GitHub - ml-tooling/best-of-python: 🏆 A ranked list of awesome Python open-source libraries and tools. Updated weekly.

Best-of Python

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

This curated list contains 390 awesome open-source projects with a total of 1.4M stars grouped into 28 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

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Data Serialization 16 projects
Data Containers & Dataframes 30 projects
Data Structures 15 projects
Data Validation 15 projects
Algorithms & Design Patterns 4 projects
Date & Time Utilities 9 projects
File & Path Utilities 10 projects
Compatiblity 7 projects
Cryptography 7 projects
Infrastructure & DevOps 19 projects
Process Utilities 4 projects
Asynchronous Programming 7 projects
Configuration 9 projects
CLI Development 18 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 12 projects
Web Development 1 projects
Database Clients 64 projects
Data Loading & Extraction 30 projects
Data Pipelines & Streaming 43 projects
File Formats 3 projects
Code Inspection 4 projects
General Utilities 15 projects
Python Implementations 6 projects
Others 21 projects

Explanation

🥇🥈🥉 Combined project-quality score
⭐️ Star count from GitHub
🐣 New project (less than 6 months old)
💤 Inactive project (6 months no activity)
💀 Dead project (12 months no activity)
📈📉 Project is trending up or down
➕ Project was recently added
❗️ Warning (e.g. missing/risky license)
👨‍💻 Contributors count from GitHub
🔀 Fork count from GitHub
📋 Issue count from GitHub
⏱️ Last update timestamp on package manager
📥 Download count from package manager
📦 Number of dependent projects
Pandas related project

Data Serialization

protobuf (🥇49 · ⭐ 55K) - Protocol Buffers - Googles data interchange format. BSD-3

GitHub (👨‍💻 980 · 🔀 14K · 📥 38M · 📦 240K · 📋 5K - 17% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/protocolbuffers/protobuf
```
PyPi (📥 91M / month · 📦 15K · ⏱️ 24.06.2022):
```
 pip install protobuf
```
Conda (📥 8.9M · ⏱️ 10.05.2022):
```
 conda install -c conda-forge protobuf
```
npm (📥 4.6M / month · 📦 2.6K · ⏱️ 21.04.2022):
```
 npm install google-protobuf
```

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

GitHub (👨‍💻 560 · 🔀 2.8K · 📥 64K · 📦 2.5K · 📋 2K - 7% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/google/flatbuffers
```
PyPi (📥 9M / month · 📦 210 · ⏱️ 10.05.2021):
```
 pip install flatbuffers
```

Conda (📥 380K · ⏱️ 04.03.2022):

 conda install -c conda-forge flatbuffers

npm (📥 360K / month · 📦 220 · ⏱️ 25.02.2022):
```
 npm install flatbuffers
```

marshmallow (🥈38 · ⭐ 6.1K) - A lightweight library for converting complex objects to and from.. MIT

GitHub (👨‍💻 200 · 🔀 610 · 📦 49K · 📋 1.2K - 13% open · ⏱️ 26.06.2022):
```
 git clone https://github.com/marshmallow-code/marshmallow
```
PyPi (📥 16M / month · 📦 10K · ⏱️ 26.06.2022):
```
 pip install marshmallow
```

Conda (📥 1.1M · ⏱️ 28.06.2022):

 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 (👨‍💻 81 · 🔀 350 · 📋 330 - 10% open · ⏱️ 20.06.2022):
```
 git clone https://github.com/ultrajson/ultrajson
```
PyPi (📥 8.9M / month · 📦 4.2K · ⏱️ 18.05.2022):
```
 pip install ujson
```
Conda (📥 2M · ⏱️ 20.05.2022):
```
 conda install -c conda-forge ujson
```

dill (🥈35 · ⭐ 1.7K) - serialize all of python. BSD-3

GitHub (👨‍💻 35 · 🔀 140 · 📥 260K · 📦 54K · 📋 420 - 36% open · ⏱️ 26.06.2022):
```
 git clone https://github.com/uqfoundation/dill
```
PyPi (📥 19M / month · 📦 3.4K · ⏱️ 20.05.2022):
```
 pip install dill
```
Conda (📥 2.2M · ⏱️ 20.05.2022):
```
 conda install -c conda-forge dill
```

simplejson (🥈35 · ⭐ 1.5K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT

GitHub (👨‍💻 38 · 🔀 310 · 📥 5.9K · 📦 85K · 📋 190 - 9% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/simplejson/simplejson
```
PyPi (📥 13M / month · 📦 21K · ⏱️ 16.11.2021):
```
 pip install simplejson
```

Conda (📥 1.7M · ⏱️ 03.04.2022):

 conda install -c conda-forge simplejson

jsonpickle (🥈34 · ⭐ 1K) - Python library for serializing any arbitrary object graph into JSON... BSD-3

GitHub (👨‍💻 64 · 🔀 150 · 📋 260 - 22% open · ⏱️ 23.06.2022):
```
 git clone https://github.com/jsonpickle/jsonpickle
```
PyPi (📥 9.2M / month · 📦 2.3K · ⏱️ 11.05.2022):
```
 pip install jsonpickle
```

Conda (📥 910K · ⏱️ 11.05.2022):

 conda install -c conda-forge jsonpickle

orjson (🥉33 · ⭐ 3.4K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2

GitHub (👨‍💻 16 · 🔀 120 · 📦 16K · 📋 230 - 7% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/ijl/orjson
```
PyPi (📥 4.5M / month · 📦 540 · ⏱️ 28.06.2022):
```
 pip install orjson
```
Conda (📥 380K · ⏱️ 28.06.2022):
```
 conda install -c conda-forge orjson
```

msgpack (🥉33 · ⭐ 1.6K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2

GitHub (👨‍💻 72 · 🔀 200 · 📥 890 · 📋 250 - 1% open · ⏱️ 03.06.2022):
```
 git clone https://github.com/msgpack/msgpack-python
```
PyPi (📥 21M / month · 📦 2K · ⏱️ 03.06.2022):
```
 pip install msgpack
```

Conda (📥 7.3M · ⏱️ 03.06.2022):

 conda install -c conda-forge msgpack-python

cloudpickle (🥉33 · ⭐ 1.2K) - Extended pickling support for Python objects. BSD-3

GitHub (👨‍💻 51 · 🔀 130 · 📥 19 · 📦 55K · 📋 220 - 33% open · ⏱️ 24.05.2022):
```
 git clone https://github.com/cloudpipe/cloudpickle
```
PyPi (📥 28M / month · 📦 2.6K · ⏱️ 10.09.2021):
```
 pip install cloudpickle
```

Conda (📥 8.2M · ⏱️ 20.05.2022):

 conda install -c conda-forge cloudpickle

srsly (🥉30 · ⭐ 270) - Modern high-performance serialization utilities for Python (JSON,.. MIT

GitHub (👨‍💻 11 · 🔀 25 · 📦 19K · ⏱️ 12.04.2022):
```
 git clone https://github.com/explosion/srsly
```
PyPi (📥 4.7M / month · 📦 260 · ⏱️ 13.04.2022):
```
 pip install srsly
```
Conda (📥 920K · ⏱️ 14.04.2022):
```
 conda install -c conda-forge srsly
```

pysimdjson (🥉26 · ⭐ 540) - Python bindings for the simdjson project. MIT

GitHub (👨‍💻 13 · 🔀 41 · 📦 310 · 📋 77 - 15% open · ⏱️ 04.06.2022):
```
 git clone https://github.com/TkTech/pysimdjson
```
PyPi (📥 170K / month · 📦 16 · ⏱️ 29.05.2022):
```
 pip install pysimdjson
```

Conda (📥 27K · ⏱️ 29.05.2022):

 conda install -c conda-forge pysimdjson

python-rapidjson (🥉26 · ⭐ 450) - Python wrapper around rapidjson. MIT

GitHub (👨‍💻 18 · 🔀 40 · 📦 2.5K · 📋 100 - 11% open · ⏱️ 19.02.2022):
```
 git clone https://github.com/python-rapidjson/python-rapidjson
```
PyPi (📥 1.1M / month · 📦 240 · ⏱️ 19.02.2022):
```
 pip install python-rapidjson
```

Conda (📥 980K · ⏱️ 19.02.2022):

 conda install -c conda-forge python-rapidjson

hickle (🥉23 · ⭐ 420) - a HDF5-based python pickle replacement. MIT

GitHub (👨‍💻 22 · 🔀 67 · 📦 380 · 📋 99 - 8% open · ⏱️ 19.12.2021):
```
 git clone https://github.com/telegraphic/hickle
```
PyPi (📥 3.6K / month · 📦 83 · ⏱️ 17.12.2021):
```
 pip install hickle
```
Conda (📥 19K · ⏱️ 11.07.2019):
```
 conda install -c conda-forge hickle
```

rtoml (🥉21 · ⭐ 160) - A better TOML library for python implemented in rust. MIT

GitHub (👨‍💻 12 · 🔀 21 · 📦 70 · 📋 11 - 45% open · ⏱️ 11.05.2022):
```
 git clone https://github.com/samuelcolvin/rtoml
```
PyPi (📥 27K / month · 📦 14 · ⏱️ 11.05.2022):
```
 pip install rtoml
```

Show 1 hidden projects...

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

Data Containers & Dataframes

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

pandas (🥇52 · ⭐ 34K) - Flexible and powerful data analysis / manipulation library for.. BSD-3

GitHub (👨‍💻 3K · 🔀 15K · 📥 150K · 📦 750K · 📋 23K - 15% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/pandas-dev/pandas
```
PyPi (📥 91M / month · 📦 61K · ⏱️ 23.06.2022):
```
 pip install pandas
```
Conda (📥 27M · ⏱️ 23.06.2022):
```
 conda install -c conda-forge pandas
```

numpy (🥇50 · ⭐ 21K) - The fundamental package for scientific computing with Python. BSD-3

GitHub (👨‍💻 1.5K · 🔀 6.9K · 📥 530K · 📦 1.1M · 📋 11K - 20% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/numpy/numpy
```
PyPi (📥 120M / month · 📦 120K · ⏱️ 22.06.2022):
```
 pip install numpy
```
Conda (📥 35M · ⏱️ 23.06.2022):
```
 conda install -c conda-forge numpy
```

h5py (🥇41 · ⭐ 1.8K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3

GitHub (👨‍💻 180 · 🔀 460 · 📥 2K · 📦 170K · 📋 1.3K - 17% open · ⏱️ 23.06.2022):
```
 git clone https://github.com/h5py/h5py
```
PyPi (📥 13M / month · 📦 14K · ⏱️ 24.05.2022):
```
 pip install h5py
```
Conda (📥 8.2M · ⏱️ 27.06.2022):
```
 conda install -c conda-forge h5py
```

xarray (🥈38 · ⭐ 2.6K) - N-D labeled arrays and datasets in Python. Apache-2

GitHub (👨‍💻 380 · 🔀 800 · 📦 11K · 📋 3.4K - 27% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/pydata/xarray
```
PyPi (📥 1.8M / month · 📦 1.4K · ⏱️ 09.06.2022):
```
 pip install xarray
```
Conda (📥 5.4M · ⏱️ 02.03.2022):
```
 conda install -c conda-forge xarray
```

Modin (🥈34 · ⭐ 7.5K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2

GitHub (👨‍💻 97 · 🔀 530 · 📥 200K · 📦 680 · 📋 2.8K - 33% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/modin-project/modin
```
PyPi (📥 210K / month · 📦 26 · ⏱️ 25.06.2022):
```
 pip install modin
```

Conda (📥 110K · ⏱️ 28.06.2022):

 conda install -c conda-forge modin-core

polars (🥈33 · ⭐ 6.6K) - Fast multi-threaded DataFrame library in Rust | Python | Node.js. MIT

GitHub (👨‍💻 99 · 🔀 370 · 📦 6 · 📋 1.5K - 11% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/pola-rs/polars
```
PyPi (📥 90K / month · 📦 30 · ⏱️ 29.06.2022):
```
 pip install polars
```

numexpr (🥈33 · ⭐ 1.8K · 📈) - Fast numerical array expression evaluator for Python, NumPy,.. MIT

GitHub (👨‍💻 61 · 🔀 180 · 📥 4 · 📋 330 - 18% open · ⏱️ 27.06.2022):
```
 git clone https://github.com/pydata/numexpr
```
PyPi (📥 2.3M / month · 📦 3K · ⏱️ 25.06.2022):
```
 pip install numexpr
```
Conda (📥 4.4M · ⏱️ 11.04.2022):
```
 conda install -c conda-forge numexpr
```

zarr (🥈33 · ⭐ 940) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT

GitHub (👨‍💻 62 · 🔀 160 · 📦 1.3K · 📋 510 - 41% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/zarr-developers/zarr-python
```
PyPi (📥 480K / month · 📦 250 · ⏱️ 23.06.2022):
```
 pip install zarr
```
Conda (📥 1.4M · ⏱️ 23.06.2022):
```
 conda install -c conda-forge zarr
```

PyTables (🥈32 · ⭐ 1.1K) - A Python package to manage extremely large amounts of data. BSD-3

GitHub (👨‍💻 110 · 🔀 220 · 📥 170 · 📋 680 - 26% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/PyTables/PyTables
```
PyPi (📥 990K / month · 📦 2.3K · ⏱️ 28.12.2021):
```
 pip install tables
```
Conda (📥 4.4M · ⏱️ 25.01.2022):
```
 conda install -c conda-forge pytables
```

Bottleneck (🥈32 · ⭐ 760) - Fast NumPy array functions written in C. BSD-2

GitHub (👨‍💻 25 · 🔀 84 · 📦 34K · 📋 230 - 17% open · ⏱️ 09.06.2022):
```
 git clone https://github.com/pydata/bottleneck
```
PyPi (📥 520K / month · 📦 1.6K · ⏱️ 22.02.2022):
```
 pip install Bottleneck
```

Conda (📥 2.3M · ⏱️ 10.04.2022):

 conda install -c conda-forge bottleneck

Vaex (🥈31 · ⭐ 7.1K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT

GitHub (👨‍💻 68 · 🔀 550 · 📥 240 · 📋 1.1K - 36% open · ⏱️ 27.06.2022):
```
 git clone https://github.com/vaexio/vaex
```
PyPi (📥 72K / month · 📦 17 · ⏱️ 03.06.2022):
```
 pip install vaex
```
Conda (📥 130K · ⏱️ 07.06.2022):
```
 conda install -c conda-forge vaex
```

Koalas (🥈31 · ⭐ 3.2K · 💤) - Koalas: pandas API on Apache Spark. Apache-2 spark

GitHub (👨‍💻 51 · 🔀 330 · 📥 1K · 📦 210 · 📋 590 - 17% open · ⏱️ 21.10.2021):
```
 git clone https://github.com/databricks/koalas
```
PyPi (📥 1.4M / month · 📦 13 · ⏱️ 19.10.2021):
```
 pip install koalas
```
Conda (📥 150K · ⏱️ 20.10.2021):
```
 conda install -c conda-forge koalas
```

TinyDB (🥉30 · ⭐ 5.2K) - TinyDB is a lightweight document oriented database optimized for your.. MIT

GitHub (👨‍💻 77 · 🔀 440 · 📋 280 - 3% open · ⏱️ 23.05.2022):
```
 git clone https://github.com/msiemens/tinydb
```
PyPi (📥 380K / month · 📦 790 · ⏱️ 19.02.2022):
```
 pip install tinydb
```
Conda (📥 180K · ⏱️ 19.02.2022):
```
 conda install -c conda-forge tinydb
```

pandera (🥉30 · ⭐ 1.5K) - A light-weight, flexible, and expressive data validation library for.. MIT

GitHub (👨‍💻 54 · 🔀 110 · 📦 260 · 📋 410 - 25% open · ⏱️ 30.04.2022):
```
 git clone https://github.com/pandera-dev/pandera
```
PyPi (📥 530K / month · 📦 23 · ⏱️ 01.05.2022):
```
 pip install pandera
```

Conda (📥 8.5K · ⏱️ 04.04.2022):

 conda install -c conda-forge pandera-core

datasketch (🥉29 · ⭐ 1.7K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT

GitHub (👨‍💻 22 · 🔀 240 · 📥 19 · 📦 400 · 📋 140 - 24% open · ⏱️ 02.06.2022):
```
 git clone https://github.com/ekzhu/datasketch
```
PyPi (📥 710K / month · 📦 54 · ⏱️ 04.02.2022):
```
 pip install datasketch
```

datatable (🥉29 · ⭐ 1.5K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0

GitHub (👨‍💻 33 · 🔀 130 · 📥 1.7K · 📋 1.4K - 10% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/h2oai/datatable
```
PyPi (📥 71K / month · 📦 12 · ⏱️ 01.07.2021):
```
 pip install datatable
```

