation.. MIT

GitHub (👨‍💻 70 · 🔀 460 · 📦 2K · 📋 390 - 2% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/pytransitions/transitions
```
PyPi (📥 190K / month · 📦 350 · ⏱️ 04.10.2021):
```
 pip install transitions
```

Conda (📥 110K · ⏱️ 04.10.2021):

 conda install -c conda-forge transitions

algorithms (🥉26 · ⭐ 20K) - Minimal examples of data structures and algorithms in Python. MIT

GitHub (👨‍💻 180 · 🔀 4.1K · 📦 55 · 📋 260 - 64% open · ⏱️ 16.12.2021):
```
 git clone https://github.com/keon/algorithms
```
PyPi (📥 880 / month · 📦 14 · ⏱️ 04.10.2020):
```
 pip install algorithms
```

Show 1 hidden projects...

PyPattyrn (🥉18 · ⭐ 1.3K · 💀) - A simple library for implementing common design patterns. MIT

Date & Time Utilities

python-dateutil (🥇37 · ⭐ 1.7K) - Useful extensions to the standard Python datetime features. Apache-2

GitHub (👨‍💻 130 · 🔀 390 · 📥 35K · 📦 610K · 📋 640 - 42% open · ⏱️ 12.10.2021):
```
 git clone https://github.com/dateutil/dateutil
```
PyPi (📥 140M / month · 📦 120K · ⏱️ 15.12.2021):
```
 pip install python-dateutil
```

Conda (📥 20M · ⏱️ 14.07.2021):

 conda install -c conda-forge python-dateutil

arrow (🥈35 · ⭐ 7.7K) - Better dates & times for Python. Apache-2

GitHub (👨‍💻 250 · 🔀 600 · 📦 24K · 📋 450 - 14% open · ⏱️ 12.12.2021):
```
 git clone https://github.com/arrow-py/arrow
```
PyPi (📥 5.5M / month · 📦 7.4K · ⏱️ 24.10.2021):
```
 pip install arrow
```
Conda (📥 840K · ⏱️ 26.10.2021):
```
 conda install -c conda-forge arrow
```

dateparser (🥈33 · ⭐ 1.9K) - python parser for human readable dates. BSD-3

GitHub (👨‍💻 110 · 🔀 380 · 📦 9.5K · 📋 600 - 44% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/scrapinghub/dateparser
```
PyPi (📥 4.2M / month · 📦 1.4K · ⏱️ 04.10.2021):
```
 pip install dateparser
```

Conda (📥 59K · ⏱️ 05.10.2021):

 conda install -c conda-forge dateparser

pytz (🥈32 · ⭐ 190) - pytz Python historical timezone library and database. MIT

GitHub (👨‍💻 16 · 🔀 58 · 📦 930K · 📋 43 - 41% open · ⏱️ 11.10.2021):
```
 git clone https://github.com/stub42/pytz
```
PyPi (📥 71M / month · 📦 150K · ⏱️ 02.10.2021):
```
 pip install pytz
```
Conda (📥 19M · ⏱️ 05.10.2021):
```
 conda install -c conda-forge pytz
```

isodate (🥉31 · ⭐ 100 · 📈) - ISO 8601 date/time parser. BSD-3

GitHub (👨‍💻 23 · 🔀 41 · 📦 17K · 📋 31 - 41% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/gweis/isodate
```
PyPi (📥 36M / month · 📦 3.7K · ⏱️ 13.12.2021):
```
 pip install isodate
```
Conda (📥 1.3M · ⏱️ 15.12.2021):
```
 conda install -c conda-forge isodate
```

pendulum (🥉30 · ⭐ 4.6K) - Python datetimes made easy. MIT

GitHub (👨‍💻 68 · 🔀 260 · 📋 440 - 47% open · ⏱️ 19.10.2021):
```
 git clone https://github.com/sdispater/pendulum
```
PyPi (📥 6.7M / month · 📦 1.1K · ⏱️ 24.07.2020):
```
 pip install pendulum
```
Conda (📥 410K · ⏱️ 08.11.2020):
```
 conda install -c conda-forge pendulum
```

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

GitHub (👨‍💻 25 · 🔀 49 · 📋 66 - 3% open · ⏱️ 29.10.2021):
```
 git clone https://github.com/regebro/tzlocal
```
PyPi (📥 16M / month · 📦 6K · ⏱️ 29.10.2021):
```
 pip install tzlocal
```
Conda (📥 780K · ⏱️ 16.11.2021):
```
 conda install -c conda-forge tzlocal
```

holidays (🥉28 · ⭐ 660) - Generate and work with holidays in Python. MIT

GitHub (👨‍💻 160 · 🔀 290 · 📥 160 · 📋 240 - 7% open · ⏱️ 01.12.2021):
```
 git clone https://github.com/dr-prodigy/python-holidays
```
PyPi (📥 3.2M / month · 📦 560 · ⏱️ 29.09.2021):
```
 pip install holidays
```
Conda (📥 990K · ⏱️ 29.09.2021):
```
 conda install -c conda-forge holidays
```

parsedatetime (🥉27 · ⭐ 630) - Parse human-readable date/time strings. Apache-2

GitHub (👨‍💻 55 · 🔀 100 · 📦 3.8K · 📋 160 - 39% open · ⏱️ 20.11.2021):
```
 git clone https://github.com/bear/parsedatetime
```
PyPi (📥 1.5M / month · 📦 2.3K · ⏱️ 31.05.2020):
```
 pip install parsedatetime
```

Conda (📥 100K · ⏱️ 10.06.2020):

 conda install -c conda-forge parsedatetime

File & Path Utilities

watchdog (🥇34 · ⭐ 5.1K) - Python library and shell utilities to monitor filesystem events. Apache-2

GitHub (👨‍💻 120 · 🔀 610 · 📦 45K · 📋 560 - 28% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/gorakhargosh/watchdog
```
PyPi (📥 5.2M / month · 📦 14K · ⏱️ 01.10.2021):
```
 pip install watchdog
```
Conda (📥 890K · ⏱️ 07.11.2021):
```
 conda install -c conda-forge watchdog
```

appdirs (🥈31 · ⭐ 820 · 💤) - A small Python module for determining appropriate platform-specific.. MIT

GitHub (👨‍💻 33 · 🔀 77 · 📦 150K · 📋 97 - 44% open · ⏱️ 28.01.2021):
```
 git clone https://github.com/ActiveState/appdirs
```
PyPi (📥 13M / month · 📦 26K · ⏱️ 11.05.2020):
```
 pip install appdirs
```
Conda (📥 4.3M · ⏱️ 19.10.2020):
```
 conda install -c conda-forge appdirs
```

aiofiles (🥈30 · ⭐ 1.7K) - File support for asyncio. Apache-2

GitHub (👨‍💻 23 · 🔀 120 · 📋 80 - 51% open · ⏱️ 27.11.2021):
```
 git clone https://github.com/Tinche/aiofiles
```
PyPi (📥 4.7M / month · 📦 1.6K · ⏱️ 27.11.2021):
```
 pip install aiofiles
```
Conda (📥 190K · ⏱️ 15.12.2021):
```
 conda install -c conda-forge aiofiles
```

pyfilesystem2 (🥈29 · ⭐ 1.6K) - Python's Filesystem abstraction layer. MIT

GitHub (👨‍💻 43 · 🔀 160 · 📋 320 - 20% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/pyfilesystem/pyfilesystem2
```
PyPi (📥 470K / month · 📦 800 · ⏱️ 16.11.2021):
```
 pip install fs
```

scandir (🥈29 · ⭐ 490) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3

GitHub (👨‍💻 22 · 🔀 61 · 📦 13K · 📋 100 - 11% open · ⏱️ 24.11.2021):
```
 git clone https://github.com/benhoyt/scandir
```
PyPi (📥 3.6M / month · 📦 4.1K · ⏱️ 09.03.2019):
```
 pip install scandir
```
Conda (📥 1.2M · ⏱️ 02.11.2021):
```
 conda install -c conda-forge scandir
```

filelock (🥉27 · ⭐ 370) - A platform-independent file lock for Python. Unlicense

GitHub (👨‍💻 19 · 🔀 61 · 📋 65 - 21% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/benediktschmitt/py-filelock
```
PyPi (📥 31M / month · 📦 3.5K · ⏱️ 16.11.2021):
```
 pip install filelock
```
Conda (📥 5.1M · ⏱️ 16.11.2021):
```
 conda install -c conda-forge filelock
```

path (🥉24 · ⭐ 970) - Object-oriented file system path manipulation. MIT

GitHub (👨‍💻 44 · 🔀 130 · 📋 130 - 2% open · ⏱️ 26.07.2021):
```
 git clone https://github.com/jaraco/path
```
PyPi (📥 460K / month · 📦 78 · ⏱️ 27.07.2021):
```
 pip install path
```
Conda (📥 160K · ⏱️ 02.11.2021):
```
 conda install -c conda-forge path
```

Show 2 hidden projects...

zipp (🥉27 · ⭐ 22) - Backport of pathlib-compatible object wrapper for zip files. MIT
Unipath (🥉24 · ⭐ 500 · 💀) - An object-oriented approach to Python file/directory operations. MIT

Compatiblity

future (🥇35 · ⭐ 1.1K) - Easy, clean, reliable Python 2/3 compatibility. MIT

GitHub (👨‍💻 110 · 🔀 250 · 📦 180K · 📋 380 - 48% open · ⏱️ 30.11.2021):
```
 git clone https://github.com/PythonCharmers/python-future
```
PyPi (📥 29M / month · 📦 28K · ⏱️ 31.10.2019):
```
 pip install future
```
Conda (📥 5.2M · ⏱️ 02.11.2021):
```
 conda install -c conda-forge future
```

six (🥈34 · ⭐ 840) - Python 2 and 3 compatibility library. MIT

GitHub (👨‍💻 65 · 🔀 220 · 📦 1.1M · 📋 280 - 38% open · ⏱️ 21.11.2021):
```
 git clone https://github.com/benjaminp/six
```
PyPi (📥 160M / month · 📦 240K · ⏱️ 05.05.2021):
```
 pip install six
```
Conda (📥 20M · ⏱️ 05.05.2021):
```
 conda install -c conda-forge six
```

typing (🥈30 · ⭐ 1.1K) - Python static typing home. Contains the source for.. Python-2.0

GitHub (👨‍💻 75 · 🔀 180 · 📋 630 - 13% open · ⏱️ 01.12.2021):
```
 git clone https://github.com/python/typing
```
PyPi (📥 7.3M / month · 📦 8.4K · ⏱️ 01.05.2021):
```
 pip install typing
```
Conda (📥 780K · ⏱️ 01.05.2021):
```
 conda install -c conda-forge typing
```

dataclasses (🥉28 · ⭐ 520) - A backport of the dataclasses module for Python 3.6. Apache-2

GitHub (👨‍💻 12 · 🔀 41 · 📦 25K · 📋 120 - 8% open · ⏱️ 21.10.2021):
```
 git clone https://github.com/ericvsmith/dataclasses
```
PyPi (📥 9.4M / month · 📦 950 · ⏱️ 13.11.2020):
```
 pip install dataclasses
```

Conda (📥 3.6M · ⏱️ 14.08.2021):

 conda install -c conda-forge dataclasses

Show 3 hidden projects...

futures (🥉29 · ⭐ 220 · 💀) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0
pathlib2 (🥉28 · ⭐ 66) - Backport of pathlib aiming to support the full stdlib Python API. As of.. MIT
contextlib2 (🥉26 · ⭐ 32) - contextlib2 is a backport of the standard library's contextlib.. ❗️psfrag

Cryptography

cryptography (🥇34 · ⭐ 4.5K) - cryptography is a package designed to expose cryptographic.. BSD-3

