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 1.5M 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 · ⭐ 57K) - Protocol Buffers - Googles data interchange format. BSD-3

GitHub (👨‍💻 1K · 🔀 15K · 📥 39M · 📦 300K · 📋 5.4K - 12% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/protocolbuffers/protobuf
```
PyPi (📥 110M / month · 📦 15K · ⏱️ 24.06.2022):
```
 pip install protobuf
```
Conda (📥 12M · ⏱️ 22.11.2022):
```
 conda install -c conda-forge protobuf
```
npm (📥 5.5M / month · 📦 3.1K · ⏱️ 10.10.2022):
```
 npm install google-protobuf
```

flatbuffers (🥇42 · ⭐ 19K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2

GitHub (👨‍💻 610 · 🔀 3K · 📥 120K · 📦 3.7K · 📋 2.1K - 7% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/google/flatbuffers
```
PyPi (📥 8.6M / month · 📦 220 · ⏱️ 10.05.2021):
```
 pip install flatbuffers
```

Conda (📥 500K · ⏱️ 23.08.2022):

 conda install -c conda-forge flatbuffers

npm (📥 620K / month · 📦 240 · ⏱️ 23.11.2022):
```
 npm install flatbuffers
```

marshmallow (🥈38 · ⭐ 6.3K) - A lightweight library for converting complex objects to and from.. MIT

GitHub (👨‍💻 200 · 🔀 620 · 📦 60K · 📋 1.2K - 14% open · ⏱️ 15.11.2022):
```
 git clone https://github.com/marshmallow-code/marshmallow
```
PyPi (📥 23M / month · 📦 10K · ⏱️ 26.06.2022):
```
 pip install marshmallow
```

Conda (📥 1.4M · ⏱️ 13.11.2022):

 conda install -c conda-forge marshmallow

simplejson (🥈37 · ⭐ 1.5K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT

GitHub (👨‍💻 40 · 🔀 320 · 📥 6K · 📦 93K · 📋 190 - 9% open · ⏱️ 16.11.2022):
```
 git clone https://github.com/simplejson/simplejson
```
PyPi (📥 17M / month · 📦 21K · ⏱️ 16.11.2021):
```
 pip install simplejson
```

Conda (📥 2.1M · ⏱️ 15.11.2022):

 conda install -c conda-forge simplejson

ultrajson (🥈35 · ⭐ 3.9K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3

GitHub (👨‍💻 84 · 🔀 360 · 📋 330 - 8% open · ⏱️ 09.11.2022):
```
 git clone https://github.com/ultrajson/ultrajson
```
PyPi (📥 12M / month · 📦 4.2K · ⏱️ 02.07.2022):
```
 pip install ujson
```
Conda (📥 2.7M · ⏱️ 27.10.2022):
```
 conda install -c conda-forge ujson
```

cloudpickle (🥈35 · ⭐ 1.3K) - Extended pickling support for Python objects. BSD-3

GitHub (👨‍💻 51 · 🔀 140 · 📥 19 · 📦 62K · 📋 230 - 32% open · ⏱️ 07.09.2022):
```
 git clone https://github.com/cloudpipe/cloudpickle
```
PyPi (📥 29M / month · 📦 2.6K · ⏱️ 10.09.2021):
```
 pip install cloudpickle
```

Conda (📥 11M · ⏱️ 07.09.2022):

 conda install -c conda-forge cloudpickle

dill (🥈34 · ⭐ 1.8K) - serialize all of python. BSD-3

GitHub (👨‍💻 38 · 🔀 150 · 📥 280K · 📦 71K · 📋 450 - 34% open · ⏱️ 26.10.2022):
```
 git clone https://github.com/uqfoundation/dill
```
PyPi (📥 23M / month · 📦 3.5K · ⏱️ 20.05.2022):
```
 pip install dill
```
Conda (📥 3M · ⏱️ 24.10.2022):
```
 conda install -c conda-forge dill
```

orjson (🥉33 · ⭐ 4K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2

GitHub (👨‍💻 18 · 🔀 140 · 📦 24K · 📋 270 - 0% open · ⏱️ 20.11.2022):
```
 git clone https://github.com/ijl/orjson
```
PyPi (📥 5.8M / month · 📦 550 · ⏱️ 06.07.2022):
```
 pip install orjson
```
Conda (📥 530K · ⏱️ 21.11.2022):
```
 conda install -c conda-forge orjson
```

msgpack (🥉32 · ⭐ 1.7K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2

GitHub (👨‍💻 74 · 🔀 220 · 📥 890 · 📋 260 - 2% open · ⏱️ 09.09.2022):
```
 git clone https://github.com/msgpack/msgpack-python
```
PyPi (📥 27M / month · 📦 2.1K · ⏱️ 03.06.2022):
```
 pip install msgpack
```

Conda (📥 9.5M · ⏱️ 26.10.2022):

 conda install -c conda-forge msgpack-python

jsonpickle (🥉31 · ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3

GitHub (👨‍💻 66 · 🔀 150 · 📋 270 - 21% open · ⏱️ 03.11.2022):
```
 git clone https://github.com/jsonpickle/jsonpickle
```
PyPi (📥 10M / month · 📦 2.3K · ⏱️ 11.05.2022):
```
 pip install jsonpickle
```

Conda (📥 1.1M · ⏱️ 11.05.2022):

 conda install -c conda-forge jsonpickle

srsly (🥉31 · ⭐ 330) - Modern high-performance serialization utilities for Python (JSON,.. MIT

GitHub (👨‍💻 13 · 🔀 26 · 📦 23K · 📋 25 - 4% open · ⏱️ 09.11.2022):
```
 git clone https://github.com/explosion/srsly
```
PyPi (📥 3.8M / month · 📦 260 · ⏱️ 13.04.2022):
```
 pip install srsly
```
Conda (📥 1.1M · ⏱️ 28.10.2022):
```
 conda install -c conda-forge srsly
```

python-rapidjson (🥉26 · ⭐ 460) - Python wrapper around rapidjson. MIT

GitHub (👨‍💻 19 · 🔀 42 · 📦 3K · 📋 100 - 11% open · ⏱️ 17.10.2022):
```
 git clone https://github.com/python-rapidjson/python-rapidjson
```
PyPi (📥 760K / month · 📦 250 · ⏱️ 07.07.2022):
```
 pip install python-rapidjson
```

Conda (📥 1M · ⏱️ 28.10.2022):

 conda install -c conda-forge python-rapidjson

pysimdjson (🥉25 · ⭐ 560) - Python bindings for the simdjson project. MIT

GitHub (👨‍💻 14 · 🔀 42 · 📦 600 · 📋 80 - 15% open · ⏱️ 12.09.2022):
```
 git clone https://github.com/TkTech/pysimdjson
```
PyPi (📥 220K / month · 📦 16 · ⏱️ 29.05.2022):
```
 pip install pysimdjson
```

Conda (📥 47K · ⏱️ 29.10.2022):

 conda install -c conda-forge pysimdjson

hickle (🥉24 · ⭐ 450) - a HDF5-based python pickle replacement. MIT

GitHub (👨‍💻 23 · 🔀 70 · 📦 420 · 📋 100 - 6% open · ⏱️ 31.08.2022):
```
 git clone https://github.com/telegraphic/hickle
```
PyPi (📥 5K / month · 📦 85 · ⏱️ 17.12.2021):
```
 pip install hickle
```
Conda (📥 20K · ⏱️ 11.07.2019):
```
 conda install -c conda-forge hickle
```

rtoml (🥉22 · ⭐ 210) - A fast TOML library for python implemented in rust. MIT

GitHub (👨‍💻 12 · 🔀 24 · 📦 110 · 📋 12 - 25% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/samuelcolvin/rtoml
```
PyPi (📥 28K / month · 📦 17 · ⏱️ 11.05.2022):
```
 pip install rtoml
```

Show 1 hidden projects...

pyasn1 (🥉31 · ⭐ 220 · 💀) - Generic ASN.1 library for Python. BSD-2

Data Containers & Dataframes

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

pandas (🥇52 · ⭐ 36K) - Flexible and powerful data analysis / manipulation library for.. BSD-3

GitHub (👨‍💻 3.2K · 🔀 15K · 📥 170K · 📦 890K · 📋 24K - 15% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/pandas-dev/pandas
```
PyPi (📥 100M / month · 📦 61K · ⏱️ 20.09.2022):
```
 pip install pandas
```
Conda (📥 32M · ⏱️ 22.11.2022):
```
 conda install -c conda-forge pandas
```

numpy (🥇50 · ⭐ 22K) - The fundamental package for scientific computing with Python. BSD-3

GitHub (👨‍💻 1.5K · 🔀 7.5K · 📥 610K · 📦 1.3M · 📋 11K - 19% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/numpy/numpy
```
PyPi (📥 130M / month · 📦 120K · ⏱️ 12.10.2022):
```
 pip install numpy
```
Conda (📥 44M · ⏱️ 20.11.2022):
```
 conda install -c conda-forge numpy
```

h5py (🥇39 · ⭐ 1.8K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3

GitHub (👨‍💻 190 · 🔀 480 · 📥 2.3K · 📦 190K · 📋 1.4K - 17% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/h5py/h5py
```
PyPi (📥 12M / month · 📦 14K · ⏱️ 24.05.2022):
```
 pip install h5py
```
Conda (📥 9.8M · ⏱️ 27.10.2022):
```
 conda install -c conda-forge h5py
```

xarray (🥈38 · ⭐ 2.8K) - N-D labeled arrays and datasets in Python. Apache-2

GitHub (👨‍💻 410 · 🔀 850 · 📦 13K · 📋 3.6K - 28% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/pydata/xarray
```
PyPi (📥 2.5M / month · 📦 1.5K · ⏱️ 09.06.2022):
```
 pip install xarray
```
Conda (📥 6.6M · ⏱️ 05.11.2022):
```
 conda install -c conda-forge xarray
```

polars (🥈36 · ⭐ 9.5K) - Fast multi-threaded, hybrid-streaming DataFrame library in Rust | Python |.. MIT

GitHub (👨‍💻 140 · 🔀 520 · 📦 1.6K · 📋 2.3K - 12% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/pola-rs/polars
```
PyPi (📥 160K / month · 📦 30 · ⏱️ 26.11.2022):
```
 pip install polars
```