Conda (📥 14K · ⏱️ 23.12.2020):

 conda install -c conda-forge datatable

docarray (🥉28 · ⭐ 740 · 🐣) - The data structure for unstructured data. Apache-2

GitHub (👨‍💻 33 · 🔀 68 · 📦 71 · 📋 120 - 21% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/jina-ai/docarray
```
PyPi (📥 95K / month · 📦 1 · ⏱️ 29.06.2022):
```
 pip install docarray
```
Conda (📥 14K · ⏱️ 29.06.2022):
```
 conda install -c conda-forge docarray
```

swifter (🥉27 · ⭐ 2K) - A package which efficiently applies any function to a pandas dataframe.. MIT

GitHub (👨‍💻 15 · 🔀 95 · 📦 620 · 📋 120 - 22% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/jmcarpenter2/swifter
```
PyPi (📥 220K / month · 📦 30 · ⏱️ 29.06.2022):
```
 pip install swifter
```
Conda (📥 140K · ⏱️ 13.04.2022):
```
 conda install -c conda-forge swifter
```

Pandaral·lel (🥉26 · ⭐ 2.2K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter

GitHub (👨‍💻 19 · 🔀 140 · 📋 160 - 48% open · ⏱️ 15.03.2022):
```
 git clone https://github.com/nalepae/pandarallel
```
PyPi (📥 480K / month · 📦 20 · ⏱️ 15.03.2022):
```
 pip install pandarallel
```

Conda (📥 5.7K · ⏱️ 09.04.2022):

 conda install -c conda-forge pandarallel

StaticFrame (🥉26 · ⭐ 300) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT

GitHub (👨‍💻 20 · 🔀 26 · 📦 11 · 📋 410 - 8% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/InvestmentSystems/static-frame
```
PyPi (📥 1.5K / month · 📦 2 · ⏱️ 22.06.2022):
```
 pip install static-frame
```

Conda (📥 160K · ⏱️ 22.06.2022):

 conda install -c conda-forge static-frame

Pandas Summary (🥉20 · ⭐ 420) - A library for managing, validating, summarizing, and.. Apache-2

GitHub (👨‍💻 8 · 🔀 41 · 📋 13 - 46% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/polyaxon/datatile
```
PyPi (📥 46K / month · 📦 57 · ⏱️ 25.11.2021):
```
 pip install pandas-summary
```

PandaPy (🥉11 · ⭐ 510 · 💤) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

GitHub (👨‍💻 3 · 🔀 58 · 📦 1 · 📋 3 - 66% open · ⏱️ 20.10.2021):
```
 git clone https://github.com/firmai/pandapy
```
PyPi (📥 43 / month · ⏱️ 25.01.2020):
```
 pip install pandapy
```

Show 8 hidden projects...

Blaze (🥈31 · ⭐ 3.1K · 💀) - NumPy and Pandas interface to Big Data. BSD-3
Arctic (🥉29 · ⭐ 2.7K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1
sklearn-pandas (🥉29 · ⭐ 2.6K · 💀) - Pandas integration with sklearn. ❗️Zlib sklearn
pandasql (🥉27 · ⭐ 1.1K · 💀) - sqldf for pandas. MIT
bcolz (🥉27 · ⭐ 940 · 💀) - A columnar data container that can be compressed. BSD-3
pickleDB (🥉22 · ⭐ 670 · 💀) - pickleDB is an open source key-value store using Pythons json module. BSD-3
Bounter (🥉18 · ⭐ 930 · 💀) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT
fletcher (🥉18 · ⭐ 220 · 💀) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT

Data Structures

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

GitHub (👨‍💻 65 · 🔀 120 · 📦 160K · 📋 160 - 11% open · ⏱️ 14.06.2022):
```
 git clone https://github.com/tobgu/pyrsistent
```
PyPi (📥 38M / month · 📦 2.1K · ⏱️ 14.01.2022):
```
 pip install pyrsistent
```

Conda (📥 10M · ⏱️ 03.04.2022):

 conda install -c conda-forge pyrsistent

multidict (🥇31 · ⭐ 300) - The multidict implementation. Apache-2

GitHub (👨‍💻 41 · 🔀 72 · 📥 2.5K · 📋 130 - 9% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/aio-libs/multidict
```
PyPi (📥 85M / month · 📦 3K · ⏱️ 24.01.2022):
```
 pip install multidict
```

Conda (📥 5.1M · ⏱️ 02.04.2022):

 conda install -c conda-forge multidict

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

GitHub (👨‍💻 12 · 🔀 47 · 📦 7.9K · 📋 48 - 4% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/jab/bidict
```
PyPi (📥 750K / month · 📦 410 · ⏱️ 23.03.2022):
```
 pip install bidict
```
Conda (📥 130K · ⏱️ 24.03.2022):
```
 conda install -c conda-forge bidict
```

python-sortedcontainers (🥈29 · ⭐ 2.6K · 💤) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2

GitHub (👨‍💻 20 · 🔀 170 · 📋 150 - 13% open · ⏱️ 13.10.2021):
```
 git clone https://github.com/grantjenks/python-sortedcontainers
```
PyPi (📥 14M / month · 📦 2K · ⏱️ 16.05.2021):
```
 pip install sortedcontainers
```

Conda (📥 6.6M · ⏱️ 17.05.2021):

 conda install -c conda-forge sortedcontainers

sqlitedict (🥈28 · ⭐ 850) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2

GitHub (👨‍💻 34 · 🔀 110 · 📦 1.7K · 📋 89 - 31% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/RaRe-Technologies/sqlitedict
```
PyPi (📥 200K / month · 📦 190 · ⏱️ 04.03.2022):
```
 pip install sqlitedict
```

Conda (📥 34K · ⏱️ 04.03.2022):

 conda install -c conda-forge sqlitedict

python-benedict (🥈28 · ⭐ 400) - dict subclass with keylist/keypath support, normalized I/O.. MIT

GitHub (👨‍💻 3 · 🔀 28 · 📦 940 · 📋 67 - 10% open · ⏱️ 22.06.2022):
```
 git clone https://github.com/fabiocaccamo/python-benedict
```
PyPi (📥 490K / month · 📦 13 · ⏱️ 27.04.2022):
```
 pip install python-benedict
```

Conda (📥 59K · ⏱️ 27.04.2022):

 conda install -c conda-forge python-benedict

ordered-set (🥈28 · ⭐ 160) - A mutable set that remembers the order of its entries. One of Pythons.. MIT

GitHub (👨‍💻 18 · 🔀 38 · 📋 38 - 7% open · ⏱️ 26.01.2022):
```
 git clone https://github.com/rspeer/ordered-set
```
PyPi (📥 5.1M / month · 📦 280 · ⏱️ 26.01.2022):
```
 pip install ordered-set
```

Conda (📥 170K · ⏱️ 26.01.2022):

 conda install -c conda-forge ordered-set

immutables (🥉27 · ⭐ 960) - A high-performance immutable mapping type for Python. Apache-2

GitHub (👨‍💻 13 · 🔀 47 · 📦 4.3K · 📋 41 - 24% open · ⏱️ 22.05.2022):
```
 git clone https://github.com/MagicStack/immutables
```
PyPi (📥 1.7M / month · 📦 100 · ⏱️ 22.05.2022):
```
 pip install immutables
```

Conda (📥 820K · ⏱️ 22.05.2022):

 conda install -c conda-forge immutables

glom (🥉26 · ⭐ 1.5K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3

GitHub (👨‍💻 19 · 🔀 50 · 📦 480 · 📋 160 - 59% open · ⏱️ 24.01.2022):
```
 git clone https://github.com/mahmoud/glom
```
PyPi (📥 840K / month · 📦 76 · ⏱️ 24.01.2022):
```
 pip install glom
```
Conda (📥 10K · ⏱️ 11.11.2020):
```
 conda install -c conda-forge glom
```

janus (🥉26 · ⭐ 620) - Thread-safe asyncio-aware queue for Python. Apache-2

GitHub (👨‍💻 23 · 🔀 36 · 📋 35 - 8% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/aio-libs/janus
```
PyPi (📥 260K / month · 📦 92 · ⏱️ 17.12.2021):
```
 pip install janus
```
Conda (📥 9.1K · ⏱️ 17.12.2021):
```
 conda install -c conda-forge janus
```

python-box (🥉25 · ⭐ 2K) - Python dictionaries with advanced dot notation access. MIT

GitHub (👨‍💻 1 · 🔀 82 · 📥 30 · 📋 140 - 12% open · ⏱️ 02.04.2022):
```
 git clone https://github.com/cdgriffith/Box
```
PyPi (📥 1.5M / month · 📦 270 · ⏱️ 02.04.2022):
```
 pip install python-box
```

Conda (📥 260K · ⏱️ 02.04.2022):

 conda install -c conda-forge python-box

Show 4 hidden projects...

addict (🥈29 · ⭐ 2.2K · 💀) - The Python Dict thats better than heroin. MIT
anytree (🥉26 · ⭐ 710 · 💀) - Python tree data library. Apache-2
munch (🥉26 · ⭐ 590 · 💀) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT
cleverdict (🥉17 · ⭐ 87) - A JSON-friendly data structure which allows both object attributes and.. MIT

Data Validation

pydantic (🥇43 · ⭐ 10K) - Data parsing and validation using Python type hints. MIT

GitHub (👨‍💻 260 · 🔀 940 · 📦 75K · 📋 1.9K - 28% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/samuelcolvin/pydantic
```
PyPi (📥 27M / month · 📦 3.4K · ⏱️ 19.05.2022):
```
 pip install pydantic
```
Conda (📥 2.3M · ⏱️ 20.05.2022):
```
 conda install -c conda-forge pydantic
```

jsonschema (🥇40 · ⭐ 3.7K) - An implementation of the JSON Schema specification for Python. MIT

GitHub (👨‍💻 100 · 🔀 520 · 📦 230K · 📋 660 - 8% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/Julian/jsonschema
```
PyPi (📥 41M / month · 📦 18K · ⏱️ 28.06.2022):
```
 pip install jsonschema
```

Conda (📥 12M · ⏱️ 28.06.2022):

 conda install -c conda-forge jsonschema

voluptuous (🥈33 · ⭐ 1.7K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3

GitHub (👨‍💻 88 · 🔀 200 · 📦 5.1K · 📋 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 (📥 180K · ⏱️ 07.04.2022):

 conda install -c conda-forge voluptuous

schema (🥈32 · ⭐ 2.6K) - Schema validation just got Pythonic. MIT

GitHub (👨‍💻 62 · 🔀 180 · 📦 4.2K · 📋 150 - 53% open · ⏱️ 01.12.2021):
```
 git clone https://github.com/keleshev/schema
```
PyPi (📥 4.3M / month · 📦 780 · ⏱️ 01.12.2021):
```
 pip install schema
```
Conda (📥 52K · ⏱️ 02.12.2021):
```
 conda install -c conda-forge schema
```

param (🥈31 · ⭐ 280) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3

GitHub (👨‍💻 31 · 🔀 56 · 📦 3.8K · 📋 340 - 41% open · ⏱️ 21.06.2022):
```
 git clone https://github.com/holoviz/param
```
PyPi (📥 450K / month · 📦 130 · ⏱️ 20.06.2022):
```
 pip install param
```
Conda (📥 620K · ⏱️ 22.06.2022):
```
 conda install -c conda-forge param
```

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 (📥 160K / month · 📦 380 · ⏱️ 17.08.2021):
```
 pip install schematics
```

Conda (📥 24K · ⏱️ 17.07.2019):

 conda install -c conda-forge schematics

validators (🥉30 · ⭐ 600) - Python Data Validation for Humans. MIT

GitHub (👨‍💻 42 · 🔀 120 · 📦 40K · 📋 130 - 72% open · ⏱️ 06.06.2022):
```
 git clone https://github.com/kvesteri/validators
```
PyPi (📥 2.9M / month · 📦 1.5K · ⏱️ 05.06.2022):
```
 pip install validators
```

Conda (📥 120K · ⏱️ 18.12.2020):

 conda install -c conda-forge validators

strictyaml (🥉26 · ⭐ 1.1K) - Type-safe YAML parser and validator. MIT

GitHub (👨‍💻 19 · 🔀 47 · 📦 740 · 📋 140 - 54% open · ⏱️ 05.12.2021):
```
 git clone https://github.com/crdoconnor/strictyaml
```
PyPi (📥 1.1M / month · 📦 160 · ⏱️ 28.11.2021):
```
 pip install strictyaml
```

Conda (📥 150K · ⏱️ 28.11.2021):

 conda install -c conda-forge strictyaml

typical (🥉19 · ⭐ 160) - 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 (📥 23K / month · 📦 3 · ⏱️ 23.12.2021):
```
 pip install typical
```
Conda (📥 8.7K · ⏱️ 23.12.2021):
```
 conda install -c conda-forge typical
```

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

GitHub (👨‍💻 7 · 🔀 12 · 📋 24 - 12% open · ⏱️ 03.05.2022):
```
 git clone https://github.com/guyskk/validr
```
PyPi (📥 8.7K / month · 📦 4 · ⏱️ 10.03.2021):
```
 pip install validr
```

dirty-equals (🥉16 · ⭐ 480 · 🐣) - Doing dirty (but extremely useful) things with equals. MIT

GitHub (👨‍💻 8 · 🔀 17 · 📋 12 - 58% open · ⏱️ 25.06.2022):
```
 git clone https://github.com/samuelcolvin/dirty-equals
```
PyPi (📥 8.8K / month · 📦 4 · ⏱️ 18.04.2022):
```
 pip install dirty-equals
```

Conda (📥 7K · ⏱️ 29.04.2022):

 conda install -c conda-forge dirty-equals

Show 4 hidden projects...

cerberus (🥈32 · ⭐ 2.8K · 💀) - Lightweight, extensible data validation library for Python. ISC
python-email-validator (🥉27 · ⭐ 590) - A robust email syntax and deliverability validation.. ❗️CC0-1.0
valideer (🥉20 · ⭐ 260 · 💀) - Lightweight data validation and adaptation Python library. MIT
dataklasses (🥉6 · ⭐ 720 · 🐣) - A different spin on dataclasses. ❗Unlicensed

Algorithms & Design Patterns

🔗 python-patterns ( ⭐ 34K) - Collection of design patterns/idioms in Python.

transitions (🥇30 · ⭐ 4.4K) - A lightweight, object-oriented finite state machine implementation.. MIT

GitHub (👨‍💻 71 · 🔀 480 · 📦 2.4K · 📋 410 - 3% open · ⏱️ 08.03.2022):
```
 git clone https://github.com/pytransitions/transitions
```
PyPi (📥 270K / month · 📦 250 · ⏱️ 24.02.2022):
```
 pip install transitions
```

Conda (📥 180K · ⏱️ 24.02.2022):

 conda install -c conda-forge transitions

algorithms (🥉28 · ⭐ 21K) - Minimal examples of data structures and algorithms in Python. MIT

GitHub (👨‍💻 190 · 🔀 4.3K · 📦 67 · 📋 290 - 67% open · ⏱️ 14.06.2022):
```
 git clone https://github.com/keon/algorithms
```
PyPi (📥 2.3K / month · 📦 15 · ⏱️ 04.10.2020):
```
 pip install algorithms
```