GitHub (👨‍💻 250 · 🔀 960 · 📦 220K · 📋 1.9K - 2% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/pyca/cryptography
```
PyPi (📥 73M / month · 📦 34K · ⏱️ 14.12.2021):
```
 pip install cryptography
```

Conda (📥 18M · ⏱️ 23.11.2021):

 conda install -c conda-forge cryptography

pycryptodomex (🥇34 · ⭐ 1.8K) - A self-contained cryptographic library for Python. BSD-3

GitHub (👨‍💻 110 · 🔀 330 · 📦 35K · 📋 450 - 13% open · ⏱️ 03.12.2021):
```
 git clone https://github.com/Legrandin/pycryptodome
```
PyPi (📥 14M / month · 📦 1.5K · ⏱️ 04.12.2021):
```
 pip install pycryptodomex
```

Conda (📥 500K · ⏱️ 05.12.2021):

 conda install -c conda-forge pycryptodomex

asn1crypto (🥈31 · ⭐ 240) - Python ASN.1 library with a focus on performance and a pythonic API. MIT

GitHub (👨‍💻 35 · 🔀 100 · 📦 84K · 📋 150 - 19% open · ⏱️ 15.10.2021):
```
 git clone https://github.com/wbond/asn1crypto
```
PyPi (📥 21M / month · 📦 14K · ⏱️ 28.07.2020):
```
 pip install asn1crypto
```

Conda (📥 6.2M · ⏱️ 28.07.2020):

 conda install -c conda-forge asn1crypto

tink (🥉28 · ⭐ 12K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2

GitHub (👨‍💻 97 · 🔀 1K · 📥 960 · 📦 15 · 📋 400 - 28% open · ⏱️ 09.12.2021):
```
 git clone https://github.com/google/tink
```
PyPi (📥 320K / month · ⏱️ 10.08.2021):
```
 pip install tink
```

keyring (🥉28 · ⭐ 760) - Store and access your passwords safely. MIT

GitHub (👨‍💻 99 · 🔀 110 · 📋 430 - 8% open · ⏱️ 28.11.2021):
```
 git clone https://github.com/jaraco/keyring
```
PyPi (📥 11M / month · 📦 5.9K · ⏱️ 28.11.2021):
```
 pip install keyring
```
Conda (📥 1.3M · ⏱️ 29.11.2021):
```
 conda install -c conda-forge keyring
```

rsa (🥉28 · ⭐ 350) - Python-RSA is a pure-Python RSA implementation. Apache-2

GitHub (👨‍💻 34 · 🔀 75 · 📋 100 - 16% open · ⏱️ 24.11.2021):
```
 git clone https://github.com/sybrenstuvel/python-rsa
```
PyPi (📥 98M / month · 📦 13K · ⏱️ 24.11.2021):
```
 pip install rsa
```
Conda (📥 5M · ⏱️ 24.11.2021):
```
 conda install -c conda-forge rsa
```

bcrypt (🥉27 · ⭐ 810) - Modern(-ish) password hashing for your software and your servers. Apache-2

GitHub (👨‍💻 30 · 🔀 110 · 📋 92 - 2% open · ⏱️ 30.11.2021):
```
 git clone https://github.com/pyca/bcrypt
```
PyPi (📥 20M / month · 📦 15K · ⏱️ 16.08.2020):
```
 pip install bcrypt
```
Conda (📥 1.4M · ⏱️ 04.11.2021):
```
 conda install -c conda-forge bcrypt
```

Infrastructure & DevOps

awscli (🥇39 · ⭐ 12K) - Universal Command Line Interface for Amazon Web Services. Apache-2

GitHub (👨‍💻 360 · 🔀 3K · 📥 660 · 📦 25K · 📋 3.9K - 15% open · ⏱️ 14.12.2021):
```
 git clone https://github.com/aws/aws-cli
```
PyPi (📥 110M / month · 📦 5.4K · ⏱️ 13.12.2021):
```
 pip install awscli
```
Conda (📥 9.7M · ⏱️ 16.12.2021):
```
 conda install -c conda-forge awscli
```

botocore (🥇38 · ⭐ 1.1K) - The low-level, core functionality of boto 3. Apache-2

GitHub (👨‍💻 170 · 🔀 840 · 📦 110K · 📋 890 - 20% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/boto/botocore
```
PyPi (📥 200M / month · 📦 14K · ⏱️ 13.12.2021):
```
 pip install botocore
```
Conda (📥 11M · ⏱️ 14.12.2021):
```
 conda install -c conda-forge botocore
```

docker (🥈37 · ⭐ 5.5K) - A Python library for the Docker Engine API. Apache-2

GitHub (👨‍💻 400 · 🔀 1.5K · 📦 27K · 📋 1.5K - 29% open · ⏱️ 14.10.2021):
```
 git clone https://github.com/docker/docker-py
```
PyPi (📥 31M / month · 📦 4.4K · ⏱️ 07.10.2021):
```
 pip install docker
```

Conda (📥 1.8M · ⏱️ 07.12.2021):

 conda install -c conda-forge docker-py

docker-compose (🥈36 · ⭐ 24K) - Define and run multi-container applications with Docker. Apache-2

GitHub (👨‍💻 430 · 🔀 4.1K · 📥 160M · 📦 8K · 📋 6K - 11% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/docker/compose
```
PyPi (📥 1.9M / month · 📦 2.2K · ⏱️ 10.05.2021):
```
 pip install docker-compose
```

Conda (📥 180K · ⏱️ 10.05.2021):

 conda install -c conda-forge docker-compose

ansible (🥈35 · ⭐ 51K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0

GitHub (👨‍💻 6.5K · 🔀 21K · 📦 19K · 📋 30K - 5% open · ⏱️ 14.12.2021):
```
 git clone https://github.com/ansible/ansible
```
PyPi (📥 5M / month · 📦 7.7K · ⏱️ 02.12.2021):
```
 pip install ansible
```
Conda (📥 470K · ⏱️ 02.12.2021):
```
 conda install -c conda-forge ansible
```

schedule (🥈32 · ⭐ 9.3K) - Python job scheduling for humans. MIT

GitHub (👨‍💻 45 · 🔀 810 · 📦 15K · 📋 350 - 31% open · ⏱️ 26.06.2021):
```
 git clone https://github.com/dbader/schedule
```
PyPi (📥 1.4M / month · 📦 2.2K · ⏱️ 10.04.2021):
```
 pip install schedule
```
Conda (📥 10K · ⏱️ 10.04.2021):
```
 conda install -c conda-forge schedule
```

paramiko (🥈32 · ⭐ 7.4K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1

GitHub (👨‍💻 160 · 🔀 1.8K · 📦 51K · 📋 1.5K - 60% open · ⏱️ 29.11.2021):
```
 git clone https://github.com/paramiko/paramiko
```
PyPi (📥 20M / month · 📦 23K · ⏱️ 29.11.2021):
```
 pip install paramiko
```
Conda (📥 1.5M · ⏱️ 29.11.2021):
```
 conda install -c conda-forge paramiko
```

kubernetes (🥈32 · ⭐ 4.3K) - Official Python client library for kubernetes. Apache-2

GitHub (👨‍💻 98 · 🔀 2.4K · 📋 1K - 7% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/kubernetes-client/python
```
PyPi (📥 6.7M / month · 📦 1.4K · ⏱️ 15.12.2021):
```
 pip install kubernetes
```

Conda (📥 260K · ⏱️ 30.11.2021):

 conda install -c conda-forge kubernetes

fabric (🥉31 · ⭐ 13K) - Simple, Pythonic remote execution and deployment. BSD-2

GitHub (👨‍💻 130 · 🔀 1.9K · 📋 1.7K - 25% open · ⏱️ 15.10.2021):
```
 git clone https://github.com/fabric/fabric
```
PyPi (📥 1.1M / month · 📦 290 · ⏱️ 19.01.2021):
```
 pip install fabric
```
Conda (📥 44K · ⏱️ 09.03.2021):
```
 conda install -c conda-forge fabric
```

pulumi (🥉31 · ⭐ 11K) - Pulumi - Developer-First Infrastructure as Code. Your Cloud, Your.. Apache-2

GitHub (👨‍💻 140 · 🔀 600 · 📥 7.7K · 📦 1.1K · 📋 4.4K - 30% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/pulumi/pulumi
```
PyPi (📥 88K / month · 📦 88 · ⏱️ 16.12.2021):
```
 pip install pulumi
```

netmiko (🥉30 · ⭐ 2.6K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT

GitHub (👨‍💻 200 · 🔀 960 · 📦 1.9K · 📋 1.6K - 15% open · ⏱️ 23.11.2021):
```
 git clone https://github.com/ktbyers/netmiko
```
PyPi (📥 120K / month · 📦 350 · ⏱️ 23.04.2021):
```
 pip install netmiko
```

plumbum (🥉30 · ⭐ 2.3K) - Plumbum: Shell Combinators. MIT

GitHub (👨‍💻 100 · 🔀 170 · 📋 330 - 35% open · ⏱️ 02.12.2021):
```
 git clone https://github.com/tomerfiliba/plumbum
```
PyPi (📥 1.4M / month · 📦 620 · ⏱️ 23.11.2021):
```
 pip install plumbum
```
Conda (📥 640K · ⏱️ 23.11.2021):
```
 conda install -c conda-forge plumbum
```

sshtunnel (🥉28 · ⭐ 910 · 💤) - SSH tunnels to remote server. MIT

GitHub (👨‍💻 23 · 🔀 150 · 📦 2.9K · 📋 170 - 21% open · ⏱️ 11.01.2021):
```
 git clone https://github.com/pahaz/sshtunnel
```
PyPi (📥 1.4M / month · 📦 260 · ⏱️ 11.01.2021):
```
 pip install sshtunnel
```

Conda (📥 78K · ⏱️ 08.11.2021):

 conda install -c conda-forge sshtunnel

pyinfra (🥉21 · ⭐ 1.4K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT

GitHub (👨‍💻 60 · 🔀 260 · 📦 37 · 📋 520 - 18% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/Fizzadar/pyinfra
```
PyPi (📥 5.5K / month · 📦 4 · ⏱️ 14.11.2021):
```
 pip install pyinfra
```

Show 4 hidden projects...

storm (🥉25 · ⭐ 3.9K · 💀) - Manage your SSH like a boss. MIT
fabtools (🥉24 · ⭐ 1.2K · 💀) - Tools for writing awesome Fabric files. BSD-2
parallel-ssh (🥉24 · ⭐ 960) - Asynchronous parallel SSH client library. ❗️LGPL-2.1
wssh (🥉14 · ⭐ 1.3K · 💀) - SSH to WebSockets Bridge. MIT

Process Utilities

pexpect (🥇34 · ⭐ 2.1K · 💤) - A Python module for controlling interactive programs in a pseudo-.. ISC

GitHub (👨‍💻 92 · 🔀 440 · 📥 4K · 📦 160K · 📋 440 - 39% open · ⏱️ 17.04.2021):
```
 git clone https://github.com/pexpect/pexpect
```
PyPi (📥 23M / month · 📦 31K · ⏱️ 15.12.2021):
```
 pip install pexpect
```
Conda (📥 6.3M · ⏱️ 12.10.2020):
```
 conda install -c conda-forge pexpect
```

supervisor (🥈32 · ⭐ 7.1K) - Supervisor process control system for UNIX. ❗️Repoze Public License

GitHub (👨‍💻 160 · 🔀 1.2K · 📦 6.6K · 📋 1.1K - 13% open · ⏱️ 04.11.2021):
```
 git clone https://github.com/Supervisor/supervisor
```
PyPi (📥 940K / month · 📦 3.8K · ⏱️ 15.12.2021):
```
 pip install supervisor
```

Conda (📥 180K · ⏱️ 07.11.2021):

 conda install -c conda-forge supervisor

sh (🥉31 · ⭐ 6K) - Python process launching. MIT

GitHub (👨‍💻 82 · 🔀 450 · 📦 8.1K · 📋 410 - 2% open · ⏱️ 12.11.2021):
```
 git clone https://github.com/amoffat/sh
```
PyPi (📥 1.9M / month · 📦 4.5K · ⏱️ 15.12.2021):
```
 pip install sh
```
Conda (📥 110K · ⏱️ 05.11.2021):
```
 conda install -c conda-forge sh
```

ptyprocess (🥉28 · ⭐ 150) - Run a subprocess in a pseudo terminal. ISC

GitHub (👨‍💻 16 · 🔀 61 · 📋 33 - 51% open · ⏱️ 31.10.2021):
```
 git clone https://github.com/pexpect/ptyprocess
```
PyPi (📥 23M / month · 📦 25K · ⏱️ 28.12.2020):
```
 pip install ptyprocess
```

Conda (📥 6M · ⏱️ 31.12.2020):

 conda install -c conda-forge ptyprocess

Asynchronous Programming

greenlet (🥇35 · ⭐ 1.3K) - Lightweight in-process concurrent programming. MIT

GitHub (👨‍💻 58 · 🔀 200 · 📦 100K · 📋 160 - 9% open · ⏱️ 17.11.2021):
```
 git clone https://github.com/python-greenlet/greenlet
```
PyPi (📥 34M / month · 📦 20K · ⏱️ 29.09.2021):
```
 pip install greenlet
```
Conda (📥 1.9M · ⏱️ 02.11.2021):
```
 conda install -c conda-forge greenlet
```

uvloop (🥈34 · ⭐ 8.2K) - Ultra fast asyncio event loop. MIT

GitHub (👨‍💻 42 · 🔀 460 · 📥 350 · 📦 31K · 📋 270 - 18% open · ⏱️ 10.08.2021):
```
 git clone https://github.com/MagicStack/uvloop
```
PyPi (📥 4M / month · 📦 2.4K · ⏱️ 10.08.2021):
```
 pip install uvloop
```
Conda (📥 410K · ⏱️ 02.11.2021):
```
 conda install -c conda-forge uvloop
```

anyio (🥈26 · ⭐ 710) - High level asynchronous concurrency and networking framework that works on.. MIT