Modin (🥈34 · ⭐ 8.1K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2

GitHub (👨‍💻 110 · 🔀 580 · 📥 200K · 📦 780 · 📋 3.2K - 26% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/modin-project/modin
```
PyPi (📥 420K / month · 📦 26 · ⏱️ 25.06.2022):
```
 pip install modin
```

Conda (📥 200K · ⏱️ 25.11.2022):

 conda install -c conda-forge modin-core

PyTables (🥈33 · ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3

GitHub (👨‍💻 110 · 🔀 230 · 📥 170 · 📋 660 - 23% open · ⏱️ 17.11.2022):
```
 git clone https://github.com/PyTables/PyTables
```
PyPi (📥 810K / month · 📦 2.3K · ⏱️ 28.12.2021):
```
 pip install tables
```
Conda (📥 5M · ⏱️ 27.10.2022):
```
 conda install -c conda-forge pytables
```

Bottleneck (🥈33 · ⭐ 830) - Fast NumPy array functions written in C. BSD-2

GitHub (👨‍💻 27 · 🔀 90 · 📦 37K · 📋 230 - 17% open · ⏱️ 12.11.2022):
```
 git clone https://github.com/pydata/bottleneck
```
PyPi (📥 550K / month · 📦 1.6K · ⏱️ 02.07.2022):
```
 pip install Bottleneck
```

Conda (📥 2.9M · ⏱️ 27.10.2022):

 conda install -c conda-forge bottleneck

numexpr (🥈32 · ⭐ 1.8K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT

GitHub (👨‍💻 63 · 🔀 180 · 📥 110 · 📋 340 - 18% open · ⏱️ 17.11.2022):
```
 git clone https://github.com/pydata/numexpr
```
PyPi (📥 2.5M / month · 📦 3K · ⏱️ 25.06.2022):
```
 pip install numexpr
```
Conda (📥 5.3M · ⏱️ 26.10.2022):
```
 conda install -c conda-forge numexpr
```

zarr (🥈32 · ⭐ 1K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT

GitHub (👨‍💻 77 · 🔀 210 · 📋 580 - 43% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/zarr-developers/zarr-python
```
PyPi (📥 140K / month · 📦 250 · ⏱️ 23.06.2022):
```
 pip install zarr
```
Conda (📥 1.9M · ⏱️ 09.10.2022):
```
 conda install -c conda-forge zarr
```

Vaex (🥈31 · ⭐ 7.4K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT

GitHub (👨‍💻 72 · 🔀 570 · 📥 240 · 📦 350 · 📋 1.2K - 36% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/vaexio/vaex
```
PyPi (📥 47K / month · 📦 17 · ⏱️ 03.06.2022):
```
 pip install vaex
```
Conda (📥 150K · ⏱️ 28.10.2022):
```
 conda install -c conda-forge vaex
```

pandera (🥈31 · ⭐ 1.8K) - A light-weight, flexible, and expressive statistical data testing.. MIT

GitHub (👨‍💻 77 · 🔀 150 · 📦 400 · 📋 500 - 29% open · ⏱️ 14.11.2022):
```
 git clone https://github.com/pandera-dev/pandera
```
PyPi (📥 760K / month · 📦 26 · ⏱️ 01.05.2022):
```
 pip install pandera
```

Conda (📥 16K · ⏱️ 03.11.2022):

 conda install -c conda-forge pandera-core

docarray (🥉30 · ⭐ 1.4K) - The data structure for unstructured multimodal data Neural Search.. Apache-2

GitHub (👨‍💻 49 · 🔀 110 · 📦 140 · 📋 260 - 13% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/jina-ai/docarray
```
PyPi (📥 150K / month · 📦 1 · ⏱️ 06.07.2022):
```
 pip install docarray
```
Conda (📥 66K · ⏱️ 08.09.2022):
```
 conda install -c conda-forge docarray
```

TinyDB (🥉29 · ⭐ 5.5K) - TinyDB is a lightweight document oriented database optimized for your.. MIT

GitHub (👨‍💻 78 · 🔀 460 · 📋 290 - 4% open · ⏱️ 26.11.2022):
```
 git clone https://github.com/msiemens/tinydb
```
PyPi (📥 430K / month · 📦 810 · ⏱️ 19.02.2022):
```
 pip install tinydb
```
Conda (📥 230K · ⏱️ 19.02.2022):
```
 conda install -c conda-forge tinydb
```

datasketch (🥉29 · ⭐ 1.8K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT

GitHub (👨‍💻 24 · 🔀 250 · 📥 19 · 📦 500 · 📋 140 - 26% open · ⏱️ 30.08.2022):
```
 git clone https://github.com/ekzhu/datasketch
```
PyPi (📥 800K / month · 📦 57 · ⏱️ 04.02.2022):
```
 pip install datasketch
```

datatable (🥉29 · ⭐ 1.6K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0

GitHub (👨‍💻 33 · 🔀 140 · 📥 1.7K · 📋 1.5K - 10% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/h2oai/datatable
```
PyPi (📥 140K / month · 📦 21 · ⏱️ 01.07.2021):
```
 pip install datatable
```

Conda (📥 18K · ⏱️ 23.12.2020):

 conda install -c conda-forge datatable

Pandaral·lel (🥉28 · ⭐ 2.6K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter

GitHub (👨‍💻 22 · 🔀 160 · 📋 180 - 39% open · ⏱️ 27.11.2022):
```
 git clone https://github.com/nalepae/pandarallel
```
PyPi (📥 690K / month · 📦 25 · ⏱️ 15.03.2022):
```
 pip install pandarallel
```

Conda (📥 12K · ⏱️ 09.04.2022):

 conda install -c conda-forge pandarallel

swifter (🥉27 · ⭐ 2.2K) - A package which efficiently applies any function to a pandas.. MIT

GitHub (👨‍💻 17 · 🔀 98 · 📦 730 · 📋 130 - 8% open · ⏱️ 16.08.2022):
```
 git clone https://github.com/jmcarpenter2/swifter
```
PyPi (📥 520K / month · 📦 30 · ⏱️ 07.07.2022):
```
 pip install swifter
```
Conda (📥 170K · ⏱️ 17.08.2022):
```
 conda install -c conda-forge swifter
```

StaticFrame (🥉26 · ⭐ 330) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT

GitHub (👨‍💻 20 · 🔀 28 · 📦 11 · 📋 500 - 7% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/InvestmentSystems/static-frame
```
PyPi (📥 1.1K / month · 📦 2 · ⏱️ 01.07.2022):
```
 pip install static-frame
```

Conda (📥 220K · ⏱️ 17.11.2022):

 conda install -c conda-forge static-frame

Bounter (🥉21 · ⭐ 940) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT

GitHub (👨‍💻 9 · 🔀 49 · 📦 27 · 📋 26 - 61% open · ⏱️ 20.11.2022):
```
 git clone https://github.com/RaRe-Technologies/bounter
```
PyPi (📥 270 / month · 📦 8 · ⏱️ 17.08.2020):
```
 pip install bounter
```

Pandas Summary (🥉20 · ⭐ 440) - A library for managing, validating, summarizing, and.. Apache-2

GitHub (👨‍💻 10 · 🔀 40 · 📋 13 - 46% open · ⏱️ 09.11.2022):
```
 git clone https://github.com/polyaxon/datatile
```
PyPi (📥 54K / month · 📦 57 · ⏱️ 25.11.2021):
```
 pip install pandas-summary
```

Show 9 hidden projects...

Blaze (🥈32 · ⭐ 3.1K · 💀) - NumPy and Pandas interface to Big Data. BSD-3
Koalas (🥈31 · ⭐ 3.2K · 💀) - Koalas: pandas API on Apache Spark. Apache-2 spark
Arctic (🥉28 · ⭐ 2.8K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1
sklearn-pandas (🥉28 · ⭐ 2.7K) - Pandas integration with sklearn. ❗️Zlib sklearn
pandasql (🥉27 · ⭐ 1.2K · 💀) - sqldf for pandas. MIT
bcolz (🥉27 · ⭐ 940 · 💀) - A columnar data container that can be compressed. BSD-3
pickleDB (🥉23 · ⭐ 720 · 💀) - pickleDB is an open source key-value store using Pythons json module. BSD-3
fletcher (🥉19 · ⭐ 220 · 💀) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT
PandaPy (🥉11 · ⭐ 520 · 💀) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

Data Structures

python-sortedcontainers (🥇36 · ⭐ 2.8K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2

GitHub (👨‍💻 23 · 🔀 180 · 📦 91K · 📋 170 - 11% open · ⏱️ 06.11.2022):
```
 git clone https://github.com/grantjenks/python-sortedcontainers
```
PyPi (📥 17M / month · 📦 2K · ⏱️ 16.05.2021):
```
 pip install sortedcontainers
```

Conda (📥 8.3M · ⏱️ 17.05.2021):

 conda install -c conda-forge sortedcontainers

pyrsistent (🥇36 · ⭐ 1.8K) - Persistent/Immutable/Functional data structures for Python. MIT

GitHub (👨‍💻 69 · 🔀 140 · 📦 190K · 📋 160 - 10% open · ⏱️ 06.11.2022):
```
 git clone https://github.com/tobgu/pyrsistent
```
PyPi (📥 48M / month · 📦 2.1K · ⏱️ 14.01.2022):
```
 pip install pyrsistent
```

Conda (📥 13M · ⏱️ 03.11.2022):

 conda install -c conda-forge pyrsistent

multidict (🥈31 · ⭐ 320) - The multidict implementation. Apache-2

GitHub (👨‍💻 44 · 🔀 77 · 📥 2.6K · 📋 130 - 8% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/aio-libs/multidict
```
PyPi (📥 97M / month · 📦 3K · ⏱️ 24.01.2022):
```
 pip install multidict
```

Conda (📥 7M · ⏱️ 27.10.2022):

 conda install -c conda-forge multidict

bidict (🥈29 · ⭐ 1.2K) - The bidirectional mapping library for Python. MPL-2.0

GitHub (👨‍💻 13 · 🔀 51 · 📦 9.8K · 📋 54 - 7% open · ⏱️ 05.11.2022):
```
 git clone https://github.com/jab/bidict
```
PyPi (📥 940K / month · 📦 430 · ⏱️ 23.03.2022):
```
 pip install bidict
```
Conda (📥 170K · ⏱️ 24.03.2022):
```
 conda install -c conda-forge bidict
```

sqlitedict (🥈28 · ⭐ 940) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2

GitHub (👨‍💻 38 · 🔀 120 · 📦 2.1K · 📋 94 - 32% open · ⏱️ 25.11.2022):
```
 git clone https://github.com/RaRe-Technologies/sqlitedict
```
PyPi (📥 190K / month · 📦 190 · ⏱️ 04.03.2022):
```
 pip install sqlitedict
```

Conda (📥 49K · ⏱️ 04.03.2022):

 conda install -c conda-forge sqlitedict

munch (🥈28 · ⭐ 640) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT

GitHub (👨‍💻 27 · 🔀 75 · 📋 42 - 23% open · ⏱️ 08.11.2022):
```
 git clone https://github.com/Infinidat/munch
```
PyPi (📥 3.7M / month · 📦 770 · ⏱️ 09.03.2020):
```
 pip install munch
```
Conda (📥 2.7M · ⏱️ 30.10.2019):
```
 conda install -c conda-forge munch
```

python-benedict (🥈28 · ⭐ 520) - dict subclass with keylist/keypath support, built-in I/O.. MIT

GitHub (👨‍💻 5 · 🔀 34 · 📦 1.2K · 📋 76 - 11% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/fabiocaccamo/python-benedict
```
PyPi (📥 710K / month · 📦 13 · ⏱️ 27.04.2022):
```
 pip install python-benedict
```

Conda (📥 91K · ⏱️ 26.11.2022):

 conda install -c conda-forge python-benedict

immutables (🥉27 · ⭐ 990) - A high-performance immutable mapping type for Python. Apache-2

GitHub (👨‍💻 13 · 🔀 49 · 📦 4.9K · 📋 42 - 21% open · ⏱️ 18.11.2022):
```
 git clone https://github.com/MagicStack/immutables
```
PyPi (📥 1.5M / month · 📦 100 · ⏱️ 22.05.2022):
```
 pip install immutables
```