Conda (📥 740 · ⏱️ 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

arrow (🥇38 · ⭐ 7.9K) - Better dates & times for Python. Apache-2

GitHub (👨‍💻 260 · 🔀 610 · 📦 29K · 📋 460 - 15% open · ⏱️ 25.06.2022):
```
 git clone https://github.com/arrow-py/arrow
```
PyPi (📥 6.9M / month · 📦 4.5K · ⏱️ 27.01.2022):
```
 pip install arrow
```
Conda (📥 1M · ⏱️ 27.01.2022):
```
 conda install -c conda-forge arrow
```

python-dateutil (🥈37 · ⭐ 1.8K) - Useful extensions to the standard Python datetime features. Apache-2

GitHub (👨‍💻 130 · 🔀 400 · 📥 35K · 📦 740K · 📋 650 - 42% open · ⏱️ 18.04.2022):
```
 git clone https://github.com/dateutil/dateutil
```
PyPi (📥 160M / month · 📦 66K · ⏱️ 14.07.2021):
```
 pip install python-dateutil
```

Conda (📥 27M · ⏱️ 14.07.2021):

 conda install -c conda-forge python-dateutil

dateparser (🥈34 · ⭐ 2.1K) - python parser for human readable dates. BSD-3

GitHub (👨‍💻 110 · 🔀 390 · 📦 13K · 📋 640 - 47% open · ⏱️ 20.06.2022):
```
 git clone https://github.com/scrapinghub/dateparser
```
PyPi (📥 4.7M / month · 📦 1.1K · ⏱️ 17.03.2022):
```
 pip install dateparser
```

Conda (📥 71K · ⏱️ 18.03.2022):

 conda install -c conda-forge dateparser

holidays (🥈33 · ⭐ 790) - Generate and work with holidays in Python. MIT

GitHub (👨‍💻 180 · 🔀 330 · 📥 160 · 📋 280 - 7% open · ⏱️ 05.06.2022):
```
 git clone https://github.com/dr-prodigy/python-holidays
```
PyPi (📥 4.5M / month · 📦 380 · ⏱️ 05.06.2022):
```
 pip install holidays
```
Conda (📥 1.4M · ⏱️ 15.02.2022):
```
 conda install -c conda-forge holidays
```

pytz (🥉31 · ⭐ 200) - pytz Python historical timezone library and database. MIT

GitHub (👨‍💻 16 · 🔀 62 · 📦 1.1M · 📋 52 - 42% open · ⏱️ 08.05.2022):
```
 git clone https://github.com/stub42/pytz
```
PyPi (📥 100M / month · 📦 82K · ⏱️ 20.03.2022):
```
 pip install pytz
```
Conda (📥 25M · ⏱️ 22.03.2022):
```
 conda install -c conda-forge pytz
```

pendulum (🥉30 · ⭐ 4.9K) - Python datetimes made easy. MIT

GitHub (👨‍💻 73 · 🔀 280 · 📋 440 - 47% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/sdispater/pendulum
```
PyPi (📥 8.5M / month · 📦 850 · ⏱️ 24.07.2020):
```
 pip install pendulum
```
Conda (📥 510K · ⏱️ 06.04.2022):
```
 conda install -c conda-forge pendulum
```

parsedatetime (🥉28 · ⭐ 650 · 💤) - Parse human-readable date/time strings. Apache-2

GitHub (👨‍💻 55 · 🔀 100 · 📦 4.5K · 📋 160 - 39% open · ⏱️ 20.11.2021):
```
 git clone https://github.com/bear/parsedatetime
```
PyPi (📥 4.2M / month · 📦 1.2K · ⏱️ 31.05.2020):
```
 pip install parsedatetime
```

Conda (📥 110K · ⏱️ 10.06.2020):

 conda install -c conda-forge parsedatetime

tzlocal (🥉28 · ⭐ 160) - A Python module that tries to figure out what your local timezone is. MIT

GitHub (👨‍💻 26 · 🔀 52 · 📋 70 - 1% open · ⏱️ 02.06.2022):
```
 git clone https://github.com/regebro/tzlocal
```
PyPi (📥 21M / month · 📦 3.6K · ⏱️ 02.04.2022):
```
 pip install tzlocal
```
Conda (📥 1.2M · ⏱️ 26.06.2022):
```
 conda install -c conda-forge tzlocal
```

isodate (🥉28 · ⭐ 110) - ISO 8601 date/time parser. BSD-3

GitHub (👨‍💻 24 · 🔀 41 · 📦 22K · 📋 33 - 39% open · ⏱️ 13.03.2022):
```
 git clone https://github.com/gweis/isodate
```
PyPi (📥 54M / month · 📦 2.1K · ⏱️ 13.12.2021):
```
 pip install isodate
```
Conda (📥 2.4M · ⏱️ 15.12.2021):
```
 conda install -c conda-forge isodate
```

File & Path Utilities

watchdog (🥇37 · ⭐ 5.3K) - Python library and shell utilities to monitor filesystem events. Apache-2

GitHub (👨‍💻 130 · 🔀 640 · 📦 57K · 📋 580 - 28% open · ⏱️ 10.06.2022):
```
 git clone https://github.com/gorakhargosh/watchdog
```
PyPi (📥 6.7M / month · 📦 7.8K · ⏱️ 10.06.2022):
```
 pip install watchdog
```
Conda (📥 1.2M · ⏱️ 10.06.2022):
```
 conda install -c conda-forge watchdog
```

filesystem_spec (🥈36 · ⭐ 440) - A specification that python filesystems should adhere to. BSD-3

GitHub (👨‍💻 140 · 🔀 190 · 📦 29K · 📋 450 - 37% open · ⏱️ 24.06.2022):
```
 git clone https://github.com/fsspec/filesystem_spec
```
PyPi (📥 41M / month · 📦 370 · ⏱️ 19.05.2022):
```
 pip install fsspec
```
Conda (📥 6.4M · ⏱️ 20.05.2022):
```
 conda install -c conda-forge fsspec
```

pyfilesystem2 (🥈31 · ⭐ 1.7K) - Pythons Filesystem abstraction layer. MIT

GitHub (👨‍💻 46 · 🔀 170 · 📋 340 - 23% open · ⏱️ 02.05.2022):
```
 git clone https://github.com/pyfilesystem/pyfilesystem2
```
PyPi (📥 480K / month · 📦 560 · ⏱️ 02.05.2022):
```
 pip install fs
```
Conda (📥 460K · ⏱️ 02.03.2022):
```
 conda install -c conda-forge fs
```

filelock (🥈31 · ⭐ 420) - A platform-independent file lock for Python. Unlicense

GitHub (👨‍💻 27 · 🔀 75 · 📋 75 - 22% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/tox-dev/py-filelock
```
PyPi (📥 37M / month · 📦 2.3K · ⏱️ 31.05.2022):
```
 pip install filelock
```
Conda (📥 7.1M · ⏱️ 01.06.2022):
```
 conda install -c conda-forge filelock
```

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

GitHub (👨‍💻 25 · 🔀 130 · 📋 91 - 48% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/Tinche/aiofiles
```
PyPi (📥 5.5M / month · 📦 1.4K · ⏱️ 27.11.2021):
```
 pip install aiofiles
```
Conda (📥 230K · ⏱️ 15.12.2021):
```
 conda install -c conda-forge aiofiles
```

scandir (🥉30 · ⭐ 500) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3

GitHub (👨‍💻 22 · 🔀 62 · 📦 14K · 📋 100 - 10% open · ⏱️ 23.01.2022):
```
 git clone https://github.com/benhoyt/scandir
```
PyPi (📥 4.2M / month · 📦 2.2K · ⏱️ 09.03.2019):
```
 pip install scandir
```
Conda (📥 1.2M · ⏱️ 08.04.2022):
```
 conda install -c conda-forge scandir
```

path (🥉27 · ⭐ 990) - Object-oriented file system path manipulation. MIT

GitHub (👨‍💻 46 · 🔀 140 · 📋 130 - 0% open · ⏱️ 25.02.2022):
```
 git clone https://github.com/jaraco/path
```
PyPi (📥 750K / month · 📦 96 · ⏱️ 25.02.2022):
```
 pip install path
```
Conda (📥 250K · ⏱️ 06.04.2022):
```
 conda install -c conda-forge path
```

Show 3 hidden projects...

appdirs (🥈32 · ⭐ 880 · 💀) - A small Python module for determining appropriate platform-specific.. MIT
zipp (🥉27 · ⭐ 27) - Backport of pathlib-compatible object wrapper for zip files. MIT
Unipath (🥉22 · ⭐ 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 · 📦 220K · 📋 380 - 48% open · ⏱️ 30.11.2021):
```
 git clone https://github.com/PythonCharmers/python-future
```
PyPi (📥 35M / month · 📦 17K · ⏱️ 31.10.2019):
```
 pip install future
```
Conda (📥 7.1M · ⏱️ 03.04.2022):
```
 conda install -c conda-forge future
```

six (🥈35 · ⭐ 880 · 💤) - Python 2 and 3 compatibility library. MIT

GitHub (👨‍💻 65 · 🔀 240 · 📦 1.2M · 📋 280 - 38% open · ⏱️ 21.11.2021):
```
 git clone https://github.com/benjaminp/six
```
PyPi (📥 160M / month · 📦 130K · ⏱️ 05.05.2021):
```
 pip install six
```
Conda (📥 26M · ⏱️ 05.05.2021):
```
 conda install -c conda-forge six
```

typing (🥈34 · ⭐ 1.3K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0

GitHub (👨‍💻 87 · 🔀 210 · 📋 660 - 13% open · ⏱️ 02.06.2022):
```
 git clone https://github.com/python/typing
```
PyPi (📥 13M / month · 📦 5.7K · ⏱️ 01.05.2021):
```
 pip install typing
```
Conda (📥 1.1M · ⏱️ 01.05.2021):
```
 conda install -c conda-forge typing
```

dataclasses (🥉27 · ⭐ 540) - A backport of the dataclasses module for Python 3.6. Apache-2

GitHub (👨‍💻 12 · 🔀 46 · 📦 35K · 📋 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 (📥 6M · ⏱️ 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 · 📦 31K · 📋 71 - 8% open · ⏱️ 11.01.2022):
```
 git clone https://github.com/agronholm/pythonfutures
```
PyPi (📥 15M / 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 (🥉26 · ⭐ 34) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

Cryptography

cryptography (🥇44 · ⭐ 4.9K) - cryptography is a package designed to expose cryptographic.. BSD-3

GitHub (👨‍💻 260 · 🔀 1K · 📦 280K · 📋 2K - 2% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/pyca/cryptography
```
PyPi (📥 110M / month · 📦 20K · ⏱️ 21.06.2022):
```
 pip install cryptography
```

Conda (📥 23M · ⏱️ 19.05.2022):

 conda install -c conda-forge cryptography

pycryptodomex (🥈38 · ⭐ 2K) - A self-contained cryptographic library for Python. BSD-3

GitHub (👨‍💻 120 · 🔀 380 · 📦 45K · 📋 490 - 16% open · ⏱️ 25.06.2022):
```
 git clone https://github.com/Legrandin/pycryptodome
```
PyPi (📥 26M / month · 📦 1.3K · ⏱️ 22.06.2022):
```
 pip install pycryptodomex
```

Conda (📥 700K · ⏱️ 08.04.2022):

 conda install -c conda-forge pycryptodomex

tink (🥈35 · ⭐ 12K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2

GitHub (👨‍💻 100 · 🔀 1.1K · 📥 960 · 📦 27 · 📋 430 - 28% open · ⏱️ 24.06.2022):
```
 git clone https://github.com/google/tink
```
PyPi (📥 1.1M / month · 📦 3 · ⏱️ 10.08.2021):
```
 pip install tink
```
npm (📥 920 / month · ⏱️ 25.08.2020):
```
 npm install tink-crypto
```

bcrypt (🥉34 · ⭐ 870) - Modern(-ish) password hashing for your software and your servers. Apache-2

GitHub (👨‍💻 30 · 🔀 120 · 📋 97 - 2% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/pyca/bcrypt
```
PyPi (📥 28M / month · 📦 7.9K · ⏱️ 01.05.2022):
```
 pip install bcrypt
```
Conda (📥 2M · ⏱️ 01.05.2022):
```
 conda install -c conda-forge bcrypt
```

asn1crypto (🥉34 · ⭐ 270) - Python ASN.1 library with a focus on performance and a pythonic API. MIT

GitHub (👨‍💻 38 · 🔀 110 · 📦 90K · 📋 150 - 20% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/wbond/asn1crypto
```
PyPi (📥 37M / month · 📦 7K · ⏱️ 15.03.2022):
```
 pip install asn1crypto
```

Conda (📥 6.9M · ⏱️ 15.03.2022):

 conda install -c conda-forge asn1crypto

keyring (🥉33 · ⭐ 860) - Store and access your passwords safely. MIT

GitHub (👨‍💻 100 · 🔀 120 · 📋 450 - 9% open · ⏱️ 08.06.2022):
```
 git clone https://github.com/jaraco/keyring
```
PyPi (📥 25M / month · 📦 3.7K · ⏱️ 08.06.2022):
```
 pip install keyring
```
Conda (📥 1.8M · ⏱️ 08.06.2022):
```
 conda install -c conda-forge keyring
```

rsa (🥉30 · ⭐ 380) - Python-RSA is a pure-Python RSA implementation. Apache-2

GitHub (👨‍💻 38 · 🔀 90 · 📋 110 - 15% open · ⏱️ 13.03.2022):
```
 git clone https://github.com/sybrenstuvel/python-rsa
```
PyPi (📥 110M / month · 📦 6.9K · ⏱️ 24.11.2021):
```
 pip install rsa
```
Conda (📥 6.9M · ⏱️ 24.11.2021):
```
 conda install -c conda-forge rsa
```

Infrastructure & DevOps

ansible (🥇48 · ⭐ 54K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0

GitHub (👨‍💻 6.6K · 🔀 22K · 📦 22K · 📋 31K - 3% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/ansible/ansible
```
PyPi (📥 4.9M / month · 📦 4.1K · ⏱️ 28.06.2022):
```
 pip install ansible
```
Conda (📥 660K · ⏱️ 23.06.2022):
```
 conda install -c conda-forge ansible
```

awscli (🥇44 · ⭐ 13K) - Universal Command Line Interface for Amazon Web Services. Apache-2

GitHub (👨‍💻 390 · 🔀 3.3K · 📥 900 · 📦 1 · 📋 4.1K - 14% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/aws/aws-cli
```
PyPi (📥 100M / month · 📦 3K · ⏱️ 29.06.2022):
```
 pip install awscli
```
Conda (📥 13M · ⏱️ 30.06.2022):
```
 conda install -c conda-forge awscli
```

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

GitHub (👨‍💻 180 · 🔀 920 · 📦 140K · 📋 940 - 15% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/boto/botocore
```
PyPi (📥 220M / month · 📦 8.1K · ⏱️ 29.06.2022):
```
 pip install botocore
```
Conda (📥 14M · ⏱️ 30.06.2022):
```
 conda install -c conda-forge botocore
```

docker-compose (🥈41 · ⭐ 26K · 📉) - Define and run multi-container applications with Docker. Apache-2

GitHub (👨‍💻 430 · 🔀 4.4K · 📥 160M · 📋 6.4K - 7% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/docker/compose
```
PyPi (📥 1.8M / month · 📦 1.2K · ⏱️ 10.05.2021):
```
 pip install docker-compose
```

Conda (📥 210K · ⏱️ 22.03.2022):

 conda install -c conda-forge docker-compose

paramiko (🥈41 · ⭐ 7.7K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1

GitHub (👨‍💻 180 · 🔀 1.8K · 📦 59K · 📋 1.6K - 58% open · ⏱️ 10.06.2022):
```
 git clone https://github.com/paramiko/paramiko
```
PyPi (📥 27M / month · 📦 13K · ⏱️ 17.05.2022):
```
 pip install paramiko
```
Conda (📥 2M · ⏱️ 17.05.2022):
```
 conda install -c conda-forge paramiko
```

pulumi (🥈40 · ⭐ 13K) - Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language,.. Apache-2