GitHub (👨‍💻 24 · 🔀 58 · 📋 220 - 13% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/agronholm/anyio
```
PyPi (📥 7.4M / month · 📦 40 · ⏱️ 22.11.2021):
```
 pip install anyio
```
Conda (📥 950K · ⏱️ 23.11.2021):
```
 conda install -c conda-forge anyio
```

aiomisc (🥉22 · ⭐ 240) - aiomisc - miscellaneous utils for asyncio. MIT

GitHub (👨‍💻 13 · 🔀 16 · 📦 150 · 📋 15 - 33% open · ⏱️ 16.12.2021):
```
 git clone https://github.com/aiokitchen/aiomisc
```
PyPi (📥 8.2K / month · 📦 4 · ⏱️ 16.12.2021):
```
 pip install aiomisc
```

unsync (🥉21 · ⭐ 660) - Unsynchronize asyncio. MIT

GitHub (👨‍💻 10 · 🔀 41 · 📦 88 · 📋 27 - 22% open · ⏱️ 21.10.2021):
```
 git clone https://github.com/alex-sherman/unsync
```
PyPi (📥 4.7K / month · 📦 10 · ⏱️ 21.10.2021):
```
 pip install unsync
```

Show 1 hidden projects...

stopit (🥉21 · ⭐ 92 · 💀) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

Configuration

python-dotenv (🥇34 · ⭐ 4.5K) - Get and set values in your .env file in local and production.. BSD-3

GitHub (👨‍💻 71 · 🔀 280 · 📦 170K · 📋 200 - 9% open · ⏱️ 11.11.2021):
```
 git clone https://github.com/theskumar/python-dotenv
```
PyPi (📥 11M / month · 📦 9.4K · ⏱️ 11.11.2021):
```
 pip install python-dotenv
```

Conda (📥 1.3M · ⏱️ 11.11.2021):

 conda install -c conda-forge python-dotenv

traitlets (🥈31 · ⭐ 460) - A lightweight Traits like module. BSD-3

GitHub (👨‍💻 100 · 🔀 170 · 📦 190K · 📋 240 - 36% open · ⏱️ 25.10.2021):
```
 git clone https://github.com/ipython/traitlets
```
PyPi (📥 19M / month · 📦 28K · ⏱️ 15.12.2021):
```
 pip install traitlets
```

Conda (📥 9.3M · ⏱️ 26.10.2021):

 conda install -c conda-forge traitlets

Dynaconf (🥈30 · ⭐ 2.1K) - Configuration Management for Python. MIT

GitHub (👨‍💻 75 · 🔀 190 · 📦 2K · 📋 320 - 26% open · ⏱️ 18.11.2021):
```
 git clone https://github.com/rochacbruno/dynaconf
```
PyPi (📥 810K / month · 📦 92 · ⏱️ 09.09.2021):
```
 pip install dynaconf
```
Conda (📥 4.7K · ⏱️ 13.09.2021):
```
 conda install -c conda-forge dynaconf
```

python-decouple (🥈30 · ⭐ 2K) - Strict separation of config from code. MIT

GitHub (👨‍💻 29 · 🔀 140 · 📥 4 · 📦 53K · 📋 73 - 10% open · ⏱️ 11.12.2021):
```
 git clone https://github.com/henriquebastos/python-decouple
```
PyPi (📥 620K / month · 📦 6K · ⏱️ 30.09.2021):
```
 pip install python-decouple
```

Conda (📥 34K · ⏱️ 05.01.2021):

 conda install -c conda-forge python-decouple

omegaconf (🥉28 · ⭐ 940) - Flexible Python configuration system. The last one you will ever need. BSD-3

GitHub (👨‍💻 22 · 🔀 56 · 📦 2.5K · 📋 410 - 11% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/omry/omegaconf
```
PyPi (📥 970K / month · 📦 8 · ⏱️ 19.08.2021):
```
 pip install omegaconf
```

Conda (📥 450K · ⏱️ 13.11.2021):

 conda install -c conda-forge omegaconf

gin-config (🥉27 · ⭐ 1.4K) - Gin provides a lightweight configuration framework for Python. Apache-2

GitHub (👨‍💻 20 · 🔀 95 · 📦 3.2K · 📋 76 - 53% open · ⏱️ 04.11.2021):
```
 git clone https://github.com/google/gin-config
```
PyPi (📥 610K / month · 📦 100 · ⏱️ 03.11.2021):
```
 pip install gin-config
```

hydra (🥉23 · ⭐ 5.2K) - Hydra is a framework for elegantly configuring complex applications. MIT

GitHub (👨‍💻 83 · 🔀 390 · 📦 5 · 📋 940 - 10% open · ⏱️ 16.12.2021):
```
 git clone https://github.com/facebookresearch/hydra
```
PyPi (📥 9K / month · 📦 6 · ⏱️ 03.08.2016):
```
 pip install hydra
```

Conda (📥 350K · ⏱️ 20.08.2021):

 conda install -c conda-forge hydra-core

Show 1 hidden projects...

configobj (🥉28 · ⭐ 260 · 💀) - Python 3+ compatible port of the configobj library. BSD-3

CLI Development

click (🥇37 · ⭐ 12K) - Python composable command line interface toolkit. BSD-3

GitHub (👨‍💻 310 · 🔀 1.2K · 📦 670K · 📋 1.3K - 5% open · ⏱️ 11.11.2021):
```
 git clone https://github.com/pallets/click
```
PyPi (📥 82M / month · 📦 110K · ⏱️ 10.10.2021):
```
 pip install click
```
Conda (📥 11M · ⏱️ 02.11.2021):
```
 conda install -c conda-forge click
```

colorama (🥇34 · ⭐ 2.6K) - Simple cross-platform colored terminal text in Python. BSD-3

GitHub (👨‍💻 44 · 🔀 190 · 📦 280K · 📋 230 - 52% open · ⏱️ 07.10.2021):
```
 git clone https://github.com/tartley/colorama
```
PyPi (📥 100M / month · 📦 32K · ⏱️ 13.10.2020):
```
 pip install colorama
```
Conda (📥 6.9M · ⏱️ 16.10.2020):
```
 conda install -c conda-forge colorama
```

rich (🥈33 · ⭐ 32K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT

GitHub (👨‍💻 140 · 🔀 1K · 📦 9.4K · 📋 630 - 5% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/willmcgugan/rich
```
PyPi (📥 2.9M / month · ⏱️ 15.12.2021):
```
 pip install rich
```
Conda (📥 540K · ⏱️ 15.12.2021):
```
 conda install -c conda-forge rich
```

python-prompt-toolkit (🥈33 · ⭐ 7.4K) - Library for building powerful interactive command.. BSD-3

GitHub (👨‍💻 200 · 🔀 590 · 📋 980 - 48% open · ⏱️ 09.12.2021):
```
 git clone https://github.com/prompt-toolkit/python-prompt-toolkit
```
PyPi (📥 21M / month · 📦 6.2K · ⏱️ 03.10.2019):
```
 pip install prompt_toolkit
```

python-fire (🥈32 · ⭐ 20K) - Python Fire is a library for automatically generating command.. Apache-2

GitHub (👨‍💻 46 · 🔀 1.2K · 📦 10K · 📋 250 - 42% open · ⏱️ 17.06.2021):
```
 git clone https://github.com/google/python-fire
```
PyPi (📥 1.9M / month · 📦 1.2K · ⏱️ 22.01.2021):
```
 pip install fire
```
Conda (📥 150K · ⏱️ 22.01.2021):
```
 conda install -c conda-forge fire
```

emoji (🥈32 · ⭐ 1.4K) - emoji terminal output for Python. BSD-3

GitHub (👨‍💻 53 · 🔀 240 · 📦 30K · 📋 110 - 11% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/carpedm20/emoji
```
PyPi (📥 2.7M / month · 📦 2K · ⏱️ 13.10.2021):
```
 pip install emoji
```
Conda (📥 17K · ⏱️ 13.10.2021):
```
 conda install -c conda-forge emoji
```

wcwidth (🥈30 · ⭐ 260) - Python library that measures the width of unicode strings rendered to a.. MIT

GitHub (👨‍💻 11 · 🔀 36 · 📦 230K · 📋 30 - 33% open · ⏱️ 28.09.2021):
```
 git clone https://github.com/jquast/wcwidth
```
PyPi (📥 18M / month · 📦 25K · ⏱️ 23.06.2020):
```
 pip install wcwidth
```
Conda (📥 8.3M · ⏱️ 24.09.2020):
```
 conda install -c conda-forge wcwidth
```

ConfigArgParse (🥉29 · ⭐ 560) - A drop-in replacement for argparse that allows options to also be.. MIT

GitHub (👨‍💻 48 · 🔀 94 · 📦 6.4K · 📋 180 - 33% open · ⏱️ 06.10.2021):
```
 git clone https://github.com/bw2/ConfigArgParse
```
PyPi (📥 1.6M / month · 📦 2.3K · ⏱️ 03.10.2021):
```
 pip install configargparse
```

Conda (📥 240K · ⏱️ 04.10.2021):

 conda install -c conda-forge configargparse

argcomplete (🥉27 · ⭐ 1K) - Python and tab completion, better together. Apache-2

GitHub (👨‍💻 56 · 🔀 98 · 📥 150 · 📦 14K · 📋 190 - 20% open · ⏱️ 14.11.2021):
```
 git clone https://github.com/kislyuk/argcomplete
```
PyPi (📥 17M / month · 📦 2.8K · ⏱️ 19.04.2021):
```
 pip install argcomplete
```

Conda (📥 430K · ⏱️ 22.04.2021):

 conda install -c conda-forge argcomplete

asciimatics (🥉26 · ⭐ 2.9K) - A cross platform package to do curses-like operations, plus.. Apache-2

GitHub (👨‍💻 37 · 🔀 210 · 📦 560 · 📋 260 - 6% open · ⏱️ 01.12.2021):
```
 git clone https://github.com/peterbrittain/asciimatics
```
PyPi (📥 8K / month · 📦 120 · ⏱️ 05.04.2021):
```
 pip install asciimatics
```

Conda (📥 82K · ⏱️ 15.11.2021):

 conda install -c conda-forge asciimatics

questionary (🥉26 · ⭐ 770) - Python library to build pretty command line user prompts Easy to use.. MIT

GitHub (👨‍💻 26 · 🔀 54 · 📋 84 - 27% open · ⏱️ 13.11.2021):
```
 git clone https://github.com/tmbo/questionary
```
PyPi (📥 650K / month · 📦 94 · ⏱️ 15.07.2021):
```
 pip install questionary
```

Typer (🥉25 · ⭐ 6.7K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT

GitHub (👨‍💻 9 · 🔀 250 · 📋 240 - 61% open · ⏱️ 30.08.2021):
```
 git clone https://github.com/tiangolo/typer
```
PyPi (📥 6M / month · ⏱️ 30.08.2021):
```
 pip install typer
```

cleo (🥉25 · ⭐ 780) - Cleo allows you to create beautiful and testable command-line interfaces. MIT

GitHub (👨‍💻 6 · 🔀 50 · 📋 88 - 69% open · ⏱️ 30.07.2021):
```
 git clone https://github.com/sdispater/cleo
```
PyPi (📥 4.2M / month · 📦 150 · ⏱️ 30.07.2021):
```
 pip install cleo
```
Conda (📥 66K · ⏱️ 09.10.2020):
```
 conda install -c conda-forge cleo
```

bashplotlib (🥉21 · ⭐ 1.6K · 💤) - plotting in the terminal. MIT

GitHub (👨‍💻 20 · 🔀 84 · 📦 140 · 📋 28 - 60% open · ⏱️ 31.03.2021):
```
 git clone https://github.com/glamp/bashplotlib
```
PyPi (📥 5.2K / month · 📦 48 · ⏱️ 06.02.2016):
```
 pip install bashplotlib
```

Show 5 hidden projects...

docopt (🥈32 · ⭐ 7.5K · 💀) - Pythonic command line arguments parser, that will make you smile. MIT
clint (🥉28 · ⭐ 2.5K · 💀) - Python Command-line Application Tools. ISC
blessings (🥉28 · ⭐ 1.3K · 💀) - A thin, practical wrapper around terminal capabilities in Python. MIT
docopt-ng (🥉20 · ⭐ 64) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT
colout (🥉16 · ⭐ 1.1K · 💀) - Color text streams with a polished command line interface. ❗️GPL-3.0

Development Tools

🔗 best-of-python-dev ( ⭐ 380) - A ranked list of awesome python developer tools and libraries. Updated..