Conda (📥 870K · ⏱️ 30.10.2022):

 conda install -c conda-forge immutables

anytree (🥉27 · ⭐ 760) - Python tree data library. Apache-2

GitHub (👨‍💻 23 · 🔀 110 · 📋 160 - 23% open · ⏱️ 20.09.2022):
```
 git clone https://github.com/c0fec0de/anytree
```
PyPi (📥 730K / month · 📦 200 · ⏱️ 15.01.2020):
```
 pip install anytree
```
Conda (📥 22K · ⏱️ 19.04.2020):
```
 conda install -c conda-forge anytree
```

ordered-set (🥉27 · ⭐ 170) - A mutable set that remembers the order of its entries. One of Pythons.. MIT

GitHub (👨‍💻 19 · 🔀 41 · 📋 39 - 10% open · ⏱️ 06.09.2022):
```
 git clone https://github.com/rspeer/ordered-set
```
PyPi (📥 5.1M / month · 📦 280 · ⏱️ 26.01.2022):
```
 pip install ordered-set
```

Conda (📥 240K · ⏱️ 26.01.2022):

 conda install -c conda-forge ordered-set

glom (🥉26 · ⭐ 1.6K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3

GitHub (👨‍💻 19 · 🔀 52 · 📦 610 · 📋 170 - 61% open · ⏱️ 05.07.2022):
```
 git clone https://github.com/mahmoud/glom
```
PyPi (📥 850K / month · 📦 87 · ⏱️ 24.01.2022):
```
 pip install glom
```
Conda (📥 16K · ⏱️ 10.09.2022):
```
 conda install -c conda-forge glom
```

janus (🥉26 · ⭐ 660) - Thread-safe asyncio-aware queue for Python. Apache-2

GitHub (👨‍💻 23 · 🔀 41 · 📋 37 - 13% open · ⏱️ 25.11.2022):
```
 git clone https://github.com/aio-libs/janus
```
PyPi (📥 320K / month · 📦 92 · ⏱️ 17.12.2021):
```
 pip install janus
```
Conda (📥 12K · ⏱️ 17.12.2021):
```
 conda install -c conda-forge janus
```

python-box (🥉25 · ⭐ 2.1K) - Python dictionaries with advanced dot notation access. MIT

GitHub (👨‍💻 1 · 🔀 92 · 📥 30 · 📋 140 - 13% open · ⏱️ 29.10.2022):
```
 git clone https://github.com/cdgriffith/Box
```
PyPi (📥 1.4M / month · 📦 280 · ⏱️ 02.04.2022):
```
 pip install python-box
```

Conda (📥 330K · ⏱️ 01.11.2022):

 conda install -c conda-forge python-box

Show 2 hidden projects...

addict (🥈29 · ⭐ 2.3K · 💀) - The Python Dict thats better than heroin. MIT
cleverdict (🥉14 · ⭐ 93 · 💤) - A JSON-friendly data structure which allows both object attributes.. MIT

Data Validation

pydantic (🥇43 · ⭐ 12K) - Data parsing and validation using Python type hints. MIT

GitHub (👨‍💻 330 · 🔀 1.1K · 📦 110K · 📋 2.1K - 25% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/samuelcolvin/pydantic
```
PyPi (📥 42M / month · 📦 3.7K · ⏱️ 19.05.2022):
```
 pip install pydantic
```
Conda (📥 3.4M · ⏱️ 26.10.2022):
```
 conda install -c conda-forge pydantic
```

jsonschema (🥇39 · ⭐ 3.9K · 📉) - An implementation of the JSON Schema specification for Python. MIT

GitHub (👨‍💻 100 · 🔀 540 · 📦 270K · 📋 690 - 5% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/Julian/jsonschema
```
PyPi (📥 54M / month · 📦 18K · ⏱️ 07.07.2022):
```
 pip install jsonschema
```

Conda (📥 15M · ⏱️ 30.11.2022):

 conda install -c conda-forge jsonschema

schema (🥈31 · ⭐ 2.7K · 💤) - Schema validation just got Pythonic. MIT

GitHub (👨‍💻 62 · 🔀 180 · 📦 4.8K · 📋 150 - 53% open · ⏱️ 01.12.2021):
```
 git clone https://github.com/keleshev/schema
```
PyPi (📥 4M / month · 📦 780 · ⏱️ 01.12.2021):
```
 pip install schema
```
Conda (📥 71K · ⏱️ 02.12.2021):
```
 conda install -c conda-forge schema
```

voluptuous (🥈31 · ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3

GitHub (👨‍💻 89 · 🔀 200 · 📦 5.9K · 📋 240 - 17% open · ⏱️ 23.10.2022):
```
 git clone https://github.com/alecthomas/voluptuous
```
PyPi (📥 2.7M / month · 📦 1.3K · ⏱️ 07.04.2022):
```
 pip install voluptuous
```

Conda (📥 230K · ⏱️ 07.04.2022):

 conda install -c conda-forge voluptuous

validators (🥉30 · ⭐ 660) - Python Data Validation for Humans. MIT

GitHub (👨‍💻 42 · 🔀 120 · 📦 50K · 📋 120 - 69% open · ⏱️ 06.06.2022):
```
 git clone https://github.com/kvesteri/validators
```
PyPi (📥 4M / month · 📦 1.5K · ⏱️ 05.06.2022):
```
 pip install validators
```

Conda (📥 230K · ⏱️ 18.12.2020):

 conda install -c conda-forge validators

param (🥉29 · ⭐ 290) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3

GitHub (👨‍💻 31 · 🔀 56 · 📦 4.8K · 📋 350 - 43% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/holoviz/param
```
PyPi (📥 390K / month · 📦 130 · ⏱️ 20.06.2022):
```
 pip install param
```
Conda (📥 870K · ⏱️ 22.06.2022):
```
 conda install -c conda-forge param
```

strictyaml (🥉28 · ⭐ 1.2K) - Type-safe YAML parser and validator. MIT

GitHub (👨‍💻 20 · 🔀 51 · 📦 1K · 📋 150 - 54% open · ⏱️ 22.10.2022):
```
 git clone https://github.com/crdoconnor/strictyaml
```
PyPi (📥 380K / month · 📦 160 · ⏱️ 28.11.2021):
```
 pip install strictyaml
```

Conda (📥 190K · ⏱️ 08.10.2022):

 conda install -c conda-forge strictyaml

dirty-equals (🥉20 · ⭐ 600) - Doing dirty (but extremely useful) things with equals. MIT

GitHub (👨‍💻 9 · 🔀 22 · 📦 110 · 📋 17 - 47% open · ⏱️ 27.09.2022):
```
 git clone https://github.com/samuelcolvin/dirty-equals
```
PyPi (📥 16K / month · 📦 7 · ⏱️ 18.04.2022):
```
 pip install dirty-equals
```

Conda (📥 18K · ⏱️ 03.11.2022):

 conda install -c conda-forge dirty-equals

typical (🥉19 · ⭐ 170 · 💤) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT

GitHub (👨‍💻 8 · 🔀 9 · 📋 98 - 16% open · ⏱️ 01.02.2022):
```
 git clone https://github.com/seandstewart/typical
```
PyPi (📥 51K / month · 📦 3 · ⏱️ 23.12.2021):
```
 pip install typical
```
Conda (📥 20K · ⏱️ 23.12.2021):
```
 conda install -c conda-forge typical
```

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

GitHub (👨‍💻 7 · 🔀 13 · 📋 24 - 12% open · ⏱️ 03.05.2022):
```
 git clone https://github.com/guyskk/validr
```
PyPi (📥 18K / month · 📦 4 · ⏱️ 10.03.2021):
```
 pip install validr
```

Show 5 hidden projects...

cerberus (🥈33 · ⭐ 2.9K · 💀) - Lightweight, extensible data validation library for Python. ISC
schematics (🥈31 · ⭐ 2.5K · 💀) - Python Data Structures for Humans. BSD-3
python-email-validator (🥉27 · ⭐ 670) - A robust email syntax and deliverability validation.. ❗️CC0-1.0
valideer (🥉20 · ⭐ 260 · 💀) - Lightweight data validation and adaptation Python library. MIT
dataklasses (🥉7 · ⭐ 750 · 💤) - A different spin on dataclasses. ❗Unlicensed

Algorithms & Design Patterns

🔗 python-patterns ( ⭐ 36K) - Collection of design patterns/idioms in Python.

transitions (🥇31 · ⭐ 4.7K) - A lightweight, object-oriented finite state machine implementation.. MIT

GitHub (👨‍💻 75 · 🔀 500 · 📦 2.6K · 📋 420 - 0% open · ⏱️ 08.11.2022):
```
 git clone https://github.com/pytransitions/transitions
```
PyPi (📥 330K / month · 📦 250 · ⏱️ 24.02.2022):
```
 pip install transitions
```

Conda (📥 290K · ⏱️ 02.09.2022):

 conda install -c conda-forge transitions

algorithms (🥉29 · ⭐ 22K) - Minimal examples of data structures and algorithms in Python. MIT

GitHub (👨‍💻 190 · 🔀 4.4K · 📦 78 · 📋 300 - 67% open · ⏱️ 12.11.2022):
```
 git clone https://github.com/keon/algorithms
```
PyPi (📥 8.4K / month · 📦 15 · ⏱️ 04.10.2020):
```
 pip install algorithms
```

Conda (📥 1.2K · ⏱️ 23.04.2021):

 conda install -c conda-forge algorithms

Show 1 hidden projects...

PyPattyrn (🥉19 · ⭐ 1.7K · 💀) - A simple library for implementing common design patterns. MIT

Date & Time Utilities

arrow (🥇39 · ⭐ 8.1K) - Better dates & times for Python. Apache-2

GitHub (👨‍💻 270 · 🔀 630 · 📦 33K · 📋 480 - 18% open · ⏱️ 15.11.2022):
```
 git clone https://github.com/arrow-py/arrow
```
PyPi (📥 8.3M / month · 📦 4.6K · ⏱️ 27.01.2022):
```
 pip install arrow
```
Conda (📥 1.3M · ⏱️ 05.09.2022):
```
 conda install -c conda-forge arrow
```

python-dateutil (🥈37 · ⭐ 1.9K) - Useful extensions to the standard Python datetime features. Apache-2

GitHub (👨‍💻 130 · 🔀 420 · 📥 35K · 📦 850K · 📋 700 - 45% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/dateutil/dateutil
```
PyPi (📥 180M / month · ⏱️ 14.07.2021):
```
 pip install python-dateutil
```