GitHub (👨‍💻 180 · 🔀 700 · 📥 38K · 📦 1.6K · 📋 4.9K - 28% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/pulumi/pulumi
```
PyPi (📥 140K / month · 📦 120 · ⏱️ 30.06.2022):
```
 pip install pulumi
```
npm (📥 690K / month · 📦 370 · ⏱️ 30.06.2022):
```
 npm install @pulumi/pulumi
```

docker (🥈40 · ⭐ 5.8K · 💤) - A Python library for the Docker Engine API. Apache-2

GitHub (👨‍💻 400 · 🔀 1.6K · 📦 40K · 📋 1.6K - 32% open · ⏱️ 14.10.2021):
```
 git clone https://github.com/docker/docker-py
```
PyPi (📥 28M / month · 📦 3.4K · ⏱️ 07.10.2021):
```
 pip install docker
```

Conda (📥 2.2M · ⏱️ 07.12.2021):

 conda install -c conda-forge docker-py

kubernetes (🥈37 · ⭐ 4.9K) - Official Python client library for kubernetes. Apache-2

GitHub (👨‍💻 150 · 🔀 2.6K · 📋 1.1K - 9% open · ⏱️ 23.06.2022):
```
 git clone https://github.com/kubernetes-client/python
```
PyPi (📥 11M / month · 📦 1.2K · ⏱️ 22.06.2022):
```
 pip install kubernetes
```

Conda (📥 290K · ⏱️ 23.05.2022):

 conda install -c conda-forge kubernetes

netmiko (🥈37 · ⭐ 2.8K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT

GitHub (👨‍💻 200 · 🔀 1.1K · 📦 2.4K · 📋 1.7K - 13% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/ktbyers/netmiko
```
PyPi (📥 140K / month · 📦 240 · ⏱️ 28.06.2022):
```
 pip install netmiko
```

schedule (🥉35 · ⭐ 9.7K) - Python job scheduling for humans. MIT

GitHub (👨‍💻 51 · 🔀 810 · 📦 19K · 📋 380 - 30% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/dbader/schedule
```
PyPi (📥 1.8M / month · 📦 1.3K · ⏱️ 10.04.2021):
```
 pip install schedule
```
Conda (📥 16K · ⏱️ 10.04.2021):
```
 conda install -c conda-forge schedule
```

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

GitHub (👨‍💻 140 · 🔀 1.9K · 📋 1.7K - 25% open · ⏱️ 07.04.2022):
```
 git clone https://github.com/fabric/fabric
```
PyPi (📥 1.6M / month · ⏱️ 07.04.2022):
```
 pip install fabric
```
Conda (📥 49K · ⏱️ 28.03.2022):
```
 conda install -c conda-forge fabric
```

plumbum (🥉31 · ⭐ 2.5K) - Plumbum: Shell Combinators. MIT

GitHub (👨‍💻 110 · 🔀 170 · 📋 340 - 35% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/tomerfiliba/plumbum
```
PyPi (📥 2M / month · 📦 440 · ⏱️ 23.12.2021):
```
 pip install plumbum
```
Conda (📥 810K · ⏱️ 23.12.2021):
```
 conda install -c conda-forge plumbum
```

pyinfra (🥉30 · ⭐ 1.5K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT

GitHub (👨‍💻 69 · 🔀 270 · 📦 50 · 📋 600 - 17% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/Fizzadar/pyinfra
```
PyPi (📥 21K / month · 📦 11 · ⏱️ 30.06.2022):
```
 pip install pyinfra
```

pypyr (🥉21 · ⭐ 410) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2

GitHub (👨‍💻 9 · 🔀 20 · 📦 62 · 📋 120 - 15% open · ⏱️ 26.05.2022):
```
 git clone https://github.com/pypyr/pypyr
```
PyPi (📥 510 / month · 📦 8 · ⏱️ 26.05.2022):
```
 pip install pypyr
```
Conda (📥 1.3K · ⏱️ 25.04.2022):
```
 conda install -c conda-forge pypyr
```

Show 5 hidden projects...

sshtunnel (🥉28 · ⭐ 980 · 💀) - 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

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

GitHub (👨‍💻 94 · 🔀 440 · 📥 4.2K · 📦 200K · 📋 440 - 39% open · ⏱️ 06.02.2022):
```
 git clone https://github.com/pexpect/pexpect
```
PyPi (📥 26M / month · 📦 16K · ⏱️ 15.12.2021):
```
 pip install pexpect
```
Conda (📥 8.4M · ⏱️ 12.10.2020):
```
 conda install -c conda-forge pexpect
```

supervisor (🥈35 · ⭐ 7.4K) - Supervisor process control system for UNIX. ❗️Repoze Public License

GitHub (👨‍💻 160 · 🔀 1.2K · 📦 7.3K · 📋 1.1K - 12% open · ⏱️ 30.04.2022):
```
 git clone https://github.com/Supervisor/supervisor
```
PyPi (📥 1.3M / month · 📦 1.9K · ⏱️ 30.12.2021):
```
 pip install supervisor
```

Conda (📥 200K · ⏱️ 12.04.2022):

 conda install -c conda-forge supervisor

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

GitHub (👨‍💻 84 · 🔀 450 · 📦 9.6K · 📋 410 - 2% open · ⏱️ 14.06.2022):
```
 git clone https://github.com/amoffat/sh
```
PyPi (📥 2.8M / month · 📦 2.5K · ⏱️ 15.12.2021):
```
 pip install sh
```
Conda (📥 130K · ⏱️ 20.06.2022):
```
 conda install -c conda-forge sh
```

ptyprocess (🥉26 · ⭐ 170 · 💤) - Run a subprocess in a pseudo terminal. ISC

GitHub (👨‍💻 16 · 🔀 61 · 📋 34 - 50% open · ⏱️ 31.10.2021):
```
 git clone https://github.com/pexpect/ptyprocess
```
PyPi (📥 26M / month · 📦 13K · ⏱️ 28.12.2020):
```
 pip install ptyprocess
```

Conda (📥 8.1M · ⏱️ 31.12.2020):

 conda install -c conda-forge ptyprocess

Asynchronous Programming

uvloop (🥇36 · ⭐ 8.7K · 💤) - Ultra fast asyncio event loop. Apache-2

GitHub (👨‍💻 42 · 🔀 500 · 📥 350 · 📦 46K · 📋 300 - 24% open · ⏱️ 10.08.2021):
```
 git clone https://github.com/MagicStack/uvloop
```
PyPi (📥 9.2M / month · 📦 1.7K · ⏱️ 10.08.2021):
```
 pip install uvloop
```
Conda (📥 450K · ⏱️ 02.11.2021):
```
 conda install -c conda-forge uvloop
```

greenlet (🥇36 · ⭐ 1.4K) - Lightweight in-process concurrent programming. MIT

GitHub (👨‍💻 62 · 🔀 220 · 📦 140K · 📋 180 - 12% open · ⏱️ 24.03.2022):
```
 git clone https://github.com/python-greenlet/greenlet
```
PyPi (📥 42M / month · 📦 10K · ⏱️ 24.03.2022):
```
 pip install greenlet
```
Conda (📥 3.6M · ⏱️ 02.04.2022):
```
 conda install -c conda-forge greenlet
```

anyio (🥈30 · ⭐ 920) - High level asynchronous concurrency and networking framework that works on.. MIT

GitHub (👨‍💻 31 · 🔀 73 · 📋 240 - 14% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/agronholm/anyio
```
PyPi (📥 14M / month · 📦 190 · ⏱️ 13.05.2022):
```
 pip install anyio
```
Conda (📥 2.1M · ⏱️ 13.05.2022):
```
 conda install -c conda-forge anyio
```

aiomisc (🥉24 · ⭐ 270) - aiomisc - miscellaneous utils for asyncio. MIT

GitHub (👨‍💻 13 · 🔀 18 · 📦 210 · 📋 15 - 33% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/aiokitchen/aiomisc
```
PyPi (📥 9.1K / month · 📦 30 · ⏱️ 14.06.2022):
```
 pip install aiomisc
```

unsync (🥉21 · ⭐ 760) - Unsynchronize asyncio. MIT

GitHub (👨‍💻 11 · 🔀 47 · 📦 120 · 📋 27 - 11% open · ⏱️ 06.02.2022):
```
 git clone https://github.com/alex-sherman/unsync
```
PyPi (📥 9.8K / month · 📦 15 · ⏱️ 21.10.2021):
```
 pip install unsync
```
Conda (📥 5.1K · ⏱️ 06.06.2022):
```
 conda install -c conda-forge unsync
```

asyncer (🥉15 · ⭐ 660 · 🐣) - Asyncer, async and await, focused on developer experience. MIT

GitHub (👨‍💻 7 · 🔀 24 · 📋 5 - 60% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/tiangolo/asyncer
```
PyPi (📥 35K / month · ⏱️ 04.01.2022):
```
 pip install asyncer
```
Conda (📥 290 · ⏱️ 10.01.2022):
```
 conda install -c conda-forge asyncer
```

Show 1 hidden projects...

stopit (🥉20 · ⭐ 96 · 💀) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

Configuration

python-dotenv (🥇36 · ⭐ 5.1K) - Reads key-value pairs from a .env file and can set them as.. BSD-3

GitHub (👨‍💻 77 · 🔀 310 · 📦 250K · 📋 230 - 14% open · ⏱️ 12.06.2022):
```
 git clone https://github.com/theskumar/python-dotenv
```
PyPi (📥 18M / month · 📦 6.4K · ⏱️ 24.03.2022):
```
 pip install python-dotenv
```

Conda (📥 1.6M · ⏱️ 24.03.2022):

 conda install -c conda-forge python-dotenv

Dynaconf (🥈33 · ⭐ 2.5K) - Configuration Management for Python. MIT

GitHub (👨‍💻 88 · 🔀 220 · 📦 2.9K · 📋 360 - 27% open · ⏱️ 27.06.2022):
```
 git clone https://github.com/rochacbruno/dynaconf
```
PyPi (📥 1.2M / month · 📦 180 · ⏱️ 06.06.2022):
```
 pip install dynaconf
```
Conda (📥 19K · ⏱️ 19.04.2022):
```
 conda install -c conda-forge dynaconf
```

omegaconf (🥈33 · ⭐ 1.2K) - Flexible Python configuration system. The last one you will ever need. BSD-3

GitHub (👨‍💻 24 · 🔀 64 · 📦 4.7K · 📋 450 - 12% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/omry/omegaconf
```
PyPi (📥 1.7M / month · 📦 160 · ⏱️ 27.05.2022):
```
 pip install omegaconf
```

Conda (📥 510K · ⏱️ 08.06.2022):

 conda install -c conda-forge omegaconf

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

GitHub (👨‍💻 32 · 🔀 160 · 📥 7 · 📦 70K · 📋 78 - 10% open · ⏱️ 11.05.2022):
```
 git clone https://github.com/henriquebastos/python-decouple
```
PyPi (📥 860K / month · 📦 3.2K · ⏱️ 02.02.2022):
```
 pip install python-decouple
```

Conda (📥 43K · ⏱️ 02.02.2022):

 conda install -c conda-forge python-decouple

hydra (🥉30 · ⭐ 6.1K) - Hydra is a framework for elegantly configuring complex applications. MIT

GitHub (👨‍💻 94 · 🔀 480 · 📦 10 · 📋 1.1K - 14% open · ⏱️ 24.06.2022):
```
 git clone https://github.com/facebookresearch/hydra
```
PyPi (📥 8.4K / month · 📦 6 · ⏱️ 03.08.2016):
```
 pip install hydra
```

Conda (📥 370K · ⏱️ 30.06.2022):

 conda install -c conda-forge hydra-core

gin-config (🥉27 · ⭐ 1.6K) - Gin provides a lightweight configuration framework for Python. Apache-2

GitHub (👨‍💻 22 · 🔀 96 · 📦 4.2K · 📋 80 - 51% open · ⏱️ 27.05.2022):
```
 git clone https://github.com/google/gin-config
```
PyPi (📥 260K / month · 📦 77 · ⏱️ 03.11.2021):
```
 pip install gin-config
```

Conda (📥 9.3K · ⏱️ 07.01.2022):

 conda install -c conda-forge gin-config

everett (🥉23 · ⭐ 130) - configuration library for python projects. MPL-2.0

GitHub (👨‍💻 5 · 🔀 29 · 📦 450 · 📋 70 - 5% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/willkg/everett
```
PyPi (📥 99K / month · 📦 45 · ⏱️ 13.01.2022):
```
 pip install everett
```
Conda (📥 21K · ⏱️ 13.01.2022):
```
 conda install -c conda-forge everett
```

Show 2 hidden projects...

traitlets (🥈34 · ⭐ 500) - A lightweight Traits like module. ❗Unlicensed
configobj (🥉28 · ⭐ 280 · 💀) - Python 3+ compatible port of the configobj library. BSD-3

CLI Development

click (🥇45 · ⭐ 13K · 📉) - Python composable command line interface toolkit. BSD-3

GitHub (👨‍💻 330 · 🔀 1.3K · 📦 850K · 📋 1.4K - 4% open · ⏱️ 01.06.2022):
```
 git clone https://github.com/pallets/click
```
PyPi (📥 140M / month · 📦 69K · ⏱️ 28.04.2022):
```
 pip install click
```
Conda (📥 16M · ⏱️ 29.04.2022):
```
 conda install -c conda-forge click
```

rich (🥇43 · ⭐ 38K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT

GitHub (👨‍💻 170 · 🔀 1.2K · 📦 21K · 📋 850 - 7% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/Textualize/rich
```
PyPi (📥 10M / month · 📦 1.9K · ⏱️ 24.05.2022):
```
 pip install rich
```
Conda (📥 1.1M · ⏱️ 24.05.2022):
```
 conda install -c conda-forge rich
```

python-prompt-toolkit (🥈37 · ⭐ 7.8K) - Library for building powerful interactive command.. BSD-3

GitHub (👨‍💻 210 · 🔀 630 · 📋 1K - 50% open · ⏱️ 27.06.2022):
```
 git clone https://github.com/prompt-toolkit/python-prompt-toolkit
```
PyPi (📥 21M / month · 📦 1.1K · ⏱️ 27.06.2022):
```
 pip install prompt_toolkit
```

Conda (📥 7.9M · ⏱️ 27.06.2022):

 conda install -c conda-forge prompt-toolkit

python-fire (🥈36 · ⭐ 23K) - Python Fire is a library for automatically generating command.. Apache-2

GitHub (👨‍💻 49 · 🔀 1.3K · 📦 13K · 📋 280 - 44% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/google/python-fire
```
PyPi (📥 3.7M / month · 📦 1.4K · ⏱️ 22.01.2021):
```
 pip install fire
```
Conda (📥 210K · ⏱️ 22.01.2021):
```
 conda install -c conda-forge fire
```

colorama (🥈36 · ⭐ 2.9K) - Simple cross-platform colored terminal text in Python. BSD-3

GitHub (👨‍💻 48 · 🔀 210 · 📋 240 - 49% open · ⏱️ 20.06.2022):
```
 git clone https://github.com/tartley/colorama
```
PyPi (📥 110M / month · 📦 20K · ⏱️ 16.06.2022):
```
 pip install colorama
```
Conda (📥 11M · ⏱️ 16.06.2022):
```
 conda install -c conda-forge colorama
```