Data Caching

cachetools (🥇31 · ⭐ 1.2K) - Extensible memoizing collections and decorators. MIT

GitHub (👨‍💻 7 · 🔀 120 · 📋 200 - 8% open · ⏱️ 11.10.2021):
```
 git clone https://github.com/tkem/cachetools
```
PyPi (📥 50M / month · 📦 4.4K · ⏱️ 30.09.2021):
```
 pip install cachetools
```

Conda (📥 3.8M · ⏱️ 30.09.2021):

 conda install -c conda-forge cachetools

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

GitHub (👨‍💻 86 · 🔀 130 · 📦 3.1K · 📋 120 - 54% open · ⏱️ 07.12.2021):
```
 git clone https://github.com/bbangert/beaker
```
PyPi (📥 270K / month · 📦 2.6K · ⏱️ 26.08.2019):
```
 pip install beaker
```
Conda (📥 56K · ⏱️ 27.08.2019):
```
 conda install -c conda-forge beaker
```

pylibmc (🥈27 · ⭐ 450) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3

GitHub (👨‍💻 49 · 🔀 120 · 📦 3.7K · 📋 190 - 12% open · ⏱️ 26.10.2021):
```
 git clone https://github.com/lericson/pylibmc
```
PyPi (📥 150K / month · 📦 4.7K · ⏱️ 15.08.2019):
```
 pip install pylibmc
```
Conda (📥 170K · ⏱️ 07.11.2021):
```
 conda install -c conda-forge pylibmc
```

aiocache (🥉25 · ⭐ 610 · 💤) - Asyncio cache manager for redis, memcached and memory. BSD-3

GitHub (👨‍💻 29 · 🔀 94 · 📦 600 · 📋 250 - 18% open · ⏱️ 04.12.2020):
```
 git clone https://github.com/aio-libs/aiocache
```
PyPi (📥 89K / month · 📦 120 · ⏱️ 31.07.2019):
```
 pip install aiocache
```

cachier (🥉24 · ⭐ 390) - Persistent, stale-free, local and cross-machine caching for Python.. MIT

GitHub (👨‍💻 14 · 🔀 45 · 📦 210 · 📋 50 - 40% open · ⏱️ 10.12.2021):
```
 git clone https://github.com/shaypal5/cachier
```
PyPi (📥 13K / month · 📦 14 · ⏱️ 25.11.2021):
```
 pip install cachier
```

Show 1 hidden projects...

cached-property (🥈30 · ⭐ 620 · 💀) - A decorator for caching properties in classes. BSD-3

GUI Development

🔗 best-of-web-python - Web UI ( ⭐ 1.4K) - Collection of libraries to implement web-based UIs.

kivy (🥇34 · ⭐ 14K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT

GitHub (👨‍💻 560 · 🔀 2.8K · 📥 24K · 📦 5.8K · 📋 4.5K - 20% open · ⏱️ 14.12.2021):
```
 git clone https://github.com/kivy/kivy
```
PyPi (📥 170K / month · 📦 870 · ⏱️ 09.12.2020):
```
 pip install kivy
```
Conda (📥 220K · ⏱️ 22.04.2021):
```
 conda install -c conda-forge kivy
```

PySimpleGUI (🥈31 · ⭐ 9K) - PySimpleGUI is a Python package that enables Python programmers.. ❗️LGPL-3.0

GitHub (👨‍💻 18 · 🔀 1.3K · 📦 4K · 📋 2.5K - 25% open · ⏱️ 16.12.2021):
```
 git clone https://github.com/PySimpleGUI/PySimpleGUI
```
PyPi (📥 88K / month · 📦 82 · ⏱️ 07.11.2021):
```
 pip install pysimplegui
```

Conda (📥 44K · ⏱️ 09.11.2021):

 conda install -c conda-forge pysimplegui

DearPyGui (🥈27 · ⭐ 6.6K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT

GitHub (👨‍💻 29 · 🔀 310 · 📦 230 · 📋 830 - 12% open · ⏱️ 14.12.2021):
```
 git clone https://github.com/hoffstadt/DearPyGui
```
PyPi (📥 6.6K / month · ⏱️ 11.12.2021):
```
 pip install dearpygui
```

Eel (🥈27 · ⭐ 4.7K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT

GitHub (👨‍💻 38 · 🔀 470 · 📦 2.9K · 📋 440 - 31% open · ⏱️ 19.10.2021):
```
 git clone https://github.com/ChrisKnott/Eel
```
PyPi (📥 43K / month · 📦 70 · ⏱️ 17.08.2020):
```
 pip install eel
```

toga (🥉26 · ⭐ 2.8K) - A Python native, OS native GUI toolkit. BSD-3

GitHub (👨‍💻 200 · 🔀 500 · 📋 520 - 26% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/beeware/toga
```
PyPi (📥 1.8K / month · 📦 44 · ⏱️ 15.12.2021):
```
 pip install toga
```

Gooey (🥉25 · ⭐ 15K) - Turn (almost) any Python command line program into a full GUI application.. MIT

GitHub (👨‍💻 99 · 🔀 800 · 📥 150 · 📦 470 · 📋 510 - 19% open · ⏱️ 02.12.2021):
```
 git clone https://github.com/chriskiehl/Gooey
```
PyPi (📥 4.5K / month · 📦 64 · ⏱️ 15.12.2021):
```
 pip install gooey
```
Conda (📥 41K · ⏱️ 13.06.2021):
```
 conda install -c conda-forge gooey
```

flexx (🥉25 · ⭐ 2.8K) - Write desktop and web apps in pure Python. BSD-2

GitHub (👨‍💻 37 · 🔀 250 · 📦 97 · 📋 430 - 19% open · ⏱️ 16.09.2021):
```
 git clone https://github.com/flexxui/flexx
```
PyPi (📥 740 / month · 📦 36 · ⏱️ 16.09.2021):
```
 pip install flexx
```
Conda (📥 84K · ⏱️ 16.09.2021):
```
 conda install -c conda-forge flexx
```

enaml (🥉23 · ⭐ 1.1K) - Declarative User Interfaces for Python. BSD-3

GitHub (👨‍💻 34 · 🔀 120 · 📥 75 · 📦 200 · 📋 220 - 21% open · ⏱️ 10.12.2021):
```
 git clone https://github.com/nucleic/enaml
```
PyPi (📥 3.3K / month · 📦 140 · ⏱️ 21.11.2021):
```
 pip install enaml
```
Conda (📥 96K · ⏱️ 21.11.2021):
```
 conda install -c conda-forge enaml
```

Show 1 hidden projects...

Phoenix (🥉17 · ⭐ 1.7K) - wxPython's Project Phoenix. A new implementation of wxPython,.. ❗Unlicensed

Computer & Machine Vision

🔗 best-of-ml-python - Computer Vision ( ⭐ 6K) - Collection of computer vision and image processing..

Machine Learning & Data Engineering

🔗 best-of-ml-python ( ⭐ 6K) - A ranked list of awesome machine learning Python libraries. Updated weekly.

Text Data

🔗 best-of-ml-python - NLP ( ⭐ 6K) - Collection of text processing and NLP libraries.

chardet (🥇32 · ⭐ 1.6K) - Python character encoding detector. ❗️LGPL-2.1

GitHub (👨‍💻 44 · 🔀 220 · 📋 120 - 50% open · ⏱️ 22.10.2021):
```
 git clone https://github.com/chardet/chardet
```
PyPi (📥 50M / month · 📦 73K · ⏱️ 10.12.2020):
```
 pip install chardet
```
Conda (📥 15M · ⏱️ 02.11.2021):
```
 conda install -c conda-forge chardet
```

humanize (🥈30 · ⭐ 1.5K) - python humanize functions. MIT

GitHub (👨‍💻 62 · 🔀 160 · 📋 82 - 29% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/jmoiron/humanize
```
PyPi (📥 2M / month · 📦 2.9K · ⏱️ 29.11.2021):
```
 pip install humanize
```
Conda (📥 200K · ⏱️ 30.11.2021):
```
 conda install -c conda-forge humanize
```

python-slugify (🥈30 · ⭐ 1.1K · 💤) - Returns unicode slugs. MIT

GitHub (👨‍💻 29 · 🔀 88 · 📦 23K · 📋 51 - 1% open · ⏱️ 12.05.2021):
```
 git clone https://github.com/un33k/python-slugify
```
PyPi (📥 4.2M / month · 📦 4.3K · ⏱️ 05.05.2021):
```
 pip install python-slugify
```

Conda (📥 630K · ⏱️ 06.05.2021):

 conda install -c conda-forge python-slugify

phonenumbers (🥈28 · ⭐ 2.9K) - Python port of Google's libphonenumber. Apache-2

GitHub (👨‍💻 25 · 🔀 370 · 📋 130 - 3% open · ⏱️ 14.12.2021):
```
 git clone https://github.com/daviddrysdale/python-phonenumbers
```
PyPi (📥 2.7M / month · 📦 2.3K · ⏱️ 07.12.2021):
```
 pip install phonenumbers
```

Conda (📥 500K · ⏱️ 07.12.2021):

 conda install -c conda-forge phonenumbers

pyahocorasick (🥉26 · ⭐ 660) - Python module (C extension and plain python) implementing Aho-.. BSD-3

GitHub (👨‍💻 23 · 🔀 95 · 📦 840 · 📋 110 - 34% open · ⏱️ 22.11.2021):
```
 git clone https://github.com/WojciechMula/pyahocorasick
```
PyPi (📥 320K / month · 📦 100 · ⏱️ 27.03.2021):
```
 pip install pyahocorasick
```

Conda (📥 140K · ⏱️ 13.10.2020):

 conda install -c conda-forge pyahocorasick

inflect (🥉25 · ⭐ 590 · 💤) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT

GitHub (👨‍💻 29 · 🔀 66 · 📋 90 - 30% open · ⏱️ 23.03.2021):
```
 git clone https://github.com/jaraco/inflect
```
PyPi (📥 1.3M / month · 📦 1.4K · ⏱️ 03.03.2021):
```
 pip install inflect
```
Conda (📥 190K · ⏱️ 02.11.2021):
```
 conda install -c conda-forge inflect
```

Show 4 hidden projects...

awesome-slugify (🥉23 · ⭐ 460 · 💀) - Python flexible slugify function. ❗️GPL-3.0
price-parser (🥉21 · ⭐ 210 · 💀) - Extract price amount and currency symbol from a raw text.. BSD-3
coolname (🥉19 · ⭐ 80 · 💤) - Random Name and Slug Generator. BSD-2
millify (🥉16 · ⭐ 47 · 💀) - Convert long numbers into a human-readable format in Python. MIT

Web Development

🔗 best-of-web-python ( ⭐ 1.4K) - A ranked list of awesome python libraries for web development. Updated..

Database Clients

Libraries for connecting to, operating, and querying databases.

redis (🥇38 · ⭐ 9.9K) - Redis Python Client. MIT

GitHub (👨‍💻 280 · 🔀 2K · 📦 130K · 📋 990 - 7% open · ⏱️ 16.12.2021):
```
 git clone https://github.com/andymccurdy/redis-py
```
PyPi (📥 19M / month · 📦 49K · ⏱️ 09.12.2021):
```
 pip install redis
```

boto3 (🥇38 · ⭐ 6.9K) - AWS SDK for Python. Apache-2

GitHub (👨‍💻 130 · 🔀 1.5K · 📦 150K · 📋 2.5K - 11% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/boto/boto3
```
PyPi (📥 180M / month · 📦 23K · ⏱️ 13.12.2021):
```
 pip install boto3
```
Conda (📥 7.9M · ⏱️ 14.12.2021):
```
 conda install -c conda-forge boto3
```

SQLAlchemy (🥇38 · ⭐ 4.6K) - The Database Toolkit for Python. MIT

GitHub (👨‍💻 520 · 🔀 760 · 📥 34K · 📦 330K · 📋 6.4K - 3% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/sqlalchemy/sqlalchemy
```
PyPi (📥 43M / month · 📦 84K · ⏱️ 09.12.2021):
```
 pip install SQLAlchemy
```

Conda (📥 5.9M · ⏱️ 09.12.2021):

 conda install -c conda-forge sqlalchemy

peewee (🥇35 · ⭐ 8.8K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT

GitHub (👨‍💻 150 · 🔀 1.3K · 📦 15K · 📋 2.1K - 0% open · ⏱️ 09.12.2021):
```
 git clone https://github.com/coleifer/peewee
```
PyPi (📥 560K / month · 📦 6.5K · ⏱️ 28.10.2021):
```
 pip install peewee
```
Conda (📥 370K · ⏱️ 06.11.2021):
```
 conda install -c conda-forge peewee
```

pymongo (🥇35 · ⭐ 3.5K) - PyMongo - the Python driver for MongoDB. Apache-2

GitHub (👨‍💻 190 · 🔀 1K · ⏱️ 14.12.2021):

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

PyPi (📥 15M / month · 📦 36K · ⏱️ 07.12.2021):
```
 pip install pymongo
```
Conda (📥 530K · ⏱️ 08.12.2021):
```
 conda install -c conda-forge pymongo
```

kafka-python (🥇34 · ⭐ 4.7K) - Python client for Apache Kafka. Apache-2

GitHub (👨‍💻 210 · 🔀 1.2K · 📥 1.7K · 📦 8.7K · 📋 1.4K - 14% open · ⏱️ 03.08.2021):
```
 git clone https://github.com/dpkp/kafka-python
```
PyPi (📥 5.6M / month · 📦 2K · ⏱️ 30.09.2020):
```
 pip install kafka-python
```