Conda (📥 34M · ⏱️ 14.07.2021):

 conda install -c conda-forge python-dateutil

dateparser (🥈36 · ⭐ 2.2K) - python parser for human readable dates. BSD-3

GitHub (👨‍💻 120 · 🔀 420 · 📦 15K · 📋 650 - 44% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/scrapinghub/dateparser
```
PyPi (📥 4.9M / month · 📦 1.1K · ⏱️ 17.03.2022):
```
 pip install dateparser
```

Conda (📥 95K · ⏱️ 22.11.2022):

 conda install -c conda-forge dateparser

holidays (🥈34 · ⭐ 860) - Generate and work with holidays in Python. MIT

GitHub (👨‍💻 200 · 🔀 360 · 📥 170 · 📋 320 - 13% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/dr-prodigy/python-holidays
```
PyPi (📥 5.5M / month · 📦 380 · ⏱️ 05.06.2022):
```
 pip install holidays
```
Conda (📥 2.4M · ⏱️ 24.11.2022):
```
 conda install -c conda-forge holidays
```

pytz (🥈34 · ⭐ 230) - pytz Python historical timezone library and database. MIT

GitHub (👨‍💻 18 · 🔀 66 · 📦 1.3M · 📋 62 - 37% open · ⏱️ 31.10.2022):
```
 git clone https://github.com/stub42/pytz
```
PyPi (📥 120M / month · 📦 82K · ⏱️ 20.03.2022):
```
 pip install pytz
```
Conda (📥 31M · ⏱️ 02.11.2022):
```
 conda install -c conda-forge pytz
```

pendulum (🥉33 · ⭐ 5.2K) - Python datetimes made easy. MIT

GitHub (👨‍💻 87 · 🔀 310 · 📥 1 · 📋 490 - 46% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/sdispater/pendulum
```
PyPi (📥 9.2M / month · 📦 990 · ⏱️ 24.07.2020):
```
 pip install pendulum
```
Conda (📥 610K · ⏱️ 26.10.2022):
```
 conda install -c conda-forge pendulum
```

isodate (🥉30 · ⭐ 120 · 💤) - ISO 8601 date/time parser. BSD-3

GitHub (👨‍💻 24 · 🔀 45 · 📦 29K · 📋 35 - 40% open · ⏱️ 13.03.2022):
```
 git clone https://github.com/gweis/isodate
```
PyPi (📥 58M / month · 📦 2.1K · ⏱️ 13.12.2021):
```
 pip install isodate
```
Conda (📥 3.8M · ⏱️ 15.12.2021):
```
 conda install -c conda-forge isodate
```

tzlocal (🥉29 · ⭐ 160) - A Python module that tries to figure out what your local timezone is. MIT

GitHub (👨‍💻 26 · 🔀 52 · 📋 75 - 8% open · ⏱️ 02.06.2022):
```
 git clone https://github.com/regebro/tzlocal
```
PyPi (📥 25M / month · 📦 3.6K · ⏱️ 02.04.2022):
```
 pip install tzlocal
```
Conda (📥 1.7M · ⏱️ 26.10.2022):
```
 conda install -c conda-forge tzlocal
```

Show 1 hidden projects...

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

File & Path Utilities

filesystem_spec (🥇38 · ⭐ 510) - A specification that python filesystems should adhere to. BSD-3

GitHub (👨‍💻 160 · 🔀 220 · 📦 35K · 📋 500 - 36% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/fsspec/filesystem_spec
```
PyPi (📥 69M / month · 📦 400 · ⏱️ 19.05.2022):
```
 pip install fsspec
```
Conda (📥 9.1M · ⏱️ 10.11.2022):
```
 conda install -c conda-forge fsspec
```

watchdog (🥈34 · ⭐ 5.5K) - Python library and shell utilities to monitor filesystem events. Apache-2

GitHub (👨‍💻 140 · 🔀 660 · 📦 69K · 📋 590 - 29% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/gorakhargosh/watchdog
```
PyPi (📥 8.4M / month · 📦 7.8K · ⏱️ 10.06.2022):
```
 pip install watchdog
```
Conda (📥 1.6M · ⏱️ 26.10.2022):
```
 conda install -c conda-forge watchdog
```

aiofiles (🥈32 · ⭐ 2.1K) - File support for asyncio. Apache-2

GitHub (👨‍💻 29 · 🔀 140 · 📋 100 - 47% open · ⏱️ 05.11.2022):
```
 git clone https://github.com/Tinche/aiofiles
```
PyPi (📥 6.9M / month · 📦 1.6K · ⏱️ 04.09.2022):
```
 pip install aiofiles
```
Conda (📥 290K · ⏱️ 28.09.2022):
```
 conda install -c conda-forge aiofiles
```

appdirs (🥈32 · ⭐ 940) - A small Python module for determining appropriate platform-specific dirs,.. MIT

GitHub (👨‍💻 34 · 🔀 91 · 📦 190K · 📋 110 - 48% open · ⏱️ 21.07.2022):
```
 git clone https://github.com/ActiveState/appdirs
```
PyPi (📥 13M / month · 📦 15K · ⏱️ 11.05.2020):
```
 pip install appdirs
```
Conda (📥 6.8M · ⏱️ 19.10.2020):
```
 conda install -c conda-forge appdirs
```

filelock (🥉31 · ⭐ 480) - A platform-independent file lock for Python. Unlicense

GitHub (👨‍💻 29 · 🔀 74 · 📋 81 - 20% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/tox-dev/py-filelock
```
PyPi (📥 52M / month · 📦 2.3K · ⏱️ 31.05.2022):
```
 pip install filelock
```
Conda (📥 9.6M · ⏱️ 10.08.2022):
```
 conda install -c conda-forge filelock
```

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

GitHub (👨‍💻 22 · 🔀 66 · 📦 14K · 📋 95 - 5% open · ⏱️ 23.01.2022):
```
 git clone https://github.com/benhoyt/scandir
```
PyPi (📥 5.8M / month · 📦 2.2K · ⏱️ 09.03.2019):
```
 pip install scandir
```
Conda (📥 1.3M · ⏱️ 28.10.2022):
```
 conda install -c conda-forge scandir
```

pyfilesystem2 (🥉29 · ⭐ 1.8K) - Pythons Filesystem abstraction layer. MIT

GitHub (👨‍💻 47 · 🔀 170 · 📋 350 - 23% open · ⏱️ 18.10.2022):
```
 git clone https://github.com/pyfilesystem/pyfilesystem2
```
PyPi (📥 760K / month · 📦 560 · ⏱️ 02.05.2022):
```
 pip install fs
```
Conda (📥 520K · ⏱️ 02.03.2022):
```
 conda install -c conda-forge fs
```

path (🥉29 · ⭐ 1K) - Object-oriented file system path manipulation. MIT

GitHub (👨‍💻 48 · 🔀 140 · ⏱️ 30.11.2022):

 git clone https://github.com/jaraco/path

PyPi (📥 760K / month · 📦 110 · ⏱️ 25.02.2022):
```
 pip install path
```
Conda (📥 320K · ⏱️ 26.10.2022):
```
 conda install -c conda-forge path
```

Show 2 hidden projects...

zipp (🥉30 · ⭐ 30) - Backport of pathlib-compatible object wrapper for zip files. MIT
Unipath (🥉22 · ⭐ 510 · 💀) - An object-oriented approach to Python file/directory operations. MIT

Compatiblity

six (🥇36 · ⭐ 910) - Python 2 and 3 compatibility library. MIT

GitHub (👨‍💻 65 · 🔀 250 · 📦 1.4M · 📋 290 - 37% open · ⏱️ 26.07.2022):
```
 git clone https://github.com/benjaminp/six
```
PyPi (📥 170M / month · 📦 130K · ⏱️ 05.05.2021):
```
 pip install six
```
Conda (📥 33M · ⏱️ 05.05.2021):
```
 conda install -c conda-forge six
```

typing (🥈32 · ⭐ 1.3K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0

GitHub (👨‍💻 89 · 🔀 220 · 📋 670 - 14% open · ⏱️ 10.10.2022):
```
 git clone https://github.com/python/typing
```
PyPi (📥 8.4M / month · 📦 5.8K · ⏱️ 01.05.2021):
```
 pip install typing
```
Conda (📥 1.7M · ⏱️ 01.05.2021):
```
 conda install -c conda-forge typing
```

futures (🥉28 · ⭐ 220) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0

GitHub (👨‍💻 19 · 🔀 52 · 📦 32K · 📋 73 - 8% open · ⏱️ 31.10.2022):
```
 git clone https://github.com/agronholm/pythonfutures
```
PyPi (📥 11M / month · 📦 8K · ⏱️ 09.10.2021):
```
 pip install futures
```
Conda (📥 1.2M · ⏱️ 18.03.2020):
```
 conda install -c conda-forge futures
```

dataclasses (🥉27 · ⭐ 560 · 💤) - A backport of the dataclasses module for Python 3.6. Apache-2

GitHub (👨‍💻 12 · 🔀 51 · 📦 41K · 📋 120 - 5% open · ⏱️ 22.03.2022):
```
 git clone https://github.com/ericvsmith/dataclasses
```
PyPi (📥 11M / month · 📦 2.1K · ⏱️ 13.11.2020):
```
 pip install dataclasses
```

Conda (📥 8.5M · ⏱️ 14.08.2021):

 conda install -c conda-forge dataclasses

Show 3 hidden projects...

future (🥈35 · ⭐ 1.2K · 💀) - Easy, clean, reliable Python 2/3 compatibility. MIT
pathlib2 (🥉28 · ⭐ 72 · 💤) - Backport of pathlib aiming to support the full stdlib Python API. MIT
contextlib2 (🥉25 · ⭐ 34 · 💤) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

Cryptography

cryptography (🥇45 · ⭐ 5.2K) - cryptography is a package designed to expose cryptographic.. BSD-3

GitHub (👨‍💻 280 · 🔀 1.1K · 📦 350K · 📋 2.1K - 1% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/pyca/cryptography
```
PyPi (📥 160M / month · 📦 20K · ⏱️ 05.07.2022):
```
 pip install cryptography
```

Conda (📥 29M · ⏱️ 28.11.2022):

 conda install -c conda-forge cryptography

pycryptodomex (🥈37 · ⭐ 2.2K) - A self-contained cryptographic library for Python. BSD-3

GitHub (👨‍💻 120 · 🔀 400 · 📦 52K · 📋 540 - 17% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/Legrandin/pycryptodome
```
PyPi (📥 26M / month · 📦 1.4K · ⏱️ 22.06.2022):
```
 pip install pycryptodomex
```

Conda (📥 970K · ⏱️ 27.11.2022):

 conda install -c conda-forge pycryptodomex

tink (🥈36 · ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2

GitHub (👨‍💻 110 · 🔀 1.1K · 📥 1K · 📦 34 · 📋 450 - 25% open · ⏱️ 17.11.2022):
```
 git clone https://github.com/google/tink
```
PyPi (📥 510K / month · 📦 3 · ⏱️ 10.08.2021):
```
 pip install tink
```
npm (📥 260 / month · ⏱️ 25.08.2020):
```
 npm install tink-crypto
```

keyring (🥉33 · ⭐ 950) - Store and access your passwords safely. MIT

GitHub (👨‍💻 110 · 🔀 130 · 📋 460 - 9% open · ⏱️ 13.11.2022):
```
 git clone https://github.com/jaraco/keyring
```
PyPi (📥 24M / month · 📦 3.8K · ⏱️ 08.06.2022):
```
 pip install keyring
```
Conda (📥 2.4M · ⏱️ 06.11.2022):
```
 conda install -c conda-forge keyring
```

bcrypt (🥉33 · ⭐ 940) - Modern(-ish) password hashing for your software and your servers. Apache-2