Typer (🥈33 · ⭐ 8.1K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT

GitHub (👨‍💻 17 · 🔀 310 · 📋 280 - 62% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/tiangolo/typer
```
PyPi (📥 8.4M / month · 📦 1.2K · ⏱️ 30.03.2022):
```
 pip install typer
```
Conda (📥 620K · ⏱️ 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 · 📦 18K · 📋 200 - 22% open · ⏱️ 03.01.2022):
```
 git clone https://github.com/kislyuk/argcomplete
```
PyPi (📥 13M / month · 📦 1.8K · ⏱️ 03.01.2022):
```
 pip install argcomplete
```

Conda (📥 600K · ⏱️ 04.01.2022):

 conda install -c conda-forge argcomplete

asciimatics (🥉31 · ⭐ 3.1K) - A cross platform package to do curses-like operations, plus.. Apache-2

GitHub (👨‍💻 40 · 🔀 230 · 📦 670 · 📋 280 - 8% open · ⏱️ 13.06.2022):
```
 git clone https://github.com/peterbrittain/asciimatics
```
PyPi (📥 970K / month · 📦 110 · ⏱️ 23.04.2022):
```
 pip install asciimatics
```

Conda (📥 100K · ⏱️ 15.11.2021):

 conda install -c conda-forge asciimatics

cleo (🥉30 · ⭐ 870) - Cleo allows you to create beautiful and testable command-line interfaces. MIT

GitHub (👨‍💻 24 · 🔀 59 · 📋 71 - 52% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/sdispater/cleo
```
PyPi (📥 6.6M / month · 📦 210 · ⏱️ 03.06.2022):
```
 pip install cleo
```
Conda (📥 180K · ⏱️ 26.01.2022):
```
 conda install -c conda-forge cleo
```

wcwidth (🥉30 · ⭐ 280 · 💤) - Python library that measures the width of unicode strings rendered to.. MIT

GitHub (👨‍💻 11 · 🔀 43 · 📦 290K · 📋 32 - 37% open · ⏱️ 28.09.2021):
```
 git clone https://github.com/jquast/wcwidth
```
PyPi (📥 25M / month · 📦 13K · ⏱️ 23.06.2020):
```
 pip install wcwidth
```
Conda (📥 11M · ⏱️ 24.09.2020):
```
 conda install -c conda-forge wcwidth
```

ConfigArgParse (🥉28 · ⭐ 600 · 💤) - A drop-in replacement for argparse that allows options to.. MIT

GitHub (👨‍💻 48 · 🔀 100 · 📦 7.9K · 📋 180 - 35% open · ⏱️ 06.10.2021):
```
 git clone https://github.com/bw2/ConfigArgParse
```
PyPi (📥 2M / month · 📦 1.4K · ⏱️ 03.10.2021):
```
 pip install configargparse
```

Conda (📥 310K · ⏱️ 04.10.2021):

 conda install -c conda-forge configargparse

questionary (🥉27 · ⭐ 890) - Python library to build pretty command line user prompts Easy to use.. MIT

GitHub (👨‍💻 32 · 🔀 55 · 📋 97 - 23% open · ⏱️ 17.06.2022):
```
 git clone https://github.com/tmbo/questionary
```
PyPi (📥 1.7M / month · 📦 240 · ⏱️ 15.07.2021):
```
 pip install questionary
```

Conda (📥 12K · ⏱️ 14.03.2022):

 conda install -c conda-forge questionary

colout (🥉18 · ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0

GitHub (👨‍💻 30 · 🔀 55 · 📦 5 · 📋 68 - 17% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/nojhan/colout
```
PyPi (📥 520 / month · ⏱️ 21.06.2020):
```
 pip install colout
```

Show 5 hidden projects...

docopt (🥈36 · ⭐ 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 (🥉25 · ⭐ 75 · 💀) - Python Command-line Application Tools. ISC
bashplotlib (🥉22 · ⭐ 1.7K · 💀) - plotting in the terminal. MIT
docopt-ng (🥉21 · ⭐ 87) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT

Development Tools

🔗 best-of-python-dev ( ⭐ 510) - A ranked list of awesome python developer tools and libraries. Updated..

Data Caching

cachetools (🥇33 · ⭐ 1.4K) - Extensible memoizing collections and decorators. MIT

GitHub (👨‍💻 7 · 🔀 130 · 📋 210 - 2% open · ⏱️ 29.05.2022):
```
 git clone https://github.com/tkem/cachetools
```
PyPi (📥 68M / month · 📦 3K · ⏱️ 29.05.2022):
```
 pip install cachetools
```

Conda (📥 5.1M · ⏱️ 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 · 📦 4K · 📋 190 - 13% open · ⏱️ 26.10.2021):
```
 git clone https://github.com/lericson/pylibmc
```
PyPi (📥 140K / month · 📦 2.4K · ⏱️ 15.08.2019):
```
 pip install pylibmc
```
Conda (📥 180K · ⏱️ 13.04.2022):
```
 conda install -c conda-forge pylibmc
```

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

GitHub (👨‍💻 86 · 🔀 130 · 📦 3.6K · 📋 120 - 53% open · ⏱️ 07.12.2021):
```
 git clone https://github.com/bbangert/beaker
```
PyPi (📥 310K / month · 📦 1.4K · ⏱️ 26.08.2019):
```
 pip install beaker
```
Conda (📥 60K · ⏱️ 27.08.2019):
```
 conda install -c conda-forge beaker
```

aiocache (🥉26 · ⭐ 700) - Asyncio cache manager for redis, memcached and memory. BSD-3

GitHub (👨‍💻 32 · 🔀 100 · 📦 820 · 📋 260 - 19% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/aio-libs/aiocache
```
PyPi (📥 150K / month · 📦 94 · ⏱️ 31.07.2019):
```
 pip install aiocache
```

cachier (🥉21 · ⭐ 410) - Persistent, stale-free, local and cross-machine caching for Python.. MIT

GitHub (👨‍💻 14 · 🔀 46 · 📦 260 · 📋 53 - 39% open · ⏱️ 04.06.2022):
```
 git clone https://github.com/shaypal5/cachier
```
PyPi (📥 7.4K / month · 📦 25 · ⏱️ 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 ( ⭐ 1.6K) - Collection of libraries to implement web-based UIs.

kivy (🥇40 · ⭐ 15K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT

GitHub (👨‍💻 570 · 🔀 2.9K · 📥 26K · 📦 7.2K · 📋 4.6K - 19% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/kivy/kivy
```
PyPi (📥 58K / month · 📦 580 · ⏱️ 06.03.2022):
```
 pip install kivy
```
Conda (📥 240K · ⏱️ 13.04.2022):
```
 conda install -c conda-forge kivy
```

PySimpleGUI (🥈38 · ⭐ 10K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0

GitHub (👨‍💻 18 · 🔀 1.5K · 📦 5.4K · 📋 2.9K - 23% open · ⏱️ 27.06.2022):
```
 git clone https://github.com/PySimpleGUI/PySimpleGUI
```
PyPi (📥 130K / month · 📦 230 · ⏱️ 22.05.2022):
```
 pip install pysimplegui
```

Conda (📥 58K · ⏱️ 13.06.2022):

 conda install -c conda-forge pysimplegui

DearPyGui (🥈32 · ⭐ 8.1K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT

GitHub (👨‍💻 43 · 🔀 410 · 📦 430 · 📋 1K - 20% open · ⏱️ 27.06.2022):
```
 git clone https://github.com/hoffstadt/DearPyGui
```
PyPi (📥 6.6K / month · 📦 15 · ⏱️ 06.05.2022):
```
 pip install dearpygui
```

Eel (🥈30 · ⭐ 5K · 💤) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT

GitHub (👨‍💻 38 · 🔀 500 · 📦 3.7K · 📋 450 - 31% open · ⏱️ 19.10.2021):
```
 git clone https://github.com/ChrisKnott/Eel
```
PyPi (📥 62K / month · 📦 60 · ⏱️ 17.08.2020):
```
 pip install eel
```

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

GitHub (👨‍💻 100 · 🔀 860 · 📥 250 · 📦 580 · 📋 560 - 20% open · ⏱️ 08.05.2022):
```
 git clone https://github.com/chriskiehl/Gooey
```
PyPi (📥 3.7K / month · 📦 71 · ⏱️ 29.01.2022):
```
 pip install gooey
```
Conda (📥 48K · ⏱️ 29.12.2021):
```
 conda install -c conda-forge gooey
```

toga (🥉28 · ⭐ 3.2K) - A Python native, OS native GUI toolkit. BSD-3

GitHub (👨‍💻 210 · 🔀 530 · 📋 580 - 23% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/beeware/toga
```
PyPi (📥 1.1K / month · 📦 33 · ⏱️ 31.05.2022):
```
 pip install toga
```
npm (📥 20 / month · ⏱️ 23.04.2017):
```
 npm install @pybee/toga
```

flexx (🥉27 · ⭐ 3K) - Write desktop and web apps in pure Python. BSD-2

GitHub (👨‍💻 37 · 🔀 260 · 📦 110 · 📋 440 - 19% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/flexxui/flexx
```
PyPi (📥 760 / month · 📦 21 · ⏱️ 12.04.2022):
```
 pip install flexx
```
Conda (📥 88K · ⏱️ 12.04.2022):
```
 conda install -c conda-forge flexx
```

Show 2 hidden projects...

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

Computer & Machine Vision

🔗 best-of-ml-python - Computer Vision ( ⭐ 11K) - Collection of computer vision and image processing..

Machine Learning & Data Engineering

🔗 best-of-ml-python ( ⭐ 11K) - A ranked list of awesome machine learning Python libraries. Updated..

Text Data

🔗 best-of-ml-python - NLP ( ⭐ 11K) - Collection of text processing and NLP libraries.

chardet (🥇35 · ⭐ 1.7K · 📈) - Python character encoding detector. ❗️LGPL-2.1

GitHub (👨‍💻 48 · 🔀 240 · 📋 140 - 46% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/chardet/chardet
```
PyPi (📥 62M / month · 📦 39K · ⏱️ 25.06.2022):
```
 pip install chardet
```
Conda (📥 17M · ⏱️ 25.06.2022):
```
 conda install -c conda-forge chardet
```
npm (📥 8 / month · 📦 1 · ⏱️ 20.08.2017):
```
 npm install @pypi/chardet
```

emoji (🥇35 · ⭐ 1.5K) - emoji terminal output for Python. BSD-3

GitHub (👨‍💻 55 · 🔀 240 · 📦 40K · 📋 120 - 13% open · ⏱️ 05.05.2022):
```
 git clone https://github.com/carpedm20/emoji
```
PyPi (📥 3.7M / month · 📦 1.3K · ⏱️ 08.03.2022):
```
 pip install emoji
```
Conda (📥 25K · ⏱️ 08.03.2022):
```
 conda install -c conda-forge emoji
```

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

GitHub (👨‍💻 26 · 🔀 390 · 📋 150 - 3% open · ⏱️ 10.06.2022):
```
 git clone https://github.com/daviddrysdale/python-phonenumbers
```
PyPi (📥 3.8M / month · 📦 1.3K · ⏱️ 10.06.2022):
```
 pip install phonenumbers
```

Conda (📥 570K · ⏱️ 10.06.2022):

 conda install -c conda-forge phonenumbers

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

GitHub (👨‍💻 64 · 🔀 160 · ⏱️ 13.06.2022):
```
 git clone https://github.com/jmoiron/humanize
```
PyPi (📥 3.6M / month · 📦 1.9K · ⏱️ 30.06.2022):
```
 pip install humanize
```
Conda (📥 250K · ⏱️ 30.06.2022):
```
 conda install -c conda-forge humanize
```

python-slugify (🥈30 · ⭐ 1.2K) - Returns unicode slugs. MIT

GitHub (👨‍💻 30 · 🔀 90 · 📋 56 - 3% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/un33k/python-slugify
```
PyPi (📥 8.1M / month · 📦 2.7K · ⏱️ 27.04.2022):
```
 pip install python-slugify
```

Conda (📥 860K · ⏱️ 28.04.2022):

 conda install -c conda-forge python-slugify

inflect (🥉29 · ⭐ 670) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT

GitHub (👨‍💻 41 · 🔀 74 · 📋 89 - 22% open · ⏱️ 01.05.2022):
```
 git clone https://github.com/jaraco/inflect
```
PyPi (📥 1.7M / month · 📦 910 · ⏱️ 01.05.2022):
```
 pip install inflect
```
Conda (📥 220K · ⏱️ 01.05.2022):
```
 conda install -c conda-forge inflect
```

pyahocorasick (🥉28 · ⭐ 730) - Python module (C extension and plain python) implementing Aho-.. BSD-3

GitHub (👨‍💻 24 · 🔀 100 · 📦 1.1K · 📋 120 - 20% open · ⏱️ 04.05.2022):
```
 git clone https://github.com/WojciechMula/pyahocorasick
```
PyPi (📥 360K / month · 📦 96 · ⏱️ 04.05.2022):
```
 pip install pyahocorasick
```

Conda (📥 150K · ⏱️ 15.04.2022):

 conda install -c conda-forge pyahocorasick

Show 4 hidden projects...

awesome-slugify (🥉22 · ⭐ 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 · ⭐ 93 · 💀) - Random Name and Slug Generator. BSD-2
millify (🥉15 · ⭐ 65 · 💀) - Convert long numbers into a human-readable format in Python. MIT

Web Development

🔗 best-of-web-python ( ⭐ 1.6K) - A ranked list of awesome python libraries for web development. Updated..

Database Clients

Libraries for connecting to, operating, and querying databases.

boto3 (🥇45 · ⭐ 7.4K) - AWS SDK for Python. Apache-2

GitHub (👨‍💻 140 · 🔀 1.6K · 📦 180K · 📋 2.7K - 8% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/boto/boto3
```
PyPi (📥 390M / month · 📦 16K · ⏱️ 29.06.2022):
```
 pip install boto3
```
Conda (📥 10M · ⏱️ 30.06.2022):
```
 conda install -c conda-forge boto3
```

redis (🥇44 · ⭐ 11K) - Redis Python Client. MIT

GitHub (👨‍💻 330 · 🔀 2.2K · 📦 150K · 📋 1.2K - 11% open · ⏱️ 27.06.2022):
```
 git clone https://github.com/redis/redis-py
```
PyPi (📥 27M / month · 📦 27K · ⏱️ 27.06.2022):
```
 pip install redis
```
Conda (📥 720K · ⏱️ 27.06.2022):
```
 conda install -c conda-forge redis-py
```

SQLAlchemy (🥇44 · ⭐ 5.6K) - The Database Toolkit for Python. MIT

GitHub (👨‍💻 560 · 🔀 900 · 📥 38K · 📦 410K · 📋 6.7K - 2% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/sqlalchemy/sqlalchemy
```
PyPi (📥 52M / month · 📦 45K · ⏱️ 24.06.2022):
```
 pip install SQLAlchemy
```

Conda (📥 7.9M · ⏱️ 25.06.2022):

 conda install -c conda-forge sqlalchemy

azure-storage-blob (🥇42 · ⭐ 2.9K) - This repository is for active development of the Azure SDK.. MIT

GitHub (👨‍💻 420 · 🔀 1.8K · 📦 2K · 📋 6.9K - 12% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/Azure/azure-sdk-for-python
```
PyPi (📥 40M / month · 📦 520 · ⏱️ 15.06.2022):
```
 pip install azure-storage-blob
```

Conda (📥 460K · ⏱️ 16.05.2022):

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

peewee (🥇40 · ⭐ 9.2K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT

GitHub (👨‍💻 150 · 🔀 1.3K · 📦 17K · 📋 2.1K - 0% open · ⏱️ 27.06.2022):
```
 git clone https://github.com/coleifer/peewee
```
PyPi (📥 1.1M / month · 📦 3.6K · ⏱️ 17.06.2022):
```
 pip install peewee
```
Conda (📥 400K · ⏱️ 20.06.2022):
```
 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 · ⏱️ 18.05.2022):
```
 git clone https://github.com/googleapis/google-cloud-python
```
PyPi (📥 46M / month · 📦 1.7K · ⏱️ 08.06.2022):
```
 pip install google-cloud-storage
```

Conda (📥 1.7M · ⏱️ 09.06.2022):

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

elasticsearch (🥇40 · ⭐ 3.7K) - Official Elasticsearch client library for Python. Apache-2

GitHub (👨‍💻 190 · 🔀 1.1K · 📥 2K · 📦 29K · 📋 970 - 3% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/elastic/elasticsearch-py
```
PyPi (📥 18M / month · 📦 6K · ⏱️ 29.06.2022):
```
 pip install elasticsearch
```