Conda (📥 260K · ⏱️ 30.09.2020):

 conda install -c conda-forge kafka-python

MongoEngine (🥇34 · ⭐ 3.6K) - A Python Object-Document-Mapper for working with MongoDB. MIT

GitHub (👨‍💻 370 · 🔀 1.2K · 📦 15K · 📋 1.6K - 22% open · ⏱️ 30.11.2021):
```
 git clone https://github.com/MongoEngine/mongoengine
```
PyPi (📥 720K / month · 📦 6.7K · ⏱️ 04.05.2021):
```
 pip install mongoengine
```

Conda (📥 140K · ⏱️ 15.12.2021):

 conda install -c conda-forge mongoengine

Motor (🥈33 · ⭐ 1.8K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2

GitHub (👨‍💻 35 · 🔀 170 · 📦 15K · ⏱️ 09.11.2021):
```
 git clone https://github.com/mongodb/motor
```
PyPi (📥 1.4M / month · 📦 1.8K · ⏱️ 19.08.2021):
```
 pip install motor
```
Conda (📥 17K · ⏱️ 02.12.2021):
```
 conda install -c conda-forge motor
```

PyMySQL (🥈32 · ⭐ 6.7K) - Pure Python MySQL Client. MIT

GitHub (👨‍💻 110 · 🔀 1.3K · 📦 100K · 📋 590 - 3% open · ⏱️ 02.10.2021):
```
 git clone https://github.com/PyMySQL/PyMySQL
```
PyPi (📥 14M / month · 📦 18K · ⏱️ 09.01.2021):
```
 pip install PyMySQL
```
Conda (📥 430K · ⏱️ 09.01.2021):
```
 conda install -c conda-forge pymysql
```

google-cloud-storage (🥈32 · ⭐ 3.8K) - Google Cloud Client Library for Python. Apache-2

GitHub (👨‍💻 320 · 🔀 1.4K · 📋 3.4K - 0% open · ⏱️ 07.12.2021):
```
 git clone https://github.com/googleapis/google-cloud-python
```
PyPi (📥 36M / month · 📦 2.1K · ⏱️ 17.11.2021):
```
 pip install google-cloud-storage
```

Conda (📥 1M · ⏱️ 02.12.2021):

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

elasticsearch (🥈32 · ⭐ 3.5K) - Official Elasticsearch client library for Python. Apache-2

GitHub (👨‍💻 180 · 🔀 1.1K · 📥 960 · 📦 25K · 📋 920 - 4% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/elastic/elasticsearch-py
```
PyPi (📥 9.7M / month · 📦 11K · ⏱️ 13.12.2021):
```
 pip install elasticsearch
```

Conda (📥 480K · ⏱️ 13.12.2021):

 conda install -c conda-forge elasticsearch

Prometheus Client (🥈32 · ⭐ 2.5K) - Prometheus instrumentation library for Python.. Apache-2

GitHub (👨‍💻 110 · 🔀 600 · 📋 380 - 10% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/prometheus/client_python
```
PyPi (📥 26M / month · 📦 3.7K · ⏱️ 20.06.2019):
```
 pip install prometheus_client
```

Conda (📥 4.6M · ⏱️ 29.10.2021):

 conda install -c conda-forge prometheus_client

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

GitHub (👨‍💻 180 · 🔀 480 · 📦 3.4K · ⏱️ 23.11.2021):
```
 git clone https://github.com/datastax/python-driver
```
PyPi (📥 1.5M / month · 📦 1.2K · ⏱️ 15.12.2021):
```
 pip install cassandra-driver
```

Conda (📥 96K · ⏱️ 07.11.2021):

 conda install -c conda-forge cassandra-driver

python-bigquery (🥈32 · ⭐ 340) - Google BigQuery API client library. Apache-2

GitHub (👨‍💻 100 · 🔀 140 · 📦 10K · 📋 420 - 15% open · ⏱️ 14.12.2021):
```
 git clone https://github.com/googleapis/python-bigquery
```
PyPi (📥 25M / month · 📦 1.2K · ⏱️ 02.12.2021):
```
 pip install google-cloud-bigquery
```

s3transfer (🥈32 · ⭐ 130) - Amazon S3 Transfer Manager for Python. Apache-2

GitHub (👨‍💻 32 · 🔀 83 · 📦 93K · 📋 66 - 56% open · ⏱️ 10.11.2021):
```
 git clone https://github.com/boto/s3transfer
```
PyPi (📥 170M / month · 📦 7.9K · ⏱️ 15.07.2021):
```
 pip install s3transfer
```

Conda (📥 7.2M · ⏱️ 15.07.2021):

 conda install -c conda-forge s3transfer

Elasticsearch DSL (🥈31 · ⭐ 3.4K) - High level Python client for Elasticsearch. Apache-2

GitHub (👨‍💻 120 · 🔀 710 · 📥 100 · 📦 5.4K · 📋 1.2K - 7% open · ⏱️ 12.08.2021):
```
 git clone https://github.com/elastic/elasticsearch-dsl-py
```
PyPi (📥 1.7M / month · 📦 1.6K · ⏱️ 15.07.2021):
```
 pip install elasticsearch-dsl
```

azure-storage-blob (🥈31 · ⭐ 2.3K) - This repository is for active development of the Azure SDK.. MIT

GitHub (👨‍💻 370 · 🔀 1.6K · 📦 1.8K · 📋 6.1K - 16% open · ⏱️ 16.12.2021):
```
 git clone https://github.com/Azure/azure-sdk-for-python
```
PyPi (📥 33M / month · 📦 380 · ⏱️ 14.12.2021):
```
 pip install azure-storage-blob
```

Conda (📥 330K · ⏱️ 20.09.2021):

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

pyodbc (🥈31 · ⭐ 2.3K) - Python ODBC bridge. MIT

GitHub (👨‍💻 47 · 🔀 470 · 📋 830 - 10% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/mkleehammer/pyodbc
```
PyPi (📥 16M / month · 📦 3.3K · ⏱️ 19.08.2021):
```
 pip install pyodbc
```
Conda (📥 570K · ⏱️ 05.11.2021):
```
 conda install -c conda-forge pyodbc
```

SQLAlchemy-Utils (🥈31 · ⭐ 860) - Various utility functions and datatypes for SQLAlchemy. BSD-3

GitHub (👨‍💻 100 · 🔀 260 · 📦 13K · 📋 350 - 55% open · ⏱️ 05.12.2021):
```
 git clone https://github.com/kvesteri/sqlalchemy-utils
```
PyPi (📥 2.7M / month · 📦 3.4K · ⏱️ 19.10.2021):
```
 pip install sqlalchemy-utils
```

Conda (📥 350K · ⏱️ 15.12.2021):

 conda install -c conda-forge sqlalchemy-utils

confluent-kafka-python (🥈30 · ⭐ 2.6K) - Confluent's Kafka Python Client. Apache-2

GitHub (👨‍💻 83 · 🔀 690 · 📦 3.1K · 📋 880 - 24% open · ⏱️ 30.09.2021):
```
 git clone https://github.com/confluentinc/confluent-kafka-python
```
PyPi (📥 4.8M / month · 📦 300 · ⏱️ 12.05.2021):
```
 pip install confluent-kafka
```

influxdb (🥈30 · ⭐ 1.6K) - Python client for InfluxDB. MIT

GitHub (👨‍💻 140 · 🔀 490 · 📦 5K · 📋 510 - 26% open · ⏱️ 09.09.2021):
```
 git clone https://github.com/influxdata/influxdb-python
```
PyPi (📥 1.5M / month · 📦 2.1K · ⏱️ 11.11.2020):
```
 pip install influxdb
```
Conda (📥 24K · ⏱️ 12.11.2020):
```
 conda install -c conda-forge influxdb
```

PyPika (🥈30 · ⭐ 1.5K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2

GitHub (👨‍💻 90 · 🔀 190 · 📦 970 · 📋 340 - 28% open · ⏱️ 03.09.2021):
```
 git clone https://github.com/kayak/pypika
```
PyPi (📥 920K / month · 📦 38 · ⏱️ 21.07.2021):
```
 pip install pypika
```

alembic (🥈30 · ⭐ 1.2K) - A database migrations tool for SQLAlchemy. MIT

GitHub (👨‍💻 140 · 🔀 120 · 📦 88K · 📋 840 - 9% open · ⏱️ 23.11.2021):
```
 git clone https://github.com/sqlalchemy/alembic
```
PyPi (📥 21M / month · 📦 21K · ⏱️ 11.11.2021):
```
 pip install alembic
```
Conda (📥 1.1M · ⏱️ 11.11.2021):
```
 conda install -c conda-forge alembic
```

dataset (🥈29 · ⭐ 4.1K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT

GitHub (👨‍💻 76 · 🔀 280 · 📦 2.2K · 📋 260 - 4% open · ⏱️ 16.12.2021):
```
 git clone https://github.com/pudo/dataset
```
PyPi (📥 86K / month · 📦 1K · ⏱️ 16.12.2021):
```
 pip install dataset
```

Databases (🥈29 · ⭐ 2.6K) - Async database support for Python. BSD-3

GitHub (👨‍💻 39 · 🔀 180 · 📦 3.3K · 📋 260 - 36% open · ⏱️ 03.12.2021):
```
 git clone https://github.com/encode/databases
```
PyPi (📥 150K / month · 📦 60 · ⏱️ 10.10.2021):
```
 pip install databases
```

Conda (📥 120K · ⏱️ 15.11.2021):

 conda install -c conda-forge databases

mysqlclient (🥈29 · ⭐ 2K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0

GitHub (👨‍💻 69 · 🔀 350 · 📥 5.2K · 📋 280 - 5% open · ⏱️ 17.11.2021):
```
 git clone https://github.com/PyMySQL/mysqlclient
```
PyPi (📥 3.7M / month · 📦 14K · ⏱️ 18.11.2021):
```
 pip install mysqlclient
```

Conda (📥 130K · ⏱️ 09.12.2021):

 conda install -c conda-forge mysqlclient

PynamoDB (🥈29 · ⭐ 1.8K) - A pythonic interface to Amazon's DynamoDB. MIT

GitHub (👨‍💻 92 · 🔀 370 · 📦 870 · 📋 510 - 44% open · ⏱️ 01.12.2021):
```
 git clone https://github.com/pynamodb/PynamoDB
```
PyPi (📥 940K / month · 📦 240 · ⏱️ 29.06.2021):
```
 pip install pynamodb
```
Conda (📥 140K · ⏱️ 29.06.2021):
```
 conda install -c conda-forge pynamodb
```

pygsheets (🥈29 · ⭐ 1.2K) - Google Sheets Python API v4. MIT

GitHub (👨‍💻 75 · 🔀 180 · 📦 860 · 📋 350 - 9% open · ⏱️ 28.11.2021):
```
 git clone https://github.com/nithinmurali/pygsheets
```
PyPi (📥 2M / month · 📦 100 · ⏱️ 05.02.2021):
```
 pip install pygsheets
```

py2neo (🥈29 · ⭐ 1K) - Py2neo is a comprehensive Neo4j driver library and toolkit for Python. Apache-2

GitHub (👨‍💻 33 · 🔀 220 · 📋 760 - 1% open · ⏱️ 10.12.2021):
```
 git clone https://github.com/py2neo-org/py2neo
```
PyPi (📥 98K / month · 📦 1.1K · ⏱️ 14.10.2021):
```
 pip install py2neo
```
Conda (📥 41K · ⏱️ 14.10.2021):
```
 conda install -c conda-forge py2neo
```

s3fs (🥈29 · ⭐ 510) - S3 Filesystem. BSD-3

GitHub (👨‍💻 84 · 🔀 170 · 📦 6.1K · 📋 300 - 23% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/dask/s3fs
```
PyPi (📥 20M / month · 📦 450 · ⏱️ 26.11.2021):
```
 pip install s3fs
```
Conda (📥 2.6M · ⏱️ 27.11.2021):
```
 conda install -c conda-forge s3fs
```

minio (🥈29 · ⭐ 470) - MinIO Client SDK for Python. Apache-2

GitHub (👨‍💻 97 · 🔀 210 · 📦 2.1K · 📋 440 - 0% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/minio/minio-py
```
PyPi (📥 590K / month · 📦 340 · ⏱️ 29.11.2021):
```
 pip install minio
```
Conda (📥 52K · ⏱️ 30.11.2021):
```
 conda install -c conda-forge minio
```

Records (🥉28 · ⭐ 6.8K · 💤) - SQL for Humans. ISC

GitHub (👨‍💻 37 · 🔀 570 · 📦 840 · 📋 150 - 44% open · ⏱️ 22.12.2020):
```
 git clone https://github.com/kennethreitz/records
```
PyPi (📥 210K / month · 📦 300 · ⏱️ 15.12.2021):
```
 pip install records
```
Conda (📥 20K · ⏱️ 30.05.2021):
```
 conda install -c conda-forge records
```

libcloud (🥉28 · ⭐ 1.8K) - Apache Libcloud is a Python library which hides differences between.. Apache-2

GitHub (👨‍💻 430 · 🔀 890 · 📦 2.1K · 📋 150 - 40% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/apache/libcloud
```
PyPi (📥 180K / month · 📦 1.5K · ⏱️ 15.11.2021):
```
 pip install apache-libcloud
```