GitHub (👨‍💻 31 · 🔀 130 · 📋 110 - 5% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/pyca/bcrypt
```
PyPi (📥 33M / month · 📦 7.9K · ⏱️ 01.05.2022):
```
 pip install bcrypt
```
Conda (📥 2.5M · ⏱️ 27.10.2022):
```
 conda install -c conda-forge bcrypt
```

asn1crypto (🥉32 · ⭐ 280) - Python ASN.1 library with a focus on performance and a pythonic API. MIT

GitHub (👨‍💻 38 · 🔀 120 · 📦 94K · 📋 160 - 21% open · ⏱️ 18.10.2022):
```
 git clone https://github.com/wbond/asn1crypto
```
PyPi (📥 45M / month · 📦 7K · ⏱️ 15.03.2022):
```
 pip install asn1crypto
```

Conda (📥 7.7M · ⏱️ 15.03.2022):

 conda install -c conda-forge asn1crypto

rsa (🥉30 · ⭐ 410) - Python-RSA is a pure-Python RSA implementation. Apache-2

GitHub (👨‍💻 39 · 🔀 93 · 📋 110 - 15% open · ⏱️ 20.07.2022):
```
 git clone https://github.com/sybrenstuvel/python-rsa
```
PyPi (📥 110M / month · 📦 6.9K · ⏱️ 24.11.2021):
```
 pip install rsa
```
Conda (📥 9.2M · ⏱️ 20.07.2022):
```
 conda install -c conda-forge rsa
```

Infrastructure & DevOps

ansible (🥇48 · ⭐ 56K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0

GitHub (👨‍💻 6.7K · 🔀 23K · 📦 24K · 📋 31K - 3% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/ansible/ansible
```
PyPi (📥 4.5M / month · 📦 4.1K · ⏱️ 28.06.2022):
```
 pip install ansible
```
Conda (📥 770K · ⏱️ 30.11.2022):
```
 conda install -c conda-forge ansible
```

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

GitHub (👨‍💻 400 · 🔀 3.5K · 📥 1.2K · 📦 1 · 📋 4.3K - 13% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/aws/aws-cli
```
PyPi (📥 150M / month · 📦 3K · ⏱️ 06.07.2022):
```
 pip install awscli
```
Conda (📥 17M · ⏱️ 01.12.2022):
```
 conda install -c conda-forge awscli
```

botocore (🥇44 · ⭐ 1.2K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2

GitHub (👨‍💻 190 · 🔀 960 · 📦 170K · 📋 980 - 14% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/boto/botocore
```
PyPi (📥 260M / month · 📦 8.1K · ⏱️ 06.07.2022):
```
 pip install botocore
```
Conda (📥 18M · ⏱️ 01.12.2022):
```
 conda install -c conda-forge botocore
```

docker-compose (🥈42 · ⭐ 28K) - Define and run multi-container applications with Docker. Apache-2

GitHub (👨‍💻 470 · 🔀 4.6K · 📥 140M · 📦 10K · 📋 6.6K - 4% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/docker/compose
```
PyPi (📥 1.9M / month · 📦 1.2K · ⏱️ 10.05.2021):
```
 pip install docker-compose
```

Conda (📥 270K · ⏱️ 04.11.2022):

 conda install -c conda-forge docker-compose

pulumi (🥈42 · ⭐ 14K) - Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language,.. Apache-2

GitHub (👨‍💻 200 · 🔀 810 · 📥 110K · 📦 810 · 📋 5.6K - 28% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/pulumi/pulumi
```
PyPi (📥 550K / month · 📦 120 · ⏱️ 07.07.2022):
```
 pip install pulumi
```
npm (📥 990K / month · 📦 510 · ⏱️ 23.11.2022):
```
 npm install @pulumi/pulumi
```

paramiko (🥈41 · ⭐ 8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1

GitHub (👨‍💻 180 · 🔀 1.9K · 📦 66K · 📋 1.6K - 57% open · ⏱️ 04.11.2022):
```
 git clone https://github.com/paramiko/paramiko
```
PyPi (📥 32M / month · 📦 13K · ⏱️ 17.05.2022):
```
 pip install paramiko
```
Conda (📥 2.4M · ⏱️ 05.11.2022):
```
 conda install -c conda-forge paramiko
```

docker (🥈41 · ⭐ 6K) - A Python library for the Docker Engine API. Apache-2

GitHub (👨‍💻 430 · 🔀 1.6K · 📥 110 · 📦 48K · 📋 1.6K - 26% open · ⏱️ 15.11.2022):
```
 git clone https://github.com/docker/docker-py
```
PyPi (📥 31M / month · 📦 3.5K · ⏱️ 07.10.2021):
```
 pip install docker
```

Conda (📥 2.9M · ⏱️ 23.10.2022):

 conda install -c conda-forge docker-py

kubernetes (🥈38 · ⭐ 5.3K) - Official Python client library for kubernetes. Apache-2

GitHub (👨‍💻 170 · 🔀 2.8K · 📋 1.2K - 9% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/kubernetes-client/python
```
PyPi (📥 13M / month · 📦 1.2K · ⏱️ 22.06.2022):
```
 pip install kubernetes
```

Conda (📥 360K · ⏱️ 20.10.2022):

 conda install -c conda-forge kubernetes

netmiko (🥉37 · ⭐ 2.9K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT

GitHub (👨‍💻 210 · 🔀 1.1K · 📦 2.8K · 📋 1.9K - 12% open · ⏱️ 07.11.2022):
```
 git clone https://github.com/ktbyers/netmiko
```
PyPi (📥 160K / month · 📦 240 · ⏱️ 28.06.2022):
```
 pip install netmiko
```

schedule (🥉35 · ⭐ 10K · 💤) - Python job scheduling for humans. MIT

GitHub (👨‍💻 51 · 🔀 860 · 📦 21K · 📋 400 - 33% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/dbader/schedule
```
PyPi (📥 2.2M / month · 📦 1.3K · ⏱️ 10.04.2021):
```
 pip install schedule
```
Conda (📥 24K · ⏱️ 10.04.2021):
```
 conda install -c conda-forge schedule
```

plumbum (🥉33 · ⭐ 2.5K) - Plumbum: Shell Combinators. MIT

GitHub (👨‍💻 110 · 🔀 180 · 📋 340 - 35% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/tomerfiliba/plumbum
```
PyPi (📥 1.1M / month · 📦 440 · ⏱️ 23.12.2021):
```
 pip install plumbum
```
Conda (📥 870K · ⏱️ 06.10.2022):
```
 conda install -c conda-forge plumbum
```

fabric (🥉31 · ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2

GitHub (👨‍💻 140 · 🔀 1.9K · 📋 1.7K - 25% open · ⏱️ 14.07.2022):
```
 git clone https://github.com/fabric/fabric
```
PyPi (📥 2.8M / month · ⏱️ 14.07.2022):
```
 pip install fabric
```
Conda (📥 57K · ⏱️ 09.09.2022):
```
 conda install -c conda-forge fabric
```

pyinfra (🥉31 · ⭐ 2.1K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT

GitHub (👨‍💻 82 · 🔀 290 · 📦 53 · 📋 640 - 18% open · ⏱️ 27.11.2022):
```
 git clone https://github.com/Fizzadar/pyinfra
```
PyPi (📥 11K / month · 📦 11 · ⏱️ 30.06.2022):
```
 pip install pyinfra
```

sshtunnel (🥉30 · ⭐ 1K) - SSH tunnels to remote server. MIT

GitHub (👨‍💻 24 · 🔀 160 · 📦 3.8K · 📋 190 - 29% open · ⏱️ 28.10.2022):
```
 git clone https://github.com/pahaz/sshtunnel
```
PyPi (📥 5.1M / month · 📦 260 · ⏱️ 11.01.2021):
```
 pip install sshtunnel
```

Conda (📥 96K · ⏱️ 08.11.2021):

 conda install -c conda-forge sshtunnel

pypyr (🥉21 · ⭐ 470) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2

GitHub (👨‍💻 9 · 🔀 23 · 📋 130 - 12% open · ⏱️ 25.10.2022):
```
 git clone https://github.com/pypyr/pypyr
```
PyPi (📥 2K / month · 📦 8 · ⏱️ 26.05.2022):
```
 pip install pypyr
```
Conda (📥 5.7K · ⏱️ 26.10.2022):
```
 conda install -c conda-forge pypyr
```

Show 4 hidden projects...

parallel-ssh (🥉27 · ⭐ 1.1K) - Asynchronous parallel SSH client library. ❗️LGPL-2.1
fabtools (🥉25 · ⭐ 1.3K · 💀) - Tools for writing awesome Fabric files. BSD-2
storm (🥉24 · ⭐ 3.9K · 💀) - Manage your SSH like a boss. MIT
wssh (🥉17 · ⭐ 1.3K · 💀) - SSH to WebSockets Bridge. MIT

Process Utilities

pexpect (🥇36 · ⭐ 2.3K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC

GitHub (👨‍💻 95 · 🔀 450 · 📥 4.3K · 📦 220K · 📋 460 - 40% open · ⏱️ 10.11.2022):
```
 git clone https://github.com/pexpect/pexpect
```
PyPi (📥 28M / month · 📦 16K · ⏱️ 15.12.2021):
```
 pip install pexpect
```
Conda (📥 11M · ⏱️ 01.11.2022):
```
 conda install -c conda-forge pexpect
```

sh (🥈35 · ⭐ 6.4K) - Python process launching. MIT

GitHub (👨‍💻 86 · 🔀 480 · 📦 10K · 📋 430 - 4% open · ⏱️ 24.10.2022):
```
 git clone https://github.com/amoffat/sh
```
PyPi (📥 3.7M / month · 📦 2.6K · ⏱️ 15.05.2021):
```
 pip install sh
```
Conda (📥 150K · ⏱️ 28.11.2022):
```
 conda install -c conda-forge sh
```

supervisor (🥉34 · ⭐ 7.6K) - Supervisor process control system for Unix.. ❗️Repoze Public License

GitHub (👨‍💻 170 · 🔀 1.2K · 📦 8.1K · 📋 1.1K - 12% open · ⏱️ 10.09.2022):
```
 git clone https://github.com/Supervisor/supervisor
```
PyPi (📥 1.9M / month · 📦 2K · ⏱️ 30.12.2021):
```
 pip install supervisor
```

Conda (📥 220K · ⏱️ 30.10.2022):

 conda install -c conda-forge supervisor

Show 1 hidden projects...

ptyprocess (🥉27 · ⭐ 180 · 💀) - Run a subprocess in a pseudo terminal. ISC

Asynchronous Programming

uvloop (🥇38 · ⭐ 9K) - Ultra fast asyncio event loop. Apache-2

GitHub (👨‍💻 55 · 🔀 520 · 📥 350 · 📦 57K · 📋 300 - 16% open · ⏱️ 14.09.2022):
```
 git clone https://github.com/MagicStack/uvloop
```
PyPi (📥 12M / month · 📦 1.7K · ⏱️ 10.08.2021):
```
 pip install uvloop
```
Conda (📥 520K · ⏱️ 26.10.2022):
```
 conda install -c conda-forge uvloop
```

greenlet (🥇38 · ⭐ 1.4K) - Lightweight in-process concurrent programming. MIT

GitHub (👨‍💻 62 · 🔀 220 · 📦 190K · 📋 200 - 10% open · ⏱️ 07.11.2022):
```
 git clone https://github.com/python-greenlet/greenlet
```
PyPi (📥 53M / month · 📦 10K · ⏱️ 24.03.2022):
```
 pip install greenlet
```
Conda (📥 5.2M · ⏱️ 07.11.2022):
```
 conda install -c conda-forge greenlet
```

anyio (🥈32 · ⭐ 1.1K) - High level asynchronous concurrency and networking framework that works on.. MIT

GitHub (👨‍💻 38 · 🔀 94 · 📋 260 - 14% open · ⏱️ 26.11.2022):
```
 git clone https://github.com/agronholm/anyio
```
PyPi (📥 22M / month · 📦 200 · ⏱️ 13.05.2022):
```
 pip install anyio
```
Conda (📥 4M · ⏱️ 19.10.2022):
```
 conda install -c conda-forge anyio
```

aiomisc (🥉21 · ⭐ 290) - aiomisc - miscellaneous utils for asyncio. MIT

GitHub (👨‍💻 13 · 🔀 19 · 📦 230 · 📋 16 - 37% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/aiokitchen/aiomisc
```
PyPi (📥 8K / month · 📦 30 · ⏱️ 14.06.2022):
```
 pip install aiomisc
```

asyncer (🥉20 · ⭐ 870) - Asyncer, async and await, focused on developer experience. MIT