Conda (📥 600K · ⏱️ 29.06.2022):

 conda install -c conda-forge elasticsearch

kafka-python (🥈38 · ⭐ 4.9K) - Python client for Apache Kafka. Apache-2

GitHub (👨‍💻 210 · 🔀 1.3K · 📥 1.7K · 📦 11K · 📋 1.4K - 17% open · ⏱️ 27.03.2022):
```
 git clone https://github.com/dpkp/kafka-python
```
PyPi (📥 6.9M / month · 📦 1.3K · ⏱️ 30.09.2020):
```
 pip install kafka-python
```

Conda (📥 300K · ⏱️ 30.09.2020):

 conda install -c conda-forge kafka-python

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

GitHub (👨‍💻 200 · 🔀 1K · ⏱️ 29.06.2022):

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

PyPi (📥 19M / month · 📦 20K · ⏱️ 13.04.2022):
```
 pip install pymongo
```
Conda (📥 680K · ⏱️ 14.04.2022):
```
 conda install -c conda-forge pymongo
```

PyMySQL (🥈37 · ⭐ 7K) - Pure Python MySQL Client. MIT

GitHub (👨‍💻 110 · 🔀 1.3K · 📦 120K · 📋 610 - 4% open · ⏱️ 14.06.2022):
```
 git clone https://github.com/PyMySQL/PyMySQL
```
PyPi (📥 29M / month · 📦 10K · ⏱️ 09.01.2021):
```
 pip install PyMySQL
```
Conda (📥 680K · ⏱️ 09.01.2021):
```
 conda install -c conda-forge pymysql
```

MongoEngine (🥈37 · ⭐ 3.8K) - A Python Object-Document-Mapper for working with MongoDB. MIT

GitHub (👨‍💻 370 · 🔀 1.2K · 📦 17K · 📋 1.6K - 22% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/MongoEngine/mongoengine
```
PyPi (📥 810K / month · 📦 3.5K · ⏱️ 21.03.2022):
```
 pip install mongoengine
```

Conda (📥 160K · ⏱️ 21.02.2022):

 conda install -c conda-forge mongoengine

alembic (🥈37 · ⭐ 1.4K) - A database migrations tool for SQLAlchemy. MIT

GitHub (👨‍💻 150 · 🔀 150 · 📦 110K · 📋 880 - 10% open · ⏱️ 27.06.2022):
```
 git clone https://github.com/sqlalchemy/alembic
```
PyPi (📥 20M / month · 📦 11K · ⏱️ 31.05.2022):
```
 pip install alembic
```
Conda (📥 1.8M · ⏱️ 01.06.2022):
```
 conda install -c conda-forge alembic
```

python-bigquery (🥈37 · ⭐ 450) - Google BigQuery API client library. Apache-2

GitHub (👨‍💻 110 · 🔀 180 · 📦 13K · 📋 460 - 15% open · ⏱️ 27.06.2022):
```
 git clone https://github.com/googleapis/python-bigquery
```
PyPi (📥 40M / month · 📦 980 · ⏱️ 09.06.2022):
```
 pip install google-cloud-bigquery
```

Conda (📥 1.9M · ⏱️ 09.06.2022):

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

confluent-kafka-python (🥈36 · ⭐ 2.8K) - Confluents Kafka Python Client. Apache-2

GitHub (👨‍💻 93 · 🔀 750 · 📦 3.8K · 📋 980 - 23% open · ⏱️ 27.06.2022):
```
 git clone https://github.com/confluentinc/confluent-kafka-python
```
PyPi (📥 5.9M / month · 📦 370 · ⏱️ 16.06.2022):
```
 pip install confluent-kafka
```

Conda (📥 410K · ⏱️ 10.06.2022):

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

SQLAlchemy-Utils (🥈36 · ⭐ 940) - Various utility functions and datatypes for SQLAlchemy. BSD-3

GitHub (👨‍💻 110 · 🔀 270 · 📦 15K · 📋 370 - 49% open · ⏱️ 19.06.2022):
```
 git clone https://github.com/kvesteri/sqlalchemy-utils
```
PyPi (📥 3.6M / month · 📦 2K · ⏱️ 29.12.2021):
```
 pip install sqlalchemy-utils
```

Conda (📥 380K · ⏱️ 06.02.2022):

 conda install -c conda-forge sqlalchemy-utils

libcloud (🥈35 · ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2

GitHub (👨‍💻 450 · 🔀 890 · 📦 2.4K · 📋 170 - 35% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/apache/libcloud
```
PyPi (📥 130K / month · 📦 840 · ⏱️ 26.05.2022):
```
 pip install apache-libcloud
```

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

GitHub (👨‍💻 39 · 🔀 180 · 📦 30K · ⏱️ 16.06.2022):
```
 git clone https://github.com/mongodb/motor
```
PyPi (📥 2.5M / month · 📦 1.1K · ⏱️ 28.04.2022):
```
 pip install motor
```
Conda (📥 21K · ⏱️ 28.04.2022):
```
 conda install -c conda-forge motor
```

Ibis (🥈34 · ⭐ 1.9K) - Expressive analytics in Python at any scale. Apache-2

GitHub (👨‍💻 100 · 🔀 320 · 📥 24 · 📋 1.7K - 3% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/ibis-project/ibis
```
PyPi (📥 650K / month · 📦 39 · ⏱️ 28.04.2022):
```
 pip install ibis-framework
```

Conda (📥 230K · ⏱️ 02.05.2022):

 conda install -c conda-forge ibis-framework

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

GitHub (👨‍💻 130 · 🔀 720 · 📥 130 · 📦 6.2K · 📋 1.2K - 8% open · ⏱️ 31.05.2022):
```
 git clone https://github.com/elastic/elasticsearch-dsl-py
```
PyPi (📥 2.6M / month · 📦 930 · ⏱️ 15.07.2021):
```
 pip install elasticsearch-dsl
```

Conda (📥 5.6K · ⏱️ 02.05.2022):

 conda install -c anaconda elasticsearch-dsl

AWS Data Wrangler (🥈33 · ⭐ 2.9K) - Pandas on AWS - Easy integration with Athena, Glue,.. Apache-2

GitHub (👨‍💻 110 · 🔀 490 · 📥 140K · 📋 700 - 4% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/awslabs/aws-data-wrangler
```
PyPi (📥 12M / month · 📦 33 · ⏱️ 28.06.2022):
```
 pip install awswrangler
```

Conda (📥 210K · ⏱️ 29.06.2022):

 conda install -c conda-forge awswrangler

mysqlclient (🥈33 · ⭐ 2.1K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0

GitHub (👨‍💻 70 · 🔀 360 · 📥 5.2K · 📋 290 - 5% open · ⏱️ 22.06.2022):
```
 git clone https://github.com/PyMySQL/mysqlclient
```
PyPi (📥 3.9M / month · 📦 7.1K · ⏱️ 22.06.2022):
```
 pip install mysqlclient
```

Conda (📥 160K · ⏱️ 20.06.2022):

 conda install -c conda-forge mysqlclient

s3fs (🥈33 · ⭐ 560) - S3 Filesystem. BSD-3

GitHub (👨‍💻 98 · 🔀 190 · 📦 8.9K · 📋 330 - 24% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/fsspec/s3fs
```
PyPi (📥 38M / month · 📦 490 · ⏱️ 19.05.2022):
```
 pip install s3fs
```
Conda (📥 3.6M · ⏱️ 20.05.2022):
```
 conda install -c conda-forge s3fs
```

pandas-gbq (🥈33 · ⭐ 310) - Google BigQuery connector for pandas. BSD-3

GitHub (👨‍💻 37 · 🔀 100 · 📥 260 · 📦 4.2K · 📋 270 - 19% open · ⏱️ 16.06.2022):
```
 git clone https://github.com/googleapis/python-bigquery-pandas
```
PyPi (📥 5.9M / month · 📦 290 · ⏱️ 09.06.2022):
```
 pip install pandas-gbq
```

Conda (📥 1.4M · ⏱️ 16.06.2022):

 conda install -c conda-forge pandas-gbq

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

GitHub (👨‍💻 33 · 🔀 98 · 📦 110K · 📋 64 - 50% open · ⏱️ 23.06.2022):
```
 git clone https://github.com/boto/s3transfer
```
PyPi (📥 180M / month · 📦 4.2K · ⏱️ 31.05.2022):
```
 pip install s3transfer
```

Conda (📥 10M · ⏱️ 31.05.2022):

 conda install -c conda-forge s3transfer

Databases (🥈32 · ⭐ 2.9K) - Async database support for Python. BSD-3

GitHub (👨‍💻 44 · 🔀 200 · 📦 5.1K · 📋 290 - 38% open · ⏱️ 21.06.2022):
```
 git clone https://github.com/encode/databases
```
PyPi (📥 210K / month · 📦 99 · ⏱️ 30.05.2022):
```
 pip install databases
```

Conda (📥 140K · ⏱️ 15.11.2021):

 conda install -c conda-forge databases

Prometheus Client (🥈32 · ⭐ 2.8K) - Prometheus instrumentation library for Python.. Apache-2

GitHub (👨‍💻 120 · 🔀 650 · 📋 420 - 11% open · ⏱️ 06.05.2022):
```
 git clone https://github.com/prometheus/client_python
```
PyPi (📥 19M / month · 📦 490 · ⏱️ 08.04.2022):
```
 pip install prometheus_client
```

Conda (📥 6.1M · ⏱️ 08.04.2022):

 conda install -c conda-forge prometheus_client

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

GitHub (👨‍💻 95 · 🔀 400 · 📦 1K · 📋 560 - 45% open · ⏱️ 07.03.2022):
```
 git clone https://github.com/pynamodb/PynamoDB
```
PyPi (📥 1.4M / month · 📦 150 · ⏱️ 09.02.2022):
```
 pip install pynamodb
```
Conda (📥 180K · ⏱️ 09.06.2022):
```
 conda install -c conda-forge pynamodb
```

PyPika (🥈32 · ⭐ 1.7K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2

GitHub (👨‍💻 90 · 🔀 210 · 📦 1.7K · 📋 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 (📥 530 · ⏱️ 25.10.2021):
```
 conda install -c conda-forge pypika
```

minio (🥈32 · ⭐ 520) - MinIO Client SDK for Python. Apache-2

GitHub (👨‍💻 100 · 🔀 230 · 📦 2.9K · 📋 460 - 0% open · ⏱️ 27.06.2022):
```
 git clone https://github.com/minio/minio-py
```
PyPi (📥 1.4M / month · 📦 330 · ⏱️ 11.06.2022):
```
 pip install minio
```
Conda (📥 77K · ⏱️ 11.06.2022):
```
 conda install -c conda-forge minio
```

tortoise-orm (🥉31 · ⭐ 2.9K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2

GitHub (👨‍💻 100 · 🔀 260 · 📥 9 · 📋 760 - 43% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/tortoise/tortoise-orm
```
PyPi (📥 74K / month · 📦 52 · ⏱️ 20.05.2022):
```
 pip install tortoise-orm
```

Conda (📥 3.4K · ⏱️ 23.05.2022):

 conda install -c conda-forge tortoise-orm

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

GitHub (👨‍💻 140 · 🔀 490 · 📦 5.7K · 📋 520 - 27% open · ⏱️ 09.09.2021):
```
 git clone https://github.com/influxdata/influxdb-python
```
PyPi (📥 1.6M / month · 📦 1.2K · ⏱️ 11.11.2020):
```
 pip install influxdb
```
Conda (📥 60K · ⏱️ 12.11.2020):
```
 conda install -c conda-forge influxdb
```

Cassandra Driver (🥉31 · ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2

GitHub (👨‍💻 180 · 🔀 490 · 📦 4K · ⏱️ 17.05.2022):
```
 git clone https://github.com/datastax/python-driver
```
PyPi (📥 1.1M / month · 📦 670 · ⏱️ 18.03.2021):
```
 pip install cassandra-driver
```

Conda (📥 110K · ⏱️ 13.04.2022):

 conda install -c conda-forge cassandra-driver

cx-Oracle (🥉31 · ⭐ 820) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3

GitHub (👨‍💻 17 · 🔀 330 · 📦 6.3K · 📋 610 - 6% open · ⏱️ 08.06.2022):
```
 git clone https://github.com/oracle/python-cx_Oracle
```
PyPi (📥 3.1M / month · 📦 250 · ⏱️ 04.11.2021):
```
 pip install cx-Oracle
```

Conda (📥 290K · ⏱️ 09.04.2022):

 conda install -c conda-forge cx_oracle

neo4j-driver (🥉31 · ⭐ 720) - Neo4j Bolt driver for Python. Apache-2

GitHub (👨‍💻 37 · 🔀 150 · 📋 200 - 3% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/neo4j/neo4j-python-driver
```
PyPi (📥 200K / month · 📦 230 · ⏱️ 02.06.2022):
```
 pip install neo4j-driver
```

Conda (📥 140K · ⏱️ 02.06.2022):

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

Pony (🥉30 · ⭐ 3K) - Pony Object Relational Mapper. Apache-2

GitHub (👨‍💻 23 · 🔀 210 · 📥 20 · 📦 2.6K · 📋 590 - 45% open · ⏱️ 25.05.2022):
```
 git clone https://github.com/ponyorm/pony
```
PyPi (📥 53K / month · 📦 350 · ⏱️ 27.01.2022):
```
 pip install pony
```
Conda (📥 69K · ⏱️ 28.01.2022):
```
 conda install -c conda-forge pony
```

pygsheets (🥉30 · ⭐ 1.3K) - Google Sheets Python API v4. MIT

GitHub (👨‍💻 78 · 🔀 190 · 📦 1.1K · 📋 370 - 11% open · ⏱️ 01.05.2022):
```
 git clone https://github.com/nithinmurali/pygsheets
```
PyPi (📥 1.2M / month · 📦 77 · ⏱️ 05.02.2021):
```
 pip install pygsheets
```

py2neo (🥉30 · ⭐ 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 (📥 130K / month · 📦 620 · ⏱️ 14.10.2021):
```
 pip install py2neo
```
Conda (📥 45K · ⏱️ 14.10.2021):
```
 conda install -c conda-forge py2neo
```

dataset (🥉29 · ⭐ 4.2K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT

GitHub (👨‍💻 76 · 🔀 280 · 📦 2.4K · 📋 270 - 4% open · ⏱️ 03.06.2022):
```
 git clone https://github.com/pudo/dataset
```
PyPi (📥 81K / month · 📦 560 · ⏱️ 16.12.2021):
```
 pip install dataset
```
Conda (📥 2K · ⏱️ 16.12.2021):
```
 conda install -c conda-forge dataset
```

redis-py-cluster (🥉29 · ⭐ 1.1K) - Python cluster client for the official redis cluster. Redis.. MIT

GitHub (👨‍💻 72 · 🔀 300 · 📥 3.2K · 📦 1.2K · 📋 280 - 9% open · ⏱️ 12.03.2022):
```
 git clone https://github.com/grokzen/redis-py-cluster
```
PyPi (📥 3.1M / 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 (📥 170K / month · 📦 1.3K · ⏱️ 01.06.2022):
```
 pip install pysolr
```
Conda (📥 18K · ⏱️ 28.04.2020):
```
 conda install -c conda-forge pysolr
```

cloudant (🥉27 · ⭐ 170) - A Python library for Cloudant and CouchDB. Apache-2

GitHub (👨‍💻 32 · 🔀 52 · 📦 1.8K · 📋 250 - 0% open · ⏱️ 10.03.2022):
```
 git clone https://github.com/cloudant/python-cloudant
```
PyPi (📥 110K / month · 📦 290 · ⏱️ 26.08.2021):
```
 pip install cloudant
```
Conda (📥 93K · ⏱️ 26.08.2021):
```
 conda install -c conda-forge cloudant
```

piccolos (🥉26 · ⭐ 780) - A fast, user friendly ORM and query builder which supports asyncio. MIT

GitHub (👨‍💻 28 · 🔀 45 · 📦 83 · 📋 190 - 26% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/piccolo-orm/piccolo
```
PyPi (📥 5.7K / month · 📦 8 · ⏱️ 21.06.2022):
```
 pip install piccolo
```

umongo (🥉26 · ⭐ 410) - sync/async MongoDB ODM, yes. MIT

GitHub (👨‍💻 15 · 🔀 64 · 📦 5.6K · 📋 200 - 20% open · ⏱️ 23.12.2021):
```
 git clone https://github.com/Scille/umongo
```
PyPi (📥 120K / month · 📦 14 · ⏱️ 23.12.2021):
```
 pip install umongo
```
Conda (📥 860 · ⏱️ 23.12.2021):
```
 conda install -c conda-forge umongo
```

sqlmodel (🥉25 · ⭐ 7.6K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic

GitHub (👨‍💻 10 · 🔀 320 · 📋 300 - 74% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/tiangolo/sqlmodel
```
PyPi (📥 140K / month · 📦 47 · ⏱️ 28.12.2021):
```
 pip install sqlmodel
```
Conda (📥 1.9K · ⏱️ 28.12.2021):
```
 conda install -c conda-forge sqlmodel
```

gino (🥉25 · ⭐ 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
```

prisma (🥉24 · ⭐ 700) - Prisma Client Python is an auto-generated and fully type-safe database.. Apache-2