Ibis (🥉28 · ⭐ 1.6K) - A pandas-like deferred expression system, with first-class SQL support. Apache-2

GitHub (👨‍💻 86 · 🔀 290 · 📋 1.9K - 31% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/ibis-project/ibis
```
PyPi (📥 150K / month · 📦 48 · ⏱️ 06.10.2021):
```
 pip install ibis-framework
```

Conda (📥 210K · ⏱️ 04.11.2021):

 conda install -c conda-forge ibis-framework

redis-py-cluster (🥉28 · ⭐ 1K) - Python cluster client for the official redis cluster. Redis 3.0+. MIT

GitHub (👨‍💻 72 · 🔀 300 · 📥 2.9K · 📦 1K · 📋 270 - 10% open · ⏱️ 25.06.2021):
```
 git clone https://github.com/grokzen/redis-py-cluster
```
PyPi (📥 1.9M / month · 📦 290 · ⏱️ 30.05.2021):
```
 pip install redis-py-cluster
```

pysolr (🥉28 · ⭐ 610) - Pysolr Python Solr client. BSD-3

GitHub (👨‍💻 65 · 🔀 320 · 📦 2.5K · 📋 150 - 21% open · ⏱️ 02.11.2021):
```
 git clone https://github.com/django-haystack/pysolr
```
PyPi (📥 130K / month · 📦 2.5K · ⏱️ 19.10.2021):
```
 pip install pysolr
```
Conda (📥 17K · ⏱️ 28.04.2020):
```
 conda install -c conda-forge pysolr
```

cx-Oracle (🥉27 · ⭐ 790) - Python interface to Oracle Database conforming to the Python DB API.. BSD-3

GitHub (👨‍💻 17 · 🔀 310 · 📦 5.4K · 📋 570 - 6% open · ⏱️ 04.11.2021):
```
 git clone https://github.com/oracle/python-cx_Oracle
```
PyPi (📥 3.1M / month · 📦 140 · ⏱️ 04.11.2021):
```
 pip install cx-Oracle
```

pandas-gbq (🥉27 · ⭐ 280) - Pandas Google BigQuery. BSD-3

GitHub (👨‍💻 35 · 🔀 98 · 📥 250 · 📦 3.2K · 📋 240 - 17% open · ⏱️ 09.12.2021):
```
 git clone https://github.com/pydata/pandas-gbq
```
PyPi (📥 9M / month · 📦 430 · ⏱️ 08.11.2021):
```
 pip install pandas-gbq
```

Conda (📥 1.1M · ⏱️ 09.11.2021):

 conda install -c conda-forge pandas-gbq

Pony (🥉25 · ⭐ 2.8K) - Pony Object Relational Mapper. Apache-2

GitHub (👨‍💻 22 · 🔀 200 · 📦 2.2K · 📋 580 - 46% open · ⏱️ 29.11.2021):
```
 git clone https://github.com/ponyorm/pony
```
PyPi (📥 56K / month · 📦 540 · ⏱️ 23.11.2020):
```
 pip install pony
```
Conda (📥 59K · ⏱️ 16.11.2021):
```
 conda install -c conda-forge pony
```

tortoise-orm (🥉25 · ⭐ 2.5K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2

GitHub (👨‍💻 91 · 🔀 230 · 📥 9 · 📋 640 - 39% open · ⏱️ 14.12.2021):
```
 git clone https://github.com/tortoise/tortoise-orm
```
PyPi (📥 46K / month · 📦 18 · ⏱️ 06.10.2021):
```
 pip install tortoise-orm
```

HappyBase (🥉25 · ⭐ 580 · 💤) - A developer-friendly Python library to interact with Apache HBase. MIT

GitHub (👨‍💻 19 · 🔀 150 · 📦 570 · 📋 210 - 14% open · ⏱️ 08.02.2021):
```
 git clone https://github.com/python-happybase/happybase
```
PyPi (📥 100K / month · 📦 420 · ⏱️ 14.05.2019):
```
 pip install happybase
```

Conda (📥 70K · ⏱️ 01.07.2019):

 conda install -c conda-forge happybase

cloudant (🥉25 · ⭐ 170) - A Python library for Cloudant and CouchDB. Apache-2

GitHub (👨‍💻 29 · 🔀 50 · 📦 1.6K · 📋 250 - 0% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/cloudant/python-cloudant
```
PyPi (📥 43K / month · 📦 530 · ⏱️ 26.08.2021):
```
 pip install cloudant
```
Conda (📥 88K · ⏱️ 26.08.2021):
```
 conda install -c conda-forge cloudant
```

AWS Data Wrangler (🥉24 · ⭐ 2.4K) - Pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 pandas

GitHub (👨‍💻 87 · 🔀 380 · 📥 110K · 📋 560 - 6% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/awslabs/aws-data-wrangler
```
PyPi (📥 4M / month · ⏱️ 03.12.2021):
```
 pip install awswrangler
```

gino (🥉24 · ⭐ 2.3K) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3

GitHub (👨‍💻 46 · 🔀 130 · 📋 300 - 13% open · ⏱️ 06.10.2021):
```
 git clone https://github.com/python-gino/gino
```
PyPi (📥 28K / month · 📦 34 · ⏱️ 15.11.2020):
```
 pip install gino
```

neo4j-driver (🥉24 · ⭐ 660) - Neo4j Bolt driver for Python. Apache-2

GitHub (👨‍💻 35 · 🔀 140 · 📋 180 - 1% open · ⏱️ 25.11.2021):
```
 git clone https://github.com/neo4j/neo4j-python-driver
```
PyPi (📥 120K / month · 📦 380 · ⏱️ 05.11.2021):
```
 pip install neo4j-driver
```

umongo (🥉24 · ⭐ 380) - sync/async MongoDB ODM, yes. MIT

GitHub (👨‍💻 14 · 🔀 62 · 📦 2.3K · 📋 190 - 21% open · ⏱️ 16.10.2021):
```
 git clone https://github.com/Scille/umongo
```
PyPi (📥 16K / month · 📦 20 · ⏱️ 16.10.2021):
```
 pip install umongo
```

piccolos (🥉23 · ⭐ 610) - A fast, user friendly ORM and query builder which supports asyncio. MIT

GitHub (👨‍💻 22 · 🔀 35 · 📦 38 · 📋 130 - 28% open · ⏱️ 14.12.2021):
```
 git clone https://github.com/piccolo-orm/piccolo
```
PyPi (📥 4.3K / month · 📦 4 · ⏱️ 14.12.2021):
```
 pip install piccolo
```

Queries (🥉22 · ⭐ 240) - PostgreSQL database access simplified. BSD-3

GitHub (👨‍💻 11 · 🔀 30 · 📦 100 · 📋 20 - 35% open · ⏱️ 16.11.2021):
```
 git clone https://github.com/gmr/queries
```
PyPi (📥 2.4K / month · 📦 50 · ⏱️ 16.11.2021):
```
 pip install queries
```

pyhdb (🥉21 · ⭐ 290 · 💤) - SAP HANA Connector in pure Python. Apache-2

GitHub (👨‍💻 10 · 🔀 130 · 📥 80 · 📋 140 - 35% open · ⏱️ 04.05.2021):
```
 git clone https://github.com/SAP/pyhdb
```
PyPi (📥 410K / month · 📦 30 · ⏱️ 16.02.2018):
```
 pip install pyhdb
```

filedepot (🥉20 · ⭐ 130) - Toolkit for storing files and attachments in web applications. MIT

GitHub (👨‍💻 18 · 🔀 36 · 📦 420 · 📋 40 - 15% open · ⏱️ 21.09.2021):
```
 git clone https://github.com/amol-/depot
```
PyPi (📥 3.9K / month · 📦 88 · ⏱️ 27.07.2020):
```
 pip install filedepot
```

ODMantic (🥉19 · ⭐ 440) - Async ODM (Object Document Mapper) for MongoDB based on python type hints. ISC

GitHub (👨‍💻 10 · 🔀 43 · 📋 91 - 54% open · ⏱️ 05.07.2021):
```
 git clone https://github.com/art049/odmantic
```
PyPi (📥 12K / month · ⏱️ 11.05.2021):
```
 pip install odmantic
```

gsheets-db-api (🥉19 · ⭐ 160 · 💤) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT

GitHub (👨‍💻 3 · 🔀 13 · 📦 130 · 📋 13 - 61% open · ⏱️ 17.02.2021):
```
 git clone https://github.com/betodealmeida/gsheets-db-api
```
PyPi (📥 34K / month · 📦 3 · ⏱️ 04.12.2020):
```
 pip install gsheetsdb
```

PugSQL (🥉16 · ⭐ 480 · 💤) - A HugSQL-inspired database library for Python. Apache-2

GitHub (👨‍💻 11 · 🔀 18 · 📋 35 - 42% open · ⏱️ 31.03.2021):
```
 git clone https://github.com/mcfunley/pugsql
```
PyPi (📥 2.5K / month · 📦 1 · ⏱️ 13.09.2020):
```
 pip install pugsql
```

psycopg3 (🥉13 · ⭐ 550) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0

GitHub (👨‍💻 12 · 🔀 39 · 📋 91 - 17% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/psycopg/psycopg3
```

Show 7 hidden projects...

psycopg2 (🥇35 · ⭐ 2.4K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution
mongo-connector (🥉25 · ⭐ 1.8K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
google-cloud-bigtable (🥉25 · ⭐ 24) - Google Cloud Bigtable API client library. Apache-2
PyMODM (🥉22 · ⭐ 330 · 💀) - 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
SuperSQLite (🥉16 · ⭐ 680 · 💀) - A supercharged SQLite library for Python. MIT
lazydata (🥉16 · ⭐ 630 · 💀) - Lazydata: Scalable data dependencies for Python projects. Apache-2

Data Loading & Extraction

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

Faker (🥇37 · ⭐ 13K) - Faker is a Python package that generates fake data for you. MIT

GitHub (👨‍💻 430 · 🔀 1.5K · 📦 45K · 📋 570 - 29% open · ⏱️ 07.12.2021):
```
 git clone https://github.com/joke2k/faker
```
PyPi (📥 5.3M / month · 📦 4.7K · ⏱️ 07.12.2021):
```
 pip install Faker
```
Conda (📥 530K · ⏱️ 07.12.2021):
```
 conda install -c conda-forge faker
```

Datasets (🥇34 · ⭐ 12K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2

GitHub (👨‍💻 360 · 🔀 1.3K · 📦 2.4K · 📋 1.2K - 36% open · ⏱️ 14.12.2021):
```
 git clone https://github.com/huggingface/datasets
```
PyPi (📥 540K / month · 📦 18 · ⏱️ 26.11.2021):
```
 pip install datasets
```

Tablib (🥇32 · ⭐ 4.1K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT

GitHub (👨‍💻 120 · 🔀 570 · 📦 13K · 📋 240 - 14% open · ⏱️ 04.11.2021):
```
 git clone https://github.com/jazzband/tablib
```
PyPi (📥 1.1M / month · 📦 2.4K · ⏱️ 26.10.2021):
```
 pip install tablib
```
Conda (📥 69K · ⏱️ 26.10.2021):
```
 conda install -c conda-forge tablib
```

python-magic (🥇32 · ⭐ 2K) - A python wrapper for libmagic. MIT

GitHub (👨‍💻 53 · 🔀 240 · 📦 21K · 📋 170 - 16% open · ⏱️ 23.10.2021):
```
 git clone https://github.com/ahupp/python-magic
```
PyPi (📥 3.4M / month · 📦 5.1K · ⏱️ 03.06.2021):
```
 pip install python-magic
```

Conda (📥 110K · ⏱️ 05.11.2021):

 conda install -c conda-forge python-magic

xlrd (🥇32 · ⭐ 2K) - Please use openpyxl where you can... BSD-3

GitHub (👨‍💻 51 · 🔀 420 · 📦 86K · ⏱️ 21.08.2021):
```
 git clone https://github.com/python-excel/xlrd
```
PyPi (📥 12M / month · 📦 14K · ⏱️ 11.12.2020):
```
 pip install xlrd
```
Conda (📥 2M · ⏱️ 09.01.2021):
```
 conda install -c conda-forge xlrd
```

smart-open (🥈30 · ⭐ 2.3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT

GitHub (👨‍💻 89 · 🔀 300 · 📋 340 - 19% open · ⏱️ 02.12.2021):
```
 git clone https://github.com/RaRe-Technologies/smart_open
```
PyPi (📥 16M / month · 📦 640 · ⏱️ 28.08.2021):
```
 pip install smart-open
```

xlwings (🥈30 · ⭐ 2.2K) - xlwings is a BSD-licensed Python library that makes it easy to call.. BSD-3