GitHub (👨‍💻 10 · 🔀 38 · 📋 10 - 50% open · ⏱️ 14.11.2022):
```
 git clone https://github.com/tiangolo/asyncer
```
PyPi (📥 26K / month · 📦 9 · ⏱️ 04.01.2022):
```
 pip install asyncer
```
Conda (📥 1K · ⏱️ 05.11.2022):
```
 conda install -c conda-forge asyncer
```

unsync (🥉20 · ⭐ 800 · 💤) - Unsynchronize asyncio. MIT

GitHub (👨‍💻 11 · 🔀 49 · 📦 140 · 📋 29 - 10% open · ⏱️ 06.02.2022):
```
 git clone https://github.com/alex-sherman/unsync
```
PyPi (📥 13K / month · 📦 15 · ⏱️ 21.10.2021):
```
 pip install unsync
```
Conda (📥 7.8K · ⏱️ 06.06.2022):
```
 conda install -c conda-forge unsync
```

Show 1 hidden projects...

stopit (🥉21 · ⭐ 97 · 💀) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

Configuration

python-dotenv (🥇38 · ⭐ 5.4K) - Reads key-value pairs from a .env file and can set them as.. BSD-3

GitHub (👨‍💻 85 · 🔀 350 · 📦 330K · 📋 240 - 14% open · ⏱️ 25.11.2022):
```
 git clone https://github.com/theskumar/python-dotenv
```
PyPi (📥 24M / month · 📦 6.7K · ⏱️ 24.03.2022):
```
 pip install python-dotenv
```

Conda (📥 2M · ⏱️ 03.09.2022):

 conda install -c conda-forge python-dotenv

traitlets (🥈36 · ⭐ 530) - A lightweight Traits like module. BSD-3

GitHub (👨‍💻 110 · 🔀 190 · 📥 7 · 📋 270 - 37% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/ipython/traitlets
```
PyPi (📥 20M / month · 📦 15K · ⏱️ 16.06.2022):
```
 pip install traitlets
```

Conda (📥 16M · ⏱️ 30.11.2022):

 conda install -c conda-forge traitlets

Dynaconf (🥈34 · ⭐ 2.8K) - Configuration Management for Python. MIT

GitHub (👨‍💻 98 · 🔀 240 · 📦 3.6K · 📋 390 - 23% open · ⏱️ 09.11.2022):
```
 git clone https://github.com/rochacbruno/dynaconf
```
PyPi (📥 4.4M / month · 📦 180 · ⏱️ 06.06.2022):
```
 pip install dynaconf
```
Conda (📥 36K · ⏱️ 22.09.2022):
```
 conda install -c conda-forge dynaconf
```

python-decouple (🥈32 · ⭐ 2.3K · 💤) - Strict separation of config from code. MIT

GitHub (👨‍💻 32 · 🔀 160 · 📥 10 · 📦 82K · 📋 85 - 15% open · ⏱️ 11.05.2022):
```
 git clone https://github.com/henriquebastos/python-decouple
```
PyPi (📥 1.1M / month · 📦 3.2K · ⏱️ 02.02.2022):
```
 pip install python-decouple
```

Conda (📥 52K · ⏱️ 02.02.2022):

 conda install -c conda-forge python-decouple

omegaconf (🥈32 · ⭐ 1.3K) - Flexible Python configuration system. The last one you will ever need. BSD-3

GitHub (👨‍💻 27 · 🔀 70 · 📦 7.2K · 📋 480 - 14% open · ⏱️ 21.11.2022):
```
 git clone https://github.com/omry/omegaconf
```
PyPi (📥 2.8M / month · 📦 170 · ⏱️ 27.05.2022):
```
 pip install omegaconf
```

Conda (📥 650K · ⏱️ 22.11.2022):

 conda install -c conda-forge omegaconf

hydra (🥉29 · ⭐ 6.6K) - Hydra is a framework for elegantly configuring complex applications. MIT

GitHub (👨‍💻 100 · 🔀 520 · 📦 10 · 📋 1.2K - 15% open · ⏱️ 27.11.2022):
```
 git clone https://github.com/facebookresearch/hydra
```
PyPi (📥 30K / month · 📦 6 · ⏱️ 03.08.2016):
```
 pip install hydra
```

Conda (📥 430K · ⏱️ 30.06.2022):

 conda install -c conda-forge hydra-core

gin-config (🥉28 · ⭐ 1.7K) - Gin provides a lightweight configuration framework for Python. Apache-2

GitHub (👨‍💻 22 · 🔀 100 · 📦 4.9K · 📋 83 - 49% open · ⏱️ 18.11.2022):
```
 git clone https://github.com/google/gin-config
```
PyPi (📥 300K / month · 📦 77 · ⏱️ 03.11.2021):
```
 pip install gin-config
```

Conda (📥 13K · ⏱️ 07.01.2022):

 conda install -c conda-forge gin-config

everett (🥉25 · ⭐ 140) - configuration library for python projects. MPL-2.0

GitHub (👨‍💻 6 · 🔀 28 · 📦 550 · 📋 74 - 4% open · ⏱️ 07.11.2022):
```
 git clone https://github.com/willkg/everett
```
PyPi (📥 180K / month · 📦 45 · ⏱️ 13.01.2022):
```
 pip install everett
```
Conda (📥 28K · ⏱️ 27.10.2022):
```
 conda install -c conda-forge everett
```

Show 1 hidden projects...

configobj (🥉29 · ⭐ 290 · 💀) - Python 3+ compatible port of the configobj library. BSD-3

CLI Development

rich (🥇42 · ⭐ 41K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT

GitHub (👨‍💻 200 · 🔀 1.4K · 📦 41K · 📋 970 - 7% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/Textualize/rich
```
PyPi (📥 16M / month · 📦 2.1K · ⏱️ 24.05.2022):
```
 pip install rich
```
Conda (📥 2.4M · ⏱️ 02.10.2022):
```
 conda install -c conda-forge rich
```

click (🥇42 · ⭐ 13K · 📉) - Python composable command line interface toolkit. BSD-3

GitHub (👨‍💻 330 · 🔀 1.3K · 📦 1M · 📋 1.4K - 7% open · ⏱️ 01.11.2022):
```
 git clone https://github.com/pallets/click
```
PyPi (📥 160M / month · 📦 70K · ⏱️ 28.04.2022):
```
 pip install click
```
Conda (📥 21M · ⏱️ 26.10.2022):
```
 conda install -c conda-forge click
```

python-prompt-toolkit (🥈37 · ⭐ 8K) - Library for building powerful interactive command line.. BSD-3

GitHub (👨‍💻 210 · 🔀 650 · 📋 1.1K - 50% open · ⏱️ 21.11.2022):

 git clone https://github.com/prompt-toolkit/python-prompt-toolkit

PyPi (📥 21M / month · 📦 1.1K · ⏱️ 27.06.2022):
```
 pip install prompt_toolkit
```

Conda (📥 11M · ⏱️ 21.11.2022):

 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 · 📦 15K · 📋 290 - 43% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/google/python-fire
```
PyPi (📥 7.3M / month · 📦 1.4K · ⏱️ 22.01.2021):
```
 pip install fire
```
Conda (📥 340K · ⏱️ 22.01.2021):
```
 conda install -c conda-forge fire
```

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

GitHub (👨‍💻 51 · 🔀 220 · 📋 240 - 42% open · ⏱️ 04.11.2022):
```
 git clone https://github.com/tartley/colorama
```
PyPi (📥 120M / month · 📦 20K · ⏱️ 16.06.2022):
```
 pip install colorama
```
Conda (📥 15M · ⏱️ 25.10.2022):
```
 conda install -c conda-forge colorama
```

Typer (🥈35 · ⭐ 9.8K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT

GitHub (👨‍💻 32 · 🔀 390 · 📋 340 - 58% open · ⏱️ 14.11.2022):
```
 git clone https://github.com/tiangolo/typer
```
PyPi (📥 9.7M / month · 📦 1.3K · ⏱️ 06.07.2022):
```
 pip install typer
```
Conda (📥 930K · ⏱️ 07.11.2022):
```
 conda install -c conda-forge typer
```

argcomplete (🥉33 · ⭐ 1.1K) - Python and tab completion, better together. Apache-2

GitHub (👨‍💻 58 · 🔀 100 · 📥 180 · 📦 21K · 📋 210 - 23% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/kislyuk/argcomplete
```
PyPi (📥 14M / month · 📦 1.8K · ⏱️ 03.01.2022):
```
 pip install argcomplete
```

Conda (📥 800K · ⏱️ 04.01.2022):

 conda install -c conda-forge argcomplete

cleo (🥉30 · ⭐ 960) - Cleo allows you to create beautiful and testable command-line interfaces. MIT

GitHub (👨‍💻 29 · 🔀 69 · 📋 90 - 30% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/sdispater/cleo
```
PyPi (📥 11M / month · 📦 210 · ⏱️ 03.06.2022):
```
 pip install cleo
```
Conda (📥 350K · ⏱️ 23.11.2022):
```
 conda install -c conda-forge cleo
```

asciimatics (🥉28 · ⭐ 3.2K) - A cross platform package to do curses-like operations, plus.. Apache-2

GitHub (👨‍💻 40 · 🔀 230 · 📦 710 · 📋 280 - 8% open · ⏱️ 03.07.2022):
```
 git clone https://github.com/peterbrittain/asciimatics
```
PyPi (📥 52K / month · 📦 110 · ⏱️ 23.04.2022):
```
 pip install asciimatics
```

Conda (📥 120K · ⏱️ 10.11.2022):

 conda install -c conda-forge asciimatics

questionary (🥉26 · ⭐ 970) - Python library to build pretty command line user prompts Easy to use.. MIT

GitHub (👨‍💻 33 · 🔀 60 · 📋 100 - 24% open · ⏱️ 15.08.2022):
```
 git clone https://github.com/tmbo/questionary
```
PyPi (📥 830K / month · 📦 240 · ⏱️ 15.07.2021):
```
 pip install questionary
```

Conda (📥 23K · ⏱️ 14.03.2022):

 conda install -c conda-forge questionary

docopt-ng (🥉20 · ⭐ 100) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT

GitHub (👨‍💻 47 · 🔀 12 · 📋 22 - 54% open · ⏱️ 09.09.2022):
```
 git clone https://github.com/jazzband/docopt-ng
```
PyPi (📥 13K / month · 📦 24 · ⏱️ 31.05.2022):
```
 pip install docopt-ng
```

colout (🥉17 · ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0

GitHub (👨‍💻 30 · 🔀 55 · 📦 5 · 📋 68 - 17% open · ⏱️ 31.08.2022):
```
 git clone https://github.com/nojhan/colout
```
PyPi (📥 1.1K / month · ⏱️ 21.06.2020):
```
 pip install colout
```

Show 6 hidden projects...

docopt (🥈35 · ⭐ 7.7K · 💀) - Pythonic command line arguments parser, that will make you smile. MIT
wcwidth (🥉30 · ⭐ 290 · 💀) - Python library that measures the width of unicode strings rendered to.. MIT
blessings (🥉29 · ⭐ 1.4K · 💀) - A thin, practical wrapper around terminal capabilities in Python. MIT
ConfigArgParse (🥉28 · ⭐ 630 · 💀) - A drop-in replacement for argparse that allows options to.. MIT
clint (🥉24 · ⭐ 79 · 💀) - Python Command-line Application Tools. ISC
bashplotlib (🥉21 · ⭐ 1.7K · 💀) - plotting in the terminal. MIT

Development Tools

🔗 best-of-python-dev ( ⭐ 620) - A ranked list of awesome python developer tools and libraries. Updated..

Data Caching

cachetools (🥇30 · ⭐ 1.5K) - Extensible memoizing collections and decorators. MIT

GitHub (👨‍💻 7 · 🔀 130 · 📋 210 - 2% open · ⏱️ 31.10.2022):
```
 git clone https://github.com/tkem/cachetools
```
PyPi (📥 68M / month · 📦 3K · ⏱️ 29.05.2022):
```
 pip install cachetools
```

Conda (📥 6.8M · ⏱️ 09.08.2022):

 conda install -c conda-forge cachetools

pylibmc (🥈29 · ⭐ 460) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3

GitHub (👨‍💻 52 · 🔀 130 · 📥 48 · 📦 4.2K · 📋 190 - 10% open · ⏱️ 26.08.2022):
```
 git clone https://github.com/lericson/pylibmc
```
PyPi (📥 190K / month · 📦 2.4K · ⏱️ 15.08.2019):
```
 pip install pylibmc
```
Conda (📥 190K · ⏱️ 30.10.2022):
```
 conda install -c conda-forge pylibmc
```

aiocache (🥉27 · ⭐ 750 · 💤) - Asyncio cache manager for redis, memcached and memory. BSD-3

GitHub (👨‍💻 32 · 🔀 110 · 📦 930 · 📋 260 - 19% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/aio-libs/aiocache
```
PyPi (📥 130K / month · 📦 94 · ⏱️ 31.07.2019):
```
 pip install aiocache
```