GitHub (👨‍💻 10 · 🔀 31 · 📦 48 · 📋 230 - 50% open · ⏱️ 27.06.2022):
```
 git clone https://github.com/RobertCraigie/prisma-client-py
```
PyPi (📥 3.5K / month · 📦 1 · ⏱️ 21.05.2022):
```
 pip install prisma
```

ODMantic (🥉21 · ⭐ 580) - Async ODM (Object Document Mapper) for MongoDB based on python type hints. ISC

GitHub (👨‍💻 12 · 🔀 56 · 📋 110 - 60% open · ⏱️ 01.06.2022):
```
 git clone https://github.com/art049/odmantic
```
PyPi (📥 14K / month · 📦 1 · ⏱️ 01.06.2022):
```
 pip install odmantic
```

filedepot (🥉21 · ⭐ 140 · 💤) - Toolkit for storing files and attachments in web applications. MIT

GitHub (👨‍💻 18 · 🔀 36 · 📦 540 · 📋 41 - 14% open · ⏱️ 21.09.2021):
```
 git clone https://github.com/amol-/depot
```
PyPi (📥 3.9K / month · 📦 51 · ⏱️ 27.07.2020):
```
 pip install filedepot
```

Queries (🥉19 · ⭐ 240 · 💤) - PostgreSQL database access simplified. BSD-3

GitHub (👨‍💻 11 · 🔀 30 · 📦 110 · 📋 21 - 33% open · ⏱️ 16.11.2021):
```
 git clone https://github.com/gmr/queries
```
PyPi (📥 2.8K / month · 📦 27 · ⏱️ 16.11.2021):
```
 pip install queries
```

aioprometheus (🥉19 · ⭐ 120) - A Prometheus Python client library for asyncio-based applications. MIT

GitHub (👨‍💻 12 · 🔀 15 · 📦 96 · 📋 23 - 21% open · ⏱️ 24.05.2022):
```
 git clone https://github.com/claws/aioprometheus
```
PyPi (📥 57K / month · 📦 12 · ⏱️ 24.05.2022):
```
 pip install aioprometheus
```

psycopg3 (🥉18 · ⭐ 710) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0

GitHub (👨‍💻 24 · 🔀 63 · 📋 170 - 13% open · ⏱️ 15.06.2022):
```
 git clone https://github.com/psycopg/psycopg
```

PugSQL (🥉16 · ⭐ 510) - A HugSQL-inspired database library for Python. Apache-2

GitHub (👨‍💻 12 · 🔀 18 · 📋 36 - 44% open · ⏱️ 27.05.2022):
```
 git clone https://github.com/mcfunley/pugsql
```
PyPi (📥 3K / month · 📦 1 · ⏱️ 13.03.2022):
```
 pip install pugsql
```

Show 12 hidden projects...

psycopg2 (🥈37 · ⭐ 2.6K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution
Records (🥉30 · ⭐ 6.9K · 💀) - SQL for Humans. ISC
pyodbc (🥉30 · ⭐ 2.4K · 📉) - Python ODBC bridge. ❗️MIT-0
google-cloud-bigtable (🥉30 · ⭐ 34) - Google Cloud Bigtable API client library. Apache-2
HappyBase (🥉27 · ⭐ 590 · 💀) - A developer-friendly Python library to interact with Apache HBase. MIT
mongo-connector (🥉26 · ⭐ 1.8K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
pyhdb (🥉24 · ⭐ 300 · 💀) - SAP HANA Connector in pure Python. Apache-2
PyMODM (🥉22 · ⭐ 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 · ⭐ 180 · 💀) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
lazydata (🥉16 · ⭐ 630 · 💀) - Lazydata: Scalable data dependencies for Python projects. Apache-2
SuperSQLite (🥉15 · ⭐ 700 · 💀) - 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 (👨‍💻 460 · 🔀 1.6K · 📦 60K · 📋 580 - 7% open · ⏱️ 27.06.2022):
```
 git clone https://github.com/joke2k/faker
```
PyPi (📥 6M / month · 📦 2.9K · ⏱️ 22.06.2022):
```
 pip install Faker
```
Conda (📥 590K · ⏱️ 22.06.2022):
```
 conda install -c conda-forge faker
```

Datasets (🥇42 · ⭐ 14K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2

GitHub (👨‍💻 420 · 🔀 1.7K · 📦 5.1K · 📋 1.7K - 30% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/huggingface/datasets
```
PyPi (📥 970K / month · 📦 210 · ⏱️ 15.06.2022):
```
 pip install datasets
```
Conda (📥 22K · ⏱️ 20.06.2022):
```
 conda install -c conda-forge datasets
```

xlwings (🥇37 · ⭐ 2.3K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3

GitHub (👨‍💻 57 · 🔀 420 · 📥 30K · 📦 23K · 📋 1.5K - 14% open · ⏱️ 08.06.2022):
```
 git clone https://github.com/xlwings/xlwings
```
PyPi (📥 630K / month · 📦 620 · ⏱️ 08.06.2022):
```
 pip install xlwings
```
Conda (📥 430K · ⏱️ 05.06.2022):
```
 conda install -c conda-forge xlwings
```

xmltodict (🥈36 · ⭐ 4.8K) - Python module that makes working with XML feel like you are working.. MIT

GitHub (👨‍💻 49 · 🔀 460 · 📦 41K · 📋 220 - 27% open · ⏱️ 08.05.2022):
```
 git clone https://github.com/martinblech/xmltodict
```
PyPi (📥 17M / month · 📦 5.1K · ⏱️ 08.05.2022):
```
 pip install xmltodict
```

Conda (📥 1.7M · ⏱️ 08.05.2022):

 conda install -c conda-forge xmltodict

python-magic (🥈36 · ⭐ 2.1K) - A python wrapper for libmagic. MIT

GitHub (👨‍💻 55 · 🔀 250 · 📦 28K · 📋 180 - 17% open · ⏱️ 20.06.2022):
```
 git clone https://github.com/ahupp/python-magic
```
PyPi (📥 7.7M / month · 📦 3.1K · ⏱️ 07.06.2022):
```
 pip install python-magic
```

Conda (📥 150K · ⏱️ 10.06.2022):

 conda install -c conda-forge python-magic

Tablib (🥈33 · ⭐ 4.1K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT

GitHub (👨‍💻 120 · 🔀 570 · 📦 15K · 📋 240 - 14% open · ⏱️ 09.04.2022):
```
 git clone https://github.com/jazzband/tablib
```
PyPi (📥 1.2M / month · 📦 1.3K · ⏱️ 09.04.2022):
```
 pip install tablib
```
Conda (📥 72K · ⏱️ 09.04.2022):
```
 conda install -c conda-forge tablib
```

smart-open (🥈32 · ⭐ 2.5K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT

GitHub (👨‍💻 92 · 🔀 320 · 📋 350 - 17% open · ⏱️ 24.04.2022):
```
 git clone https://github.com/RaRe-Technologies/smart_open
```
PyPi (📥 11M / month · 📦 460 · ⏱️ 24.04.2022):
```
 pip install smart-open
```

Conda (📥 1.1M · ⏱️ 24.04.2022):

 conda install -c conda-forge smart_open

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

GitHub (👨‍💻 51 · 🔀 430 · 📦 98K · ⏱️ 21.08.2021):
```
 git clone https://github.com/python-excel/xlrd
```
PyPi (📥 18M / month · 📦 8.1K · ⏱️ 11.12.2020):
```
 pip install xlrd
```
Conda (📥 2.5M · ⏱️ 09.01.2021):
```
 conda install -c conda-forge xlrd
```

csvkit (🥈31 · ⭐ 5K) - A suite of utilities for converting to and working with CSV, the king of.. MIT

GitHub (👨‍💻 100 · 🔀 570 · 📦 1.1K · 📋 850 - 7% open · ⏱️ 11.04.2022):
```
 git clone https://github.com/wireservice/csvkit
```
PyPi (📥 110K / month · 📦 370 · ⏱️ 06.03.2022):
```
 pip install csvkit
```
Conda (📥 64K · ⏱️ 20.03.2022):
```
 conda install -c conda-forge csvkit
```

snorkel (🥈30 · ⭐ 5.2K) - A system for quickly generating training data with weak supervision. Apache-2

GitHub (👨‍💻 77 · 🔀 800 · 📥 930 · 📦 180 · 📋 980 - 3% open · ⏱️ 01.06.2022):
```
 git clone https://github.com/snorkel-team/snorkel
```
PyPi (📥 80K / month · 📦 10 · ⏱️ 19.11.2021):
```
 pip install snorkel
```
Conda (📥 27K · ⏱️ 23.11.2021):
```
 conda install -c conda-forge snorkel
```

gdown (🥈30 · ⭐ 2.1K · 📈) - Download a large file from Google Drive (curl/wget fails because of the.. MIT

GitHub (👨‍💻 14 · 🔀 200 · 📦 8.7K · 📋 110 - 11% open · ⏱️ 26.06.2022):
```
 git clone https://github.com/wkentaro/gdown
```
PyPi (📥 310K / month · 📦 200 · ⏱️ 26.06.2022):
```
 pip install gdown
```
Conda (📥 67K · ⏱️ 26.02.2022):
```
 conda install -c conda-forge gdown
```

pandas-datareader (🥈29 · ⭐ 2.4K) - Extract data from a wide range of Internet sources into a.. BSD-3

GitHub (👨‍💻 85 · 🔀 580 · 📋 490 - 20% open · ⏱️ 16.03.2022):
```
 git clone https://github.com/pydata/pandas-datareader
```
PyPi (📥 300K / month · 📦 790 · ⏱️ 13.07.2021):
```
 pip install pandas-datareader
```

Conda (📥 170K · ⏱️ 14.07.2021):

 conda install -c conda-forge pandas-datareader

Intake (🥈29 · ⭐ 780) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2

GitHub (👨‍💻 75 · 🔀 120 · 📦 400 · 📋 310 - 27% open · ⏱️ 13.06.2022):
```
 git clone https://github.com/intake/intake
```
PyPi (📥 9.5K / month · 📦 93 · ⏱️ 09.01.2022):
```
 pip install intake
```
Conda (📥 190K · ⏱️ 10.01.2022):
```
 conda install -c conda-forge intake
```

textract (🥉28 · ⭐ 3.3K) - 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 (📥 120K / month · 📦 120 · ⏱️ 10.03.2022):
```
 pip install textract
```
Conda (📥 15K · ⏱️ 10.03.2022):
```
 conda install -c conda-forge textract
```

SDV (🥉28 · ⭐ 920) - Synthetic Data Generation for tabular, relational and time series data. MIT

GitHub (👨‍💻 41 · 🔀 150 · 📦 67 · 📋 560 - 30% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/sdv-dev/SDV
```
PyPi (📥 40K / month · 📦 5 · ⏱️ 25.05.2022):
```
 pip install sdv
```
Conda (📥 1.3K · ⏱️ 27.05.2022):
```
 conda install -c conda-forge sdv
```

camelot (🥉23 · ⭐ 1.6K · 💤) - A Python library to extract tabular data from PDFs. MIT

GitHub (👨‍💻 38 · 🔀 290 · 📋 230 - 60% open · ⏱️ 11.07.2021):
```
 git clone https://github.com/camelot-dev/camelot
```
PyPi (📥 6K / month · 📦 9 · ⏱️ 15.12.2021):
```
 pip install camelot
```

rows (🥉23 · ⭐ 800) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0

GitHub (👨‍💻 31 · 🔀 140 · 📥 38 · 📦 140 · 📋 310 - 52% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/turicas/rows
```
PyPi (📥 910 / month · 📦 29 · ⏱️ 14.02.2019):
```
 pip install rows
```

img2dataset (🥉23 · ⭐ 730) - Easily turn large sets of image urls to an image dataset. Can.. MIT

GitHub (👨‍💻 9 · 🔀 57 · 📥 230 · 📦 9 · 📋 100 - 32% open · ⏱️ 27.06.2022):
```
 git clone https://github.com/rom1504/img2dataset
```
PyPi (📥 2K / month · 📦 1 · ⏱️ 27.06.2022):
```
 pip install img2dataset
```

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

GitHub (👨‍💻 10 · 🔀 53 · 📦 610 · 📋 39 - 38% open · ⏱️ 23.09.2021):
```
 git clone https://github.com/uchicago-cs/deepdish
```
PyPi (📥 16K / month · 📦 80 · ⏱️ 24.09.2021):
```
 pip install deepdish
```
Conda (📥 69K · ⏱️ 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 · 🔀 13 · 📦 71 · 📋 54 - 20% open · ⏱️ 05.12.2021):
```
 git clone https://github.com/shawnbrown/datatest
```
PyPi (📥 6.5K / month · 📦 3 · ⏱️ 04.01.2021):
```
 pip install datatest
```

csvs-to-sqlite (🥉16 · ⭐ 700 · 💤) - Convert CSV files into a SQLite database. Apache-2

GitHub (👨‍💻 6 · 🔀 55 · 📋 66 - 56% open · ⏱️ 18.11.2021):
```
 git clone https://github.com/simonw/csvs-to-sqlite
```
PyPi (📥 2.7K / month · 📦 5 · ⏱️ 18.11.2021):
```
 pip install csvs-to-sqlite
```

Squirrel (🥉16 · ⭐ 220 · 🐣) - A Python library that enables ML teams to share, load, and.. Apache-2

GitHub (👨‍💻 7 · 🔀 3 · ⏱️ 29.06.2022):

 git clone https://github.com/merantix-momentum/squirrel-core

PyPi (📥 1.1K / month · ⏱️ 29.06.2022):
```
 pip install squirrel-core
```

Conda (📦 1 · ⏱️ 24.06.2022):

 conda install -c anaconda squirrel-core

Show 8 hidden projects...

PDFMiner (🥈29 · ⭐ 4.8K · 💀) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
tabulator-py (🥉27 · ⭐ 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
Singer (🥉23 · ⭐ 1K · 💀) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0
pyexcel-xlsx (🥉23 · ⭐ 100 · 💀) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
borb (🥉19 · ⭐ 2.7K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed
excalibur (🥉19 · ⭐ 1.2K · 💀) - A web interface to extract tabular data from PDFs. MIT
Upgini (🥉17 · ⭐ 46 · 🐣) - Free automated data enrichment library for machine learning searches.. BSD-3

Data Pipelines & Streaming

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

Airflow (🥇45 · ⭐ 27K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2

GitHub (👨‍💻 2.4K · 🔀 11K · 📥 310K · 📋 5.9K - 14% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/apache/airflow
```
PyPi (📥 6.9M / month · 📦 480 · ⏱️ 04.06.2022):
```
 pip install apache-airflow
```
Conda (📥 650K · ⏱️ 16.06.2022):
```
 conda install -c conda-forge airflow
```
Docker Hub (📥 76M · ⭐ 360 · ⏱️ 17.06.2022):
```
 docker pull apache/airflow
```