GitHub (👨‍💻 56 · 🔀 390 · 📥 27K · 📦 20K · 📋 1.4K - 22% open · ⏱️ 16.12.2021):
```
 git clone https://github.com/xlwings/xlwings
```
PyPi (📥 650K / month · 📦 1.1K · ⏱️ 01.09.2020):
```
 pip install xlwings
```
Conda (📥 390K · ⏱️ 03.12.2021):
```
 conda install -c conda-forge xlwings
```

csvkit (🥈29 · ⭐ 4.8K) - A suite of utilities for converting to and working with CSV, the king of.. MIT

GitHub (👨‍💻 100 · 🔀 560 · 📦 970 · 📋 840 - 7% open · ⏱️ 08.10.2021):
```
 git clone https://github.com/wireservice/csvkit
```
PyPi (📥 54K / month · 📦 700 · ⏱️ 13.07.2021):
```
 pip install csvkit
```
Conda (📥 58K · ⏱️ 13.07.2021):
```
 conda install -c conda-forge csvkit
```

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

GitHub (👨‍💻 39 · 🔀 470 · 📋 210 - 40% open · ⏱️ 21.08.2021):
```
 git clone https://github.com/deanmalmgren/textract
```
PyPi (📥 74K / month · 📦 190 · ⏱️ 21.08.2021):
```
 pip install textract
```
Conda (📥 13K · ⏱️ 22.08.2021):
```
 conda install -c conda-forge textract
```

snorkel (🥉27 · ⭐ 5K) - A system for quickly generating training data with weak supervision. Apache-2

GitHub (👨‍💻 74 · 🔀 800 · 📥 900 · 📦 140 · 📋 970 - 3% open · ⏱️ 04.12.2021):
```
 git clone https://github.com/snorkel-team/snorkel
```
PyPi (📥 58K / month · 📦 8 · ⏱️ 19.11.2021):
```
 pip install snorkel
```
Conda (📥 24K · ⏱️ 23.11.2021):
```
 conda install -c conda-forge snorkel
```

pandas-datareader (🥉27 · ⭐ 2.2K) - Extract data from a wide range of Internet sources into a.. BSD-3

GitHub (👨‍💻 83 · 🔀 550 · 📋 480 - 19% open · ⏱️ 07.08.2021):
```
 git clone https://github.com/pydata/pandas-datareader
```
PyPi (📥 240K / month · 📦 1.4K · ⏱️ 13.07.2021):
```
 pip install pandas-datareader
```

Conda (📥 160K · ⏱️ 14.07.2021):

 conda install -c conda-forge pandas-datareader

gdown (🥉27 · ⭐ 1.6K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT

GitHub (👨‍💻 13 · 🔀 150 · 📦 5.9K · 📋 71 - 12% open · ⏱️ 20.10.2021):
```
 git clone https://github.com/wkentaro/gdown
```
PyPi (📥 190K / month · 📦 52 · ⏱️ 20.10.2021):
```
 pip install gdown
```
Conda (📥 40K · ⏱️ 21.10.2021):
```
 conda install -c conda-forge gdown
```

Intake (🥉26 · ⭐ 660) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2

GitHub (👨‍💻 67 · 🔀 110 · 📦 320 · 📋 290 - 27% open · ⏱️ 01.12.2021):
```
 git clone https://github.com/intake/intake
```
PyPi (📥 12K / month · 📦 74 · ⏱️ 11.10.2021):
```
 pip install intake
```
Conda (📥 120K · ⏱️ 11.10.2021):
```
 conda install -c conda-forge intake
```

Singer (🥉24 · ⭐ 910 · 💤) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0

GitHub (👨‍💻 26 · 🔀 120 · 📋 38 - 52% open · ⏱️ 29.04.2021):
```
 git clone https://github.com/singer-io/getting-started
```
PyPi (📥 130K / month · 📦 300 · ⏱️ 08.09.2021):
```
 pip install singer-python
```

camelot (🥉23 · ⭐ 1.4K) - A Python library to extract tabular data from PDFs. MIT

GitHub (👨‍💻 38 · 🔀 270 · 📋 210 - 60% open · ⏱️ 11.07.2021):
```
 git clone https://github.com/camelot-dev/camelot
```
PyPi (📥 3.5K / month · 📦 10 · ⏱️ 15.12.2021):
```
 pip install camelot
```

SDV (🥉23 · ⭐ 600) - Synthetic Data Generation for tabular, relational and time series data. MIT

GitHub (👨‍💻 39 · 🔀 100 · 📦 41 · 📋 420 - 33% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/sdv-dev/SDV
```
PyPi (📥 23K / month · ⏱️ 22.11.2021):
```
 pip install sdv
```

deepdish (🥉23 · ⭐ 230) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3

GitHub (👨‍💻 10 · 🔀 53 · 📦 530 · 📋 39 - 38% open · ⏱️ 23.09.2021):
```
 git clone https://github.com/uchicago-cs/deepdish
```
PyPi (📥 42K / month · 📦 90 · ⏱️ 24.09.2021):
```
 pip install deepdish
```
Conda (📥 62K · ⏱️ 24.09.2021):
```
 conda install -c conda-forge deepdish
```

tabulator-py (🥉22 · ⭐ 220 · 💤) - Python library for reading and writing tabular data via streams. MIT

GitHub (👨‍💻 27 · 🔀 44 · 📦 670 · ⏱️ 22.03.2021):

 git clone https://github.com/frictionlessdata/tabulator-py

PyPi (📥 370K / month · 📦 100 · ⏱️ 21.03.2021):
```
 pip install tabulator
```

Conda (📥 46K · ⏱️ 24.07.2018):

 conda install -c conda-forge tabulator-py

rows (🥉21 · ⭐ 780) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0

GitHub (👨‍💻 30 · 🔀 140 · 📥 37 · 📦 130 · 📋 310 - 52% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/turicas/rows
```
PyPi (📥 2.1K / month · 📦 52 · ⏱️ 14.02.2019):
```
 pip install rows
```

datatest (🥉21 · ⭐ 250) - Tools for test driven data-wrangling and data validation. Apache-2

GitHub (👨‍💻 7 · 🔀 12 · 📦 59 · 📋 52 - 19% open · ⏱️ 05.12.2021):
```
 git clone https://github.com/shawnbrown/datatest
```
PyPi (📥 5.6K / month · 📦 2 · ⏱️ 04.01.2021):
```
 pip install datatest
```

csvs-to-sqlite (🥉18 · ⭐ 660) - Convert CSV files into a SQLite database. Apache-2

GitHub (👨‍💻 6 · 🔀 50 · 📋 63 - 53% open · ⏱️ 18.11.2021):
```
 git clone https://github.com/simonw/csvs-to-sqlite
```
PyPi (📥 3K / month · 📦 8 · ⏱️ 18.11.2021):
```
 pip install csvs-to-sqlite
```

Show 6 hidden projects...

xmltodict (🥇32 · ⭐ 4.6K · 💀) - Python module that makes working with XML feel like you are.. MIT
PDFMiner (🥈28 · ⭐ 4.7K · 💀) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
messytables (🥉24 · ⭐ 380 · 💀) - Tools for parsing messy tabular data. This is now superseded by.. MIT
openpyxl (🥉23 · ⭐ 31) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
pyexcel-xlsx (🥉22 · ⭐ 95 · 💀) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
excalibur (🥉18 · ⭐ 1K · 💀) - A web interface to extract tabular data from PDFs. MIT

File Formats

PyYAML (🥇35 · ⭐ 1.7K) - Canonical source repository for PyYAML. MIT

GitHub (👨‍💻 39 · 🔀 360 · 📦 400K · 📋 440 - 48% open · ⏱️ 13.10.2021):
```
 git clone https://github.com/yaml/pyyaml
```
PyPi (📥 130M / month · 📦 110K · ⏱️ 15.12.2021):
```
 pip install pyyaml
```
Conda (📥 15M · ⏱️ 05.11.2021):
```
 conda install -c conda-forge pyyaml
```

XlsxWriter (🥉34 · ⭐ 2.8K) - A Python module for creating Excel XLSX files. BSD-2

GitHub (👨‍💻 46 · 🔀 550 · 📦 42K · 📋 750 - 1% open · ⏱️ 26.11.2021):
```
 git clone https://github.com/jmcnamara/XlsxWriter
```
PyPi (📥 8.7M / month · 📦 6.2K · ⏱️ 01.11.2021):
```
 pip install xlsxwriter
```

Conda (📥 1.5M · ⏱️ 01.11.2021):

 conda install -c conda-forge xlsxwriter

Show 1 hidden projects...

jmespath (🥉31 · ⭐ 1.5K · 💀) - JMESPath is a query language for JSON. MIT

Code Inspection

deepdiff (🥇31 · ⭐ 1.2K) - Deep Difference and search of any Python object/data. MIT

GitHub (👨‍💻 57 · 🔀 160 · 📦 2.6K · 📋 170 - 19% open · ⏱️ 13.10.2021):
```
 git clone https://github.com/seperman/deepdiff
```
PyPi (📥 5.1M / month · 📦 820 · ⏱️ 13.10.2021):
```
 pip install deepdiff
```
Conda (📥 69K · ⏱️ 18.11.2021):
```
 conda install -c conda-forge deepdiff
```

typing_inspect (🥈24 · ⭐ 230) - Runtime inspection utilities for Python typing module. MIT

GitHub (👨‍💻 13 · 🔀 21 · 📋 44 - 34% open · ⏱️ 25.10.2021):
```
 git clone https://github.com/ilevkivskyi/typing_inspect
```
PyPi (📥 15M / month · 📦 80 · ⏱️ 07.06.2021):
```
 pip install typing_inspect
```

Conda (📥 550K · ⏱️ 09.06.2021):

 conda install -c conda-forge typing_inspect

Show 2 hidden projects...

entrypoints (🥈24 · ⭐ 67 · 💀) - Discover and load entry points from installed packages. MIT
importlib-resources (🥉21 · ⭐ 21) - Read resources from Python packages. Apache-2

General Utilities

more-itertools (🥇35 · ⭐ 2.2K) - More routines for operating on iterables, beyond itertools. MIT

GitHub (👨‍💻 86 · 🔀 190 · 📥 2.4K · 📦 120K · 📋 190 - 4% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/more-itertools/more-itertools
```
PyPi (📥 13M / month · 📦 15K · ⏱️ 24.11.2021):
```
 pip install more-itertools
```

Conda (📥 8.5M · ⏱️ 24.11.2021):

 conda install -c conda-forge more-itertools

toolz (🥇34 · ⭐ 3.8K) - A functional standard library for Python. BSD-3

GitHub (👨‍💻 70 · 🔀 230 · 📦 51K · 📋 240 - 43% open · ⏱️ 06.11.2021):
```
 git clone https://github.com/pytoolz/toolz
```
PyPi (📥 10M / month · 📦 5.5K · ⏱️ 06.11.2021):
```
 pip install toolz
```
Conda (📥 5.7M · ⏱️ 06.11.2021):
```
 conda install -c conda-forge toolz
```

attrs (🥈33 · ⭐ 3.8K) - Python Classes Without Boilerplate. MIT

GitHub (👨‍💻 110 · 🔀 280 · 📦 320K · 📋 520 - 19% open · ⏱️ 16.12.2021):
```
 git clone https://github.com/python-attrs/attrs
```
PyPi (📥 74M / month · 📦 28K · ⏱️ 07.05.2021):
```
 pip install attrs
```
Conda (📥 12M · ⏱️ 07.05.2021):
```
 conda install -c conda-forge attrs
```

boltons (🥈30 · ⭐ 5.7K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3

GitHub (👨‍💻 72 · 🔀 320 · 📥 23 · 📦 1.9K · 📋 140 - 35% open · ⏱️ 11.10.2021):
```
 git clone https://github.com/mahmoud/boltons
```
PyPi (📥 1.4M / month · 📦 490 · ⏱️ 17.05.2021):
```
 pip install boltons
```
Conda (📥 530K · ⏱️ 27.05.2021):
```
 conda install -c conda-forge boltons
```

tenacity (🥈30 · ⭐ 3.5K) - Retrying library for Python. Apache-2

GitHub (👨‍💻 68 · 🔀 180 · 📋 180 - 31% open · ⏱️ 04.10.2021):
```
 git clone https://github.com/jd/tenacity
```
PyPi (📥 19M / month · 📦 790 · ⏱️ 12.07.2021):
```
 pip install tenacity
```
Conda (📥 1.5M · ⏱️ 12.07.2021):
```
 conda install -c conda-forge tenacity
```

funcy (🥈29 · ⭐ 2.7K) - A fancy and practical functional tools. BSD-3

GitHub (👨‍💻 28 · 🔀 120 · 📦 4K · 📋 66 - 6% open · ⏱️ 11.11.2021):
```
 git clone https://github.com/Suor/funcy
```
PyPi (📥 800K / month · 📦 860 · ⏱️ 10.05.2021):
```
 pip install funcy
```
Conda (📥 160K · ⏱️ 10.05.2021):
```
 conda install -c conda-forge funcy
```

python-dependency-injector (🥈29 · ⭐ 1.8K) - Dependency injection framework for Python. BSD-3

GitHub (👨‍💻 22 · 🔀 120 · 📦 720 · 📋 360 - 12% open · ⏱️ 01.11.2021):
```
 git clone https://github.com/ets-labs/python-dependency-injector
```
PyPi (📥 440K / month · 📦 10 · ⏱️ 01.11.2021):
```
 pip install dependency-injector
```

natsort (🥉28 · ⭐ 590) - Simple yet flexible natural sorting in Python. MIT

GitHub (👨‍💻 18 · 🔀 31 · 📦 9.1K · ⏱️ 14.12.2021):
```
 git clone https://github.com/SethMMorton/natsort
```
PyPi (📥 2.1M / month · 📦 1.2K · ⏱️ 14.12.2021):
```
 pip install natsort
```
Conda (📥 510K · ⏱️ 14.12.2021):
```
 conda install -c conda-forge natsort
```

returns (🥉26 · ⭐ 2K) - Make your functions return something meaningful, typed, and safe!. BSD-2

GitHub (👨‍💻 37 · 🔀 85 · 📦 120 · 📋 370 - 14% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/dry-python/returns
```
PyPi (📥 23K / month · 📦 2 · ⏱️ 05.10.2021):
```
 pip install returns
```