beaker (🥉27 · ⭐ 500 · 💤) - WSGI middleware for sessions and caching. BSD-3

GitHub (👨‍💻 86 · 🔀 130 · 📦 3.9K · 📋 120 - 53% open · ⏱️ 07.12.2021):
```
 git clone https://github.com/bbangert/beaker
```
PyPi (📥 350K / month · 📦 1.4K · ⏱️ 26.08.2019):
```
 pip install beaker
```
Conda (📥 65K · ⏱️ 27.08.2019):
```
 conda install -c conda-forge beaker
```

cachier (🥉22 · ⭐ 420) - Persistent, stale-free, local and cross-machine caching for Python.. MIT

GitHub (👨‍💻 14 · 🔀 46 · 📦 290 · 📋 56 - 41% open · ⏱️ 07.09.2022):
```
 git clone https://github.com/shaypal5/cachier
```
PyPi (📥 8.6K / month · 📦 25 · ⏱️ 25.11.2021):
```
 pip install cachier
```

Show 1 hidden projects...

cached-property (🥇30 · ⭐ 660 · 💀) - A decorator for caching properties in classes. BSD-3

GUI Development

🔗 best-of-web-python - Web UI ( ⭐ 1.7K) - Collection of libraries to implement web-based UIs.

kivy (🥇39 · ⭐ 15K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT

GitHub (👨‍💻 580 · 🔀 2.9K · 📥 28K · 📦 8.2K · 📋 4.7K - 19% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/kivy/kivy
```
PyPi (📥 93K / month · 📦 580 · ⏱️ 06.03.2022):
```
 pip install kivy
```
Conda (📥 270K · ⏱️ 26.10.2022):
```
 conda install -c conda-forge kivy
```

PySimpleGUI (🥈38 · ⭐ 11K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0

GitHub (👨‍💻 18 · 🔀 1.6K · 📦 6.4K · 📋 3.1K - 22% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/PySimpleGUI/PySimpleGUI
```
PyPi (📥 150K / month · 📦 230 · ⏱️ 22.05.2022):
```
 pip install pysimplegui
```

Conda (📥 84K · ⏱️ 17.10.2022):

 conda install -c conda-forge pysimplegui

DearPyGui (🥈32 · ⭐ 9.2K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT

GitHub (👨‍💻 51 · 🔀 480 · 📦 610 · 📋 1.1K - 22% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/hoffstadt/DearPyGui
```
PyPi (📥 15K / month · 📦 17 · ⏱️ 06.05.2022):
```
 pip install dearpygui
```

Eel (🥈32 · ⭐ 5.3K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT

GitHub (👨‍💻 40 · 🔀 540 · 📦 4.3K · 📋 470 - 32% open · ⏱️ 14.11.2022):
```
 git clone https://github.com/ChrisKnott/Eel
```
PyPi (📥 57K / month · 📦 67 · ⏱️ 17.08.2020):
```
 pip install eel
```

toga (🥉30 · ⭐ 3.3K) - A Python native, OS native GUI toolkit. BSD-3

GitHub (👨‍💻 220 · 🔀 550 · 📥 790 · 📋 610 - 18% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/beeware/toga
```
PyPi (📥 1.4K / month · 📦 33 · ⏱️ 06.07.2022):
```
 pip install toga
```
npm (📥 27 / month · ⏱️ 23.04.2017):
```
 npm install @pybee/toga
```

Gooey (🥉29 · ⭐ 17K · 💤) - Turn (almost) any Python command line program into a full GUI.. MIT

GitHub (👨‍💻 100 · 🔀 910 · 📥 350 · 📦 630 · 📋 580 - 22% open · ⏱️ 08.05.2022):
```
 git clone https://github.com/chriskiehl/Gooey
```
PyPi (📥 4.2K / month · 📦 74 · ⏱️ 29.01.2022):
```
 pip install gooey
```
Conda (📥 58K · ⏱️ 29.12.2021):
```
 conda install -c conda-forge gooey
```

flexx (🥉26 · ⭐ 3.1K) - Write desktop and web apps in pure Python. BSD-2

GitHub (👨‍💻 37 · 🔀 260 · 📦 120 · 📋 440 - 19% open · ⏱️ 22.07.2022):
```
 git clone https://github.com/flexxui/flexx
```
PyPi (📥 780 / month · 📦 21 · ⏱️ 12.04.2022):
```
 pip install flexx
```
Conda (📥 94K · ⏱️ 12.04.2022):
```
 conda install -c conda-forge flexx
```

Show 2 hidden projects...

Phoenix (🥉27 · ⭐ 1.9K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows
enaml (🥉25 · ⭐ 1.4K) - Declarative User Interfaces for Python. ❗Unlicensed

Computer & Machine Vision

🔗 best-of-ml-python - Computer Vision ( ⭐ 12K) - Collection of computer vision and image processing..

Machine Learning & Data Engineering

🔗 best-of-ml-python ( ⭐ 12K) - A ranked list of awesome machine learning Python libraries. Updated..

Text Data

🔗 best-of-ml-python - NLP ( ⭐ 12K) - Collection of text processing and NLP libraries.

phonenumbers (🥇35 · ⭐ 3.1K) - Python port of Googles libphonenumber. Apache-2

GitHub (👨‍💻 26 · 🔀 390 · 📋 150 - 3% open · ⏱️ 30.11.2022):

 git clone https://github.com/daviddrysdale/python-phonenumbers

PyPi (📥 4.1M / month · 📦 1.4K · ⏱️ 01.07.2022):
```
 pip install phonenumbers
```

Conda (📥 660K · ⏱️ 28.11.2022):

 conda install -c conda-forge phonenumbers

emoji (🥇34 · ⭐ 1.6K) - emoji terminal output for Python. BSD-3

GitHub (👨‍💻 59 · 🔀 250 · 📦 46K · 📋 140 - 10% open · ⏱️ 31.10.2022):
```
 git clone https://github.com/carpedm20/emoji
```
PyPi (📥 2.5M / month · 📦 1.3K · ⏱️ 08.03.2022):
```
 pip install emoji
```
Conda (📥 36K · ⏱️ 02.11.2022):
```
 conda install -c conda-forge emoji
```

chardet (🥈32 · ⭐ 1.8K) - Python character encoding detector. ❗️LGPL-2.1

GitHub (👨‍💻 48 · 🔀 240 · 📋 130 - 40% open · ⏱️ 10.11.2022):
```
 git clone https://github.com/chardet/chardet
```
PyPi (📥 64M / month · 📦 39K · ⏱️ 25.06.2022):
```
 pip install chardet
```
Conda (📥 18M · ⏱️ 26.10.2022):
```
 conda install -c conda-forge chardet
```
npm (📥 7 / month · 📦 1 · ⏱️ 20.08.2017):
```
 npm install @pypi/chardet
```

python-slugify (🥈32 · ⭐ 1.3K) - Returns unicode slugs. MIT

GitHub (👨‍💻 31 · 🔀 90 · 📋 65 - 9% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/un33k/python-slugify
```
PyPi (📥 11M / month · 📦 2.7K · ⏱️ 27.04.2022):
```
 pip install python-slugify
```

Conda (📥 1.2M · ⏱️ 19.11.2022):

 conda install -c conda-forge python-slugify

humanize (🥈31 · ⭐ 1.6K) - python humanize functions. MIT

GitHub (👨‍💻 64 · 🔀 160 · ⏱️ 13.06.2022):

 git clone https://github.com/jmoiron/humanize

PyPi (📥 4.3M / month · 📦 1.9K · ⏱️ 30.06.2022):
```
 pip install humanize
```
Conda (📥 310K · ⏱️ 22.09.2022):
```
 conda install -c conda-forge humanize
```

inflect (🥈31 · ⭐ 760) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT

GitHub (👨‍💻 47 · 🔀 82 · 📋 93 - 19% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/jaraco/inflect
```
PyPi (📥 3.6M / month · 📦 920 · ⏱️ 01.05.2022):
```
 pip install inflect
```
Conda (📥 280K · ⏱️ 21.10.2022):
```
 conda install -c conda-forge inflect
```

pyahocorasick (🥉27 · ⭐ 760 · 💤) - Python module (C extension and plain python) implementing.. BSD-3

GitHub (👨‍💻 24 · 🔀 110 · 📦 1.3K · 📋 130 - 25% open · ⏱️ 04.05.2022):
```
 git clone https://github.com/WojciechMula/pyahocorasick
```
PyPi (📥 460K / month · 📦 97 · ⏱️ 04.05.2022):
```
 pip install pyahocorasick
```

Conda (📥 170K · ⏱️ 30.10.2022):

 conda install -c conda-forge pyahocorasick

price-parser (🥉22 · ⭐ 250) - Extract price amount and currency symbol from a raw text string. BSD-3