Celery (🥇45 · ⭐ 20K · 📉) - Asynchronous task queue/job queue based on distributed message passing. BSD-3

GitHub (👨‍💻 1.2K · 🔀 4.3K · 📦 72K · 📋 4.8K - 11% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/celery/celery
```
PyPi (📥 6M / month · 📦 15K · ⏱️ 29.06.2022):
```
 pip install celery
```
Conda (📥 870K · ⏱️ 29.05.2022):
```
 conda install -c conda-forge celery
```

Beam (🥇41 · ⭐ 5.6K) - Unified programming model to define and execute data processing.. Apache-2

GitHub (👨‍💻 1.3K · 🔀 3.5K · 📋 4.1K - 93% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/apache/beam
```
PyPi (📥 5.8M / month · 📦 160 · ⏱️ 27.06.2022):
```
 pip install apache-beam
```

Conda (📥 16K · ⏱️ 27.05.2022):

 conda install -c conda-forge apache-beam-with-aws

luigi (🥇38 · ⭐ 16K · 📈) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2

GitHub (👨‍💻 590 · 🔀 2.3K · 📦 1.8K · 📋 970 - 10% open · ⏱️ 24.06.2022):
```
 git clone https://github.com/spotify/luigi
```
PyPi (📥 620K / month · 📦 400 · ⏱️ 20.06.2022):
```
 pip install luigi
```
Conda (📥 11K · 📦 2 · ⏱️ 02.05.2022):
```
 conda install -c anaconda luigi
```

Prefect (🥇38 · ⭐ 9.5K) - The easiest way to automate your data. Apache-2

GitHub (👨‍💻 330 · 🔀 930 · 📦 930 · 📋 2.3K - 24% open · ⏱️ 21.06.2022):
```
 git clone https://github.com/PrefectHQ/prefect
```
PyPi (📥 290K / month · 📦 70 · ⏱️ 22.06.2022):
```
 pip install prefect
```
Conda (📥 280K · ⏱️ 22.06.2022):
```
 conda install -c conda-forge prefect
```

rq (🥇38 · ⭐ 8.4K) - Simple job queues for Python. BSD-3

GitHub (👨‍💻 260 · 🔀 1.3K · 📦 11K · 📋 960 - 19% open · ⏱️ 30.05.2022):
```
 git clone https://github.com/rq/rq
```
PyPi (📥 590K / month · 📦 1.7K · ⏱️ 07.12.2021):
```
 pip install rq
```
Conda (📥 73K · ⏱️ 30.06.2021):
```
 conda install -c conda-forge rq
```

Dagster (🥇38 · ⭐ 4.9K) - An orchestration platform for the development, production, and.. Apache-2

GitHub (👨‍💻 220 · 🔀 620 · 📦 420 · 📋 4.3K - 23% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/dagster-io/dagster
```
PyPi (📥 430K / month · 📦 91 · ⏱️ 24.06.2022):
```
 pip install dagster
```
Conda (📥 560K · ⏱️ 25.06.2022):
```
 conda install -c conda-forge dagster
```

Great Expectations (🥈37 · ⭐ 6.8K) - Always know what to expect from your data. Apache-2

GitHub (👨‍💻 300 · 🔀 980 · 📋 1.3K - 15% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/great-expectations/great_expectations
```
PyPi (📥 6M / month · 📦 35 · ⏱️ 22.06.2022):
```
 pip install great_expectations
```

Conda (📥 410K · ⏱️ 22.06.2022):

 conda install -c conda-forge great-expectations

joblib (🥈37 · ⭐ 2.8K) - Computing with Python functions. BSD-3

GitHub (👨‍💻 110 · 🔀 320 · 📦 190K · 📋 730 - 45% open · ⏱️ 20.05.2022):
```
 git clone https://github.com/joblib/joblib
```
PyPi (📥 25M / month · 📦 4.9K · ⏱️ 07.10.2021):
```
 pip install joblib
```
Conda (📥 9.7M · ⏱️ 07.10.2021):
```
 conda install -c conda-forge joblib
```

Kedro (🥈35 · ⭐ 7.3K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2

GitHub (👨‍💻 150 · 🔀 660 · 📦 920 · 📋 800 - 14% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/kedro-org/kedro
```
PyPi (📥 390K / month · 📦 38 · ⏱️ 09.05.2022):
```
 pip install kedro
```

dbt (🥈35 · ⭐ 5.1K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2

GitHub (👨‍💻 220 · 🔀 920 · 📥 400 · 📦 540 · 📋 2.9K - 11% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/dbt-labs/dbt-core
```
PyPi (📥 220K / month · 📦 30 · ⏱️ 06.12.2021):
```
 pip install dbt
```
Conda (📥 200K · ⏱️ 09.12.2021):
```
 conda install -c conda-forge dbt
```

Activeloop (🥈31 · ⭐ 4.7K) - Dataset format for AI. Build, manage, query & visualize datasets.. MPL-2.0

GitHub (👨‍💻 98 · 🔀 380 · 📋 380 - 14% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/activeloopai/Hub
```
PyPi (📥 4.3K / month · 📦 53 · ⏱️ 28.06.2022):
```
 pip install hub
```

ploomber (🥈31 · ⭐ 2.5K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2

GitHub (👨‍💻 53 · 🔀 160 · 📦 43 · 📋 730 - 28% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/ploomber/ploomber
```
PyPi (📥 6.8K / month · 📦 5 · ⏱️ 02.06.2022):
```
 pip install ploomber
```
Conda (📥 13K · ⏱️ 02.06.2022):
```
 conda install -c conda-forge ploomber
```

petl (🥈31 · ⭐ 1K) - Python Extract Transform and Load Tables of Data. MIT

GitHub (👨‍💻 55 · 🔀 180 · 📦 750 · 📋 440 - 17% open · ⏱️ 08.06.2022):
```
 git clone https://github.com/petl-developers/petl
```
PyPi (📥 210K / month · 📦 78 · ⏱️ 08.06.2022):
```
 pip install petl
```
Conda (📥 98K · ⏱️ 08.06.2022):
```
 conda install -c conda-forge petl
```

huey (🥈30 · ⭐ 4.1K) - a little task queue for python. MIT

GitHub (👨‍💻 66 · 🔀 340 · 📦 950 · ⏱️ 28.06.2022):
```
 git clone https://github.com/coleifer/huey
```
PyPi (📥 140K / month · 📦 160 · ⏱️ 28.12.2021):
```
 pip install huey
```
Conda (📥 24K · ⏱️ 16.10.2019):
```
 conda install -c conda-forge huey
```

mleap (🥈30 · ⭐ 1.4K) - MLeap: Deploy ML Pipelines to Production. Apache-2

GitHub (👨‍💻 75 · 🔀 300 · 📦 190 · 📋 440 - 20% open · ⏱️ 03.05.2022):
```
 git clone https://github.com/combust/mleap
```
PyPi (📥 260K / month · 📦 26 · ⏱️ 04.04.2022):
```
 pip install mleap
```
Conda (📥 48K · ⏱️ 05.04.2022):
```
 conda install -c conda-forge mleap
```

zenml (🥉27 · ⭐ 2.1K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2

GitHub (👨‍💻 40 · 🔀 170 · 📋 95 - 22% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/zenml-io/zenml
```
PyPi (📥 1.5K / month · ⏱️ 28.06.2022):
```
 pip install zenml
```

streamparse (🥉27 · ⭐ 1.5K) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2

GitHub (👨‍💻 42 · 🔀 220 · 📦 55 · 📋 330 - 21% open · ⏱️ 10.01.2022):
```
 git clone https://github.com/Parsely/streamparse
```
PyPi (📥 5.7K / month · 📦 27 · ⏱️ 10.01.2022):
```
 pip install streamparse
```

Optimus (🥉27 · ⭐ 1.2K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark

GitHub (👨‍💻 25 · 🔀 210 · 📋 230 - 13% open · ⏱️ 21.06.2022):
```
 git clone https://github.com/hi-primus/optimus
```
PyPi (📥 48K / month · ⏱️ 30.05.2019):
```
 pip install optimuspyspark
```

dbnd (🥉27 · ⭐ 230) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2

GitHub (👨‍💻 59 · 🔀 25 · 📦 27 · 📋 5 - 20% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/databand-ai/dbnd
```
PyPi (📥 150K / month · 📦 23 · ⏱️ 30.06.2022):
```
 pip install dbnd
```

PyFunctional (🥉26 · ⭐ 2K) - Python library for creating data pipelines with chain functional.. MIT

GitHub (👨‍💻 25 · 🔀 120 · 📦 450 · 📋 130 - 6% open · ⏱️ 04.06.2022):
```
 git clone https://github.com/EntilZha/PyFunctional
```
PyPi (📥 210K / month · 📦 15 · ⏱️ 12.01.2021):
```
 pip install pyfunctional
```

whylogs (🥉26 · ⭐ 1.6K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2

GitHub (👨‍💻 21 · 🔀 67 · 📥 50 · 📋 210 - 29% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/whylabs/whylogs
```
PyPi (📥 22K / month · 📦 2 · ⏱️ 28.06.2022):
```
 pip install whylogs
```

arq (🥉25 · ⭐ 1.2K) - Fast job queuing and RPC in python with asyncio and redis. MIT

GitHub (👨‍💻 39 · 🔀 100 · 📦 240 · 📋 140 - 28% open · ⏱️ 28.03.2022):
```
 git clone https://github.com/samuelcolvin/arq
```
PyPi (📥 25K / month · 📦 11 · ⏱️ 09.03.2022):
```
 pip install arq
```
Conda (📥 2.6K · ⏱️ 03.09.2021):
```
 conda install -c conda-forge arq
```

pdpipe (🥉23 · ⭐ 670) - Easy pipelines for pandas DataFrames. MIT

GitHub (👨‍💻 10 · 🔀 40 · 📦 41 · 📋 47 - 29% open · ⏱️ 27.06.2022):
```
 git clone https://github.com/pdpipe/pdpipe
```
PyPi (📥 2K / month · 📦 6 · ⏱️ 23.06.2022):
```
 pip install pdpipe
```
Conda (📥 6.2K · ⏱️ 24.06.2022):
```
 conda install -c conda-forge pdpipe
```

Pypeline (🥉21 · ⭐ 1.3K) - Concurrent data pipelines in Python . MIT

GitHub (👨‍💻 13 · 🔀 80 · 📋 59 - 25% open · ⏱️ 23.06.2022):
```
 git clone https://github.com/cgarciae/pypeln
```
PyPi (📥 7.4K / month · 📦 9 · ⏱️ 06.01.2022):
```
 pip install pypeln
```
Conda (📥 7.5K · ⏱️ 06.01.2022):
```
 conda install -c conda-forge pypeln
```

TaskTiger (🥉21 · ⭐ 1.1K) - Python task queue using Redis. MIT

GitHub (👨‍💻 25 · 🔀 62 · 📦 22 · 📋 69 - 47% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/closeio/tasktiger
```
PyPi (📥 1.4K / month · 📦 10 · ⏱️ 02.12.2021):
```
 pip install tasktiger
```

BatchFlow (🥉21 · ⭐ 180) - BatchFlow helps you conveniently work with random or sequential.. Apache-2

GitHub (👨‍💻 30 · 🔀 40 · 📦 2 · 📋 100 - 30% open · ⏱️ 29.06.2022):
```
 git clone https://github.com/analysiscenter/batchflow
```
PyPi (📥 140 / month · ⏱️ 20.06.2022):
```
 pip install batchflow
```

bodywork-core (🥉20 · ⭐ 350) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0

GitHub (👨‍💻 4 · 🔀 17 · 📦 10 · 📋 60 - 5% open · ⏱️ 22.06.2022):
```
 git clone https://github.com/bodywork-ml/bodywork-core
```
PyPi (📥 380 / month · ⏱️ 22.06.2022):
```
 pip install bodywork
```

spark-deep-learning (🥉19 · ⭐ 1.9K) - Deep Learning Pipelines for Apache Spark. Apache-2 spark

GitHub (👨‍💻 17 · 🔀 460 · 📦 22 · 📋 100 - 74% open · ⏱️ 21.03.2022):
```
 git clone https://github.com/databricks/spark-deep-learning
```

riko (🥉18 · ⭐ 1.6K) - A Python stream processing engine modeled after Yahoo! Pipes. MIT

GitHub (👨‍💻 18 · 🔀 75 · 📋 30 - 73% open · ⏱️ 28.12.2021):
```
 git clone https://github.com/nerevu/riko
```
PyPi (📥 210 / month · 📦 1 · ⏱️ 28.12.2021):
```
 pip install riko
```

Databolt Flow (🥉18 · ⭐ 940 · 💤) - Python library for building highly effective data science.. MIT

GitHub (👨‍💻 12 · 🔀 71 · 📦 20 · 📋 23 - 43% open · ⏱️ 28.09.2021):
```
 git clone https://github.com/d6t/d6tflow
```
PyPi (📥 180 / month · ⏱️ 06.10.2021):
```
 pip install d6tflow
```

Mara Pipelines (🥉17 · ⭐ 1.9K) - A lightweight opinionated ETL framework, halfway between plain.. MIT

GitHub (👨‍💻 17 · 🔀 94 · 📋 38 - 63% open · ⏱️ 19.06.2022):
```
 git clone https://github.com/mara/mara-pipelines
```
PyPi (📥 330 / month · ⏱️ 29.05.2022):
```
 pip install mara-pipelines
```

kale (🥉17 · ⭐ 540 · 💤) - Kubeflows superfood for Data Scientists. Apache-2 jupyter

GitHub (👨‍💻 10 · 🔀 110 · 📋 160 - 53% open · ⏱️ 20.10.2021):
```
 git clone https://github.com/kubeflow-kale/kale
```
PyPi (📥 1.1K / month · ⏱️ 19.05.2021):
```
 pip install kubeflow-kale
```

flupy (🥉17 · ⭐ 170) - Fluent data pipelines for python and your shell. MIT

GitHub (👨‍💻 6 · 🔀 12 · 📋 12 - 25% open · ⏱️ 17.02.2022):
```
 git clone https://github.com/olirice/flupy
```
PyPi (📥 69K / month · 📦 1 · ⏱️ 15.10.2021):
```
 pip install flupy
```

RasgoQL (🥉15 · ⭐ 260 · 🐣) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0

GitHub (👨‍💻 10 · 🔀 11 · 📋 26 - 42% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/rasgointelligence/RasgoQL
```
PyPi (📥 580 / month · ⏱️ 28.06.2022):
```
 pip install rasgoql
```

Show 8 hidden projects...

mrjob (🥈31 · ⭐ 2.6K · 💀) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
faust (🥈30 · ⭐ 6.2K · 💀) - Python Stream Processing. BSD-3
bonobo (🥉24 · ⭐ 1.5K · 💀) - Extract Transform Load for Python 3.5+. Apache-2
dpark (🥉22 ·

README.md

Best-of Python

Contents

Explanation

Data Serialization

Data Containers & Dataframes

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

Database Clients

Data Loading & Extraction

Data Pipelines & Streaming

License

ml-tooling/best-of-python

Latest commit

Git stats

Files

README.md

Best-of Python

Contents

Explanation

Data Serialization

Data Containers & Dataframes

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

Database Clients

Data Loading & Extraction

Data Pipelines & Streaming