pinject (🥉23 · ⭐ 1.3K · 💤) - A pythonic dependency injection library. Apache-2

GitHub (👨‍💻 10 · 🔀 95 · 📦 85 · 📋 37 - 72% open · ⏱️ 23.03.2021):
```
 git clone https://github.com/google/pinject
```
PyPi (📥 70K / month · 📦 26 · ⏱️ 23.03.2021):
```
 pip install pinject
```

ubelt (🥉22 · ⭐ 580) - A Python utility belt containing simple tools, a stdlib like feel, and.. Apache-2

GitHub (👨‍💻 1 · 🔀 43 · 📦 980 · 📋 7 - 14% open · ⏱️ 08.12.2021):
```
 git clone https://github.com/Erotemic/ubelt
```
PyPi (📥 44K / month · 📦 22 · ⏱️ 08.12.2021):
```
 pip install ubelt
```

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 (🥉24 · ⭐ 450 · 💀) - API Rate Limit Decorator. MIT
pampy (🥉23 · ⭐ 3.4K · 💀) - Pampy: The Pattern Matching for Python you always dreamed of. MIT

Python Implementations

cpython (🥇25 · ⭐ 42K) - The Python programming language. MIT

GitHub (👨‍💻 1.9K · 🔀 21K · ⏱️ 16.12.2021):
```
 git clone https://github.com/python/cpython
```
PyPi (📥 11K / month · ⏱️ 22.07.2020):
```
 pip install cpython
```

pyston (🥈23 · ⭐ 1.8K) - A faster and highly-compatible implementation of the Python.. Apache-2

GitHub (👨‍💻 1K · 🔀 59 · 📥 6.2K · 📋 48 - 33% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/pyston/pyston
```

Show 4 hidden projects...

micropython (🥈23 · ⭐ 13K) - MicroPython - a lean and efficient Python implementation for.. ❗Unlicensed
grumpy (🥉16 · ⭐ 10K · 💀) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2
cl-python (🥉11 · ⭐ 330 · 💀) - An implementation of Python in Common Lisp. ❗Unlicensed
stackless (🥉10 · ⭐ 780) - The Stackless Python programming language. ❗Unlicensed

Others

Pygments (🥇36 · ⭐ 800) - Pygments is a generic syntax highlighter written in Python. BSD-2

GitHub (👨‍💻 680 · 🔀 720 · 📦 270K · 📋 1.6K - 22% open · ⏱️ 12.12.2021):
```
 git clone https://github.com/pygments/pygments
```
PyPi (📥 31M / month · 📦 68K · ⏱️ 15.08.2021):
```
 pip install pygments
```
Conda (📥 9.4M · ⏱️ 16.08.2021):
```
 conda install -c conda-forge pygments
```

pyparsing (🥇35 · ⭐ 1.3K) - Python library for creating PEG parsers. MIT

GitHub (👨‍💻 40 · 🔀 200 · 📥 6.2K · 📦 420K · 📋 210 - 8% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/pyparsing/pyparsing
```
PyPi (📥 78M / month · 📦 59K · ⏱️ 12.11.2021):
```
 pip install pyparsing
```

Conda (📥 17M · ⏱️ 12.11.2021):

 conda install -c conda-forge pyparsing

wrapt (🥈34 · ⭐ 1.6K) - A Python module for decorators, wrappers and monkey patching. BSD-2

GitHub (👨‍💻 21 · 🔀 200 · 📋 140 - 21% open · ⏱️ 29.10.2021):
```
 git clone https://github.com/GrahamDumpleton/wrapt
```
PyPi (📥 45M / month · 📦 21K · ⏱️ 29.10.2021):
```
 pip install wrapt
```
Conda (📥 5.2M · ⏱️ 02.11.2021):
```
 conda install -c conda-forge wrapt
```

cookiecutter (🥈33 · ⭐ 16K) - A command-line utility that creates projects from cookiecutters.. BSD-3

GitHub (👨‍💻 260 · 🔀 1.6K · 📋 740 - 31% open · ⏱️ 11.12.2021):
```
 git clone https://github.com/cookiecutter/cookiecutter
```
PyPi (📥 1.3M / month · 📦 2.3K · ⏱️ 14.06.2021):
```
 pip install cookiecutter
```

Conda (📥 220K · ⏱️ 17.05.2021):

 conda install -c conda-forge cookiecutter

pycparser (🥈33 · ⭐ 2.4K) - Complete C99 parser in pure Python. BSD-3

GitHub (👨‍💻 76 · 🔀 510 · 📦 280K · 📋 280 - 5% open · ⏱️ 10.12.2021):
```
 git clone https://github.com/eliben/pycparser
```
PyPi (📥 64M / month · 📦 32K · ⏱️ 06.11.2021):
```
 pip install pycparser
```

Conda (📥 14M · ⏱️ 07.11.2021):

 conda install -c conda-forge pycparser

decorator (🥈33 · ⭐ 630) - Decorators for Humans. BSD-2

GitHub (👨‍💻 25 · 🔀 84 · 📦 260K · 📋 88 - 3% open · ⏱️ 01.11.2021):
```
 git clone https://github.com/micheles/decorator
```
PyPi (📥 37M / month · 📦 46K · ⏱️ 11.09.2021):
```
 pip install decorator
```

Conda (📥 10M · ⏱️ 11.09.2021):

 conda install -c conda-forge decorator

py4j (🥈30 · ⭐ 900) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3

GitHub (👨‍💻 31 · 🔀 160 · 📦 8.1K · 📋 390 - 37% open · ⏱️ 20.11.2021):
```
 git clone https://github.com/bartdag/py4j
```
PyPi (📥 19M / month · 📦 1.1K · ⏱️ 20.11.2021):
```
 pip install py4j
```
Conda (📥 1.2M · ⏱️ 15.12.2021):
```
 conda install -c conda-forge py4j
```

pluggy (🥈30 · ⭐ 700) - A minimalist production ready plugin system. MIT

GitHub (👨‍💻 40 · 🔀 100 · 📋 140 - 29% open · ⏱️ 30.11.2021):
```
 git clone https://github.com/pytest-dev/pluggy
```
PyPi (📥 32M / month · 📦 19K · ⏱️ 25.08.2021):
```
 pip install pluggy
```
Conda (📥 8.5M · ⏱️ 02.11.2021):
```
 conda install -c conda-forge pluggy
```

keyboard (🥉29 · ⭐ 2.7K) - Hook and simulate global keyboard events on Windows and Linux. MIT

GitHub (👨‍💻 34 · 🔀 320 · 📦 5.1K · 📋 460 - 62% open · ⏱️ 09.11.2021):
```
 git clone https://github.com/boppreh/keyboard
```
PyPi (📥 190K / month · 📦 280 · ⏱️ 23.03.2020):
```
 pip install keyboard
```

Send2Trash (🥉28 · ⭐ 180) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3

GitHub (👨‍💻 13 · 🔀 31 · 📋 43 - 41% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/arsenetar/send2trash
```
PyPi (📥 14M / month · 📦 5K · ⏱️ 21.08.2021):
```
 pip install send2trash
```

Conda (📥 4M · ⏱️ 09.08.2021):

 conda install -c conda-forge send2trash

pyscaffold (🥉27 · ⭐ 1.3K) - Python project template generator with batteries included. MIT

GitHub (👨‍💻 44 · 🔀 130 · 📋 250 - 3% open · ⏱️ 16.12.2021):
```
 git clone https://github.com/pyscaffold/pyscaffold
```
PyPi (📥 160K / month · 📦 74 · ⏱️ 18.10.2021):
```
 pip install pyscaffold
```

Conda (📥 130K · ⏱️ 18.10.2021):

 conda install -c conda-forge pyscaffold

pyscreenshot (🥉26 · ⭐ 420 · 💤) - Python screenshot library, replacement for the Pillow.. BSD-2

GitHub (👨‍💻 23 · 🔀 79 · 📦 1.4K · 📋 66 - 7% open · ⏱️ 18.04.2021):
```
 git clone https://github.com/ponty/pyscreenshot
```
PyPi (📥 96K / month · 📦 420 · ⏱️ 18.04.2021):
```
 pip install pyscreenshot
```

catalogue (🥉26 · ⭐ 100 · 📈) - Super lightweight function registries for your library. MIT

GitHub (👨‍💻 8 · 🔀 18 · 📦 12K · 📋 6 - 66% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/explosion/catalogue
```
PyPi (📥 5.3M / month · 📦 26 · ⏱️ 21.08.2021):
```
 pip install catalogue
```

Conda (📥 410K · ⏱️ 07.12.2021):

 conda install -c conda-forge catalogue

python-mss (🥉24 · ⭐ 670) - An ultra fast cross-platform multiple screenshots module in pure.. MIT

GitHub (👨‍💻 16 · 🔀 62 · 📋 110 - 27% open · ⏱️ 28.11.2021):
```
 git clone https://github.com/BoboTiG/python-mss
```
PyPi (📥 250K / month · 📦 300 · ⏱️ 31.10.2020):
```
 pip install mss
```

Conda (📥 9.9K · ⏱️ 31.10.2020):

 conda install -c conda-forge python-mss

diagrams (🥉23 · ⭐ 16K) - Diagram as Code for prototyping cloud system architectures. MIT

GitHub (👨‍💻 97 · 🔀 880 · 📋 370 - 62% open · ⏱️ 21.08.2021):
```
 git clone https://github.com/mingrammer/diagrams
```
PyPi (📥 54K / month · ⏱️ 23.05.2021):
```
 pip install diagrams
```
Conda (📥 100K · ⏱️ 05.11.2021):
```
 conda install -c conda-forge diagrams
```

pluginbase (🥉23 · ⭐ 990 · 💤) - A simple but flexible plugin system for Python. BSD-3

GitHub (👨‍💻 9 · 🔀 140 · 📦 1.1K · ⏱️ 16.05.2021):
```
 git clone https://github.com/mitsuhiko/pluginbase
```
PyPi (📥 440K / month · 📦 270 · ⏱️ 16.05.2021):
```
 pip install pluginbase
```

Conda (📥 200K · ⏱️ 04.02.2019):

 conda install -c conda-forge pluginbase

fastcore (🥉23 · ⭐ 680) - Python supercharged for the fastai library. Apache-2

GitHub (👨‍💻 42 · 🔀 190 · 📋 250 - 4% open · ⏱️ 01.11.2021):
```
 git clone https://github.com/fastai/fastcore
```
PyPi (📥 390K / month · ⏱️ 01.11.2021):
```
 pip install fastcore
```

Show 2 hidden projects...

powerline-shell (🥉23 · ⭐ 5.7K · 💀) - A beautiful and useful prompt for your shell. MIT
macropy (🥉22 · ⭐ 3.1K · 💀) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT

Related Resources

Best-of lists: Discover other best-of lists with awesome open-source projects on all kinds of topics.
best-of-ml-python: A ranked list of awesome machine learning Python libraries.
best-of-web-python: A ranked list of awesome Python libraries for web development.
best-of-python-dev: A ranked list of awesome Python developer tools and libraries.
awesome-python: A curated list of awesome Python frameworks, libraries, software and resources.

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