GitHub (👨‍💻 13 · 🔀 42 · 📦 180 · 📋 28 - 67% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/scrapinghub/price-parser
```
PyPi (📥 73K / month · 📦 2 · ⏱️ 25.11.2020):
```
 pip install price-parser
```

coolname (🥉20 · ⭐ 100) - Random Name and Slug Generator. BSD-2

GitHub (👨‍💻 2 · 🔀 9 · 📦 700 · 📋 8 - 25% open · ⏱️ 23.10.2022):
```
 git clone https://github.com/alexanderlukanin13/coolname
```
PyPi (📥 290K / month · 📦 45 · ⏱️ 02.08.2018):
```
 pip install coolname
```
Conda (📥 35K · ⏱️ 24.10.2022):
```
 conda install -c conda-forge coolname
```

Show 2 hidden projects...

awesome-slugify (🥉22 · ⭐ 470 · 💀) - Python flexible slugify function. ❗️GPL-3.0
millify (🥉15 · ⭐ 70 · 💀) - Convert long numbers into a human-readable format in Python. MIT

Web Development

🔗 best-of-web-python ( ⭐ 1.7K) - A ranked list of awesome python libraries for web development. Updated..

Database Clients

Libraries for connecting to, operating, and querying databases.

SQLAlchemy (🥇45 · ⭐ 6.3K) - The Database Toolkit for Python. MIT

GitHub (👨‍💻 580 · 🔀 1K · 📥 39K · 📦 470K · 📋 7K - 2% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/sqlalchemy/sqlalchemy
```
PyPi (📥 61M / month · 📦 45K · ⏱️ 24.06.2022):
```
 pip install SQLAlchemy
```

Conda (📥 10M · ⏱️ 12.11.2022):

 conda install -c conda-forge sqlalchemy

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

GitHub (👨‍💻 360 · 🔀 2.3K · 📋 1.3K - 12% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/redis/redis-py
```
PyPi (📥 27M / month · 📦 27K · ⏱️ 27.06.2022):
```
 pip install redis
```
Conda (📥 840K · ⏱️ 22.11.2022):
```
 conda install -c conda-forge redis-py
```

boto3 (🥇44 · ⭐ 7.7K) - AWS SDK for Python. Apache-2

GitHub (👨‍💻 140 · 🔀 1.7K · 📦 220K · 📋 2.8K - 5% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/boto/boto3
```
PyPi (📥 460M / month · 📦 16K · ⏱️ 06.07.2022):
```
 pip install boto3
```
Conda (📥 13M · ⏱️ 30.11.2022):
```
 conda install -c conda-forge boto3
```

azure-storage-blob (🥇43 · ⭐ 3.3K) - This repository is for active development of the Azure SDK.. MIT

GitHub (👨‍💻 520 · 🔀 2.1K · 📦 2.1K · 📋 7.6K - 12% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/Azure/azure-sdk-for-python
```
PyPi (📥 37M / month · 📦 520 · ⏱️ 15.06.2022):
```
 pip install azure-storage-blob
```

Conda (📥 830K · ⏱️ 19.10.2022):

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

peewee (🥇41 · ⭐ 9.6K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT

GitHub (👨‍💻 150 · 🔀 1.4K · 📦 18K · ⏱️ 11.11.2022):
```
 git clone https://github.com/coleifer/peewee
```
PyPi (📥 1.3M / month · 📦 3.6K · ⏱️ 17.06.2022):
```
 pip install peewee
```
Conda (📥 460K · ⏱️ 11.11.2022):
```
 conda install -c conda-forge peewee
```

google-cloud-storage (🥇41 · ⭐ 4K) - Google Cloud Client Library for Python. Apache-2

GitHub (👨‍💻 320 · 🔀 1.4K · 📋 3.4K - 0% open · ⏱️ 18.11.2022):
```
 git clone https://github.com/googleapis/google-cloud-python
```
PyPi (📥 49M / month · 📦 1.7K · ⏱️ 08.06.2022):
```
 pip install google-cloud-storage
```

Conda (📥 2.7M · ⏱️ 08.11.2022):

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

elasticsearch (🥇40 · ⭐ 3.8K) - Official Elasticsearch client library for Python. Apache-2

GitHub (👨‍💻 190 · 🔀 1.1K · 📥 2.4K · 📦 32K · 📋 990 - 4% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/elastic/elasticsearch-py
```
PyPi (📥 16M / month · 📦 6K · ⏱️ 30.06.2022):
```
 pip install elasticsearch
```

Conda (📥 720K · ⏱️ 22.11.2022):

 conda install -c conda-forge elasticsearch

MongoEngine (🥈39 · ⭐ 3.9K) - A Python Object-Document-Mapper for working with MongoDB. MIT

GitHub (👨‍💻 380 · 🔀 1.2K · 📦 18K · 📋 1.7K - 23% open · ⏱️ 24.10.2022):
```
 git clone https://github.com/MongoEngine/mongoengine
```
PyPi (📥 840K / month · 📦 3.6K · ⏱️ 21.03.2022):
```
 pip install mongoengine
```

Conda (📥 180K · ⏱️ 18.11.2022):

 conda install -c conda-forge mongoengine

PyMySQL (🥈38 · ⭐ 7.1K) - Pure Python MySQL Client. MIT

GitHub (👨‍💻 120 · 🔀 1.4K · 📦 140K · 📋 620 - 5% open · ⏱️ 11.11.2022):
```
 git clone https://github.com/PyMySQL/PyMySQL
```
PyPi (📥 35M / month · 📦 10K · ⏱️ 09.01.2021):
```
 pip install PyMySQL
```
Conda (📥 890K · ⏱️ 09.01.2021):
```
 conda install -c conda-forge pymysql
```

kafka-python (🥈38 · ⭐ 5K · 💤) - Python client for Apache Kafka. Apache-2

GitHub (👨‍💻 210 · 🔀 1.3K · 📥 1.8K · 📦 12K · 📋 1.4K - 18% open · ⏱️ 27.03.2022):
```
 git clone https://github.com/dpkp/kafka-python
```
PyPi (📥 7.8M / month · 📦 1.3K · ⏱️ 30.09.2020):
```
 pip install kafka-python
```

Conda (📥 360K · ⏱️ 30.09.2020):

 conda install -c conda-forge kafka-python

pymongo (🥈38 · ⭐ 3.7K · 📉) - PyMongo - the Python driver for MongoDB. Apache-2

GitHub (👨‍💻 200 · 🔀 1.1K · ⏱️ 29.11.2022):

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

PyPi (📥 24M / month · 📦 20K · ⏱️ 13.04.2022):
```
 pip install pymongo
```
Conda (📥 890K · ⏱️ 18.11.2022):
```
 conda install -c conda-forge pymongo
```

alembic (🥈38 · ⭐ 1.6K · 📈) - A database migrations tool for SQLAlchemy. MIT

GitHub (👨‍💻 150 · 🔀 170 · 📦 130K · 📋 910 - 10% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/sqlalchemy/alembic
```
PyPi (📥 19M / month · 📦 11K · ⏱️ 31.05.2022):
```
 pip install alembic
```
Conda (📥 2.8M · ⏱️ 14.07.2022):
```
 conda install -c conda-forge alembic
```

confluent-kafka-python (🥈36 · ⭐ 3K) - Confluents Kafka Python Client. Apache-2

GitHub (👨‍💻 100 · 🔀 790 · 📦 4.4K · 📋 1K - 21% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/confluentinc/confluent-kafka-python
```
PyPi (📥 8.4M / month · 📦 370 · ⏱️ 16.06.2022):
```
 pip install confluent-kafka
```

Conda (📥 570K · ⏱️ 28.10.2022):

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

Ibis (🥈36 · ⭐ 2.2K · 📈) - Expressive analytics in Python at any scale. Apache-2

GitHub (👨‍💻 120 · 🔀 350 · 📥 44 · 📦 360 · 📋 1.9K - 4% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/ibis-project/ibis
```
PyPi (📥 470K / month · 📦 40 · ⏱️ 28.04.2022):
```
 pip install ibis-framework
```

Conda (📥 260K · ⏱️ 22.09.2022):

 conda install -c conda-forge ibis-framework

SQLAlchemy-Utils (🥈36 · ⭐ 1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3

GitHub (👨‍💻 110 · 🔀 300 · 📦 17K · 📋 400 - 44% open · ⏱️ 15.11.2022):
```
 git clone https://github.com/kvesteri/sqlalchemy-utils
```
PyPi (📥 4M / month · 📦 2K · ⏱️ 29.12.2021):
```
 pip install sqlalchemy-utils
```

Conda (📥 420K · ⏱️ 17.10.2022):

 conda install -c conda-forge sqlalchemy-utils

python-bigquery (🥈36 · ⭐ 530) - Google BigQuery API client library. Apache-2

GitHub (👨‍💻 120 · 🔀 200 · 📦 15K · 📋 520 - 18% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/googleapis/python-bigquery
```
PyPi (📥 60M / month · 📦 990 · ⏱️ 09.06.2022):
```
 pip install google-cloud-bigquery
```

Conda (📥 2.3M · ⏱️ 19.11.2022):

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

Motor (🥈35 · ⭐ 2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2

GitHub (👨‍💻 41 · 🔀 190 · 📦 41K · ⏱️ 21.11.2022):
```
 git clone https://github.com/mongodb/motor
```
PyPi (📥 4.9M / month · 📦 1.1K · ⏱️ 28.04.2022):
```
 pip install motor
```
Conda (📥 51K · ⏱️ 25.10.2022):
```
 conda install -c conda-forge motor
```

libcloud (🥈34 · ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2

GitHub (👨‍💻 450 · 🔀 890 · 📦 2.6K · 📋 180 - 37% open · ⏱️ 17.10.2022):
```
 git clone https://github.com/apache/libcloud
```
PyPi (📥 130K / month · 📦 850 · ⏱️ 26.05.2022):
```
 pip install apache-libcloud
```

s3fs (🥈34 · ⭐ 610) - S3 Filesystem. BSD-3

GitHub (👨‍💻 100 · 🔀 200 · 📦 10K · 📋 350 - 26% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/fsspec/s3fs
```
PyPi (📥 66M / month · 📦 510 · ⏱️ 19.05.2022):
```
 pip install s3fs
```
Conda (📥 4.8M · ⏱️ 10.11.2022):
```
 conda install -c conda-forge s3fs
```

Elasticsearch DSL (🥈33 · ⭐ 3.6K) - High level Python client for Elasticsearch. Apache-2

GitHub (👨‍💻 130 · 🔀 760 · 📥 150 · 📦 6.7K · 📋 1.3K - 10% open · ⏱️ 27.10.2022):
```
 git clone https://github.com/elastic/elasticsearch-dsl-py
```
PyPi (📥 2.6M / month · 📦 950 · ⏱️ 15.07.2021):
```
 pip install elasticsearch-dsl
```

Conda (📥 6.4K · ⏱️ 02.05.2022):

 conda install -c anaconda elasticsearch-dsl

AWS Data Wrangler (🥈33 · ⭐ 3.2K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2

GitHub (👨‍💻 120 · 🔀 540 · 📥 160K · 📋 800 - 4% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/awslabs/aws-data-wrangler
```
PyPi (📥 18M / month · 📦 34 · ⏱️ 28.06.2022):
```
 pip install awswrangler
```

Conda (📥 270K · ⏱️ 23.09.2022):

 conda install -c conda-forge awswrangler

PynamoDB (🥈33 · ⭐ 2K) - A pythonic interface to Amazons DynamoDB. MIT

GitHub (👨‍💻 99 · 🔀 410 · 📦 1.2K · 📋 590 - 44% open · ⏱️ 16.11.2022):
```
 git clone https://github.com/pynamodb/PynamoDB
```
PyPi (📥 1.5M / month · 📦 150 · ⏱️ 09.02.2022):
```
 pip install pynamodb
```
Conda (📥 220K · ⏱️ 28.11.2022):
```
 conda install -c conda-forge pynamodb
```

pygsheets (🥈33 · ⭐ 1.4K · 📈) - Google Sheets Python API v4. MIT

GitHub (👨‍💻 84 · 🔀 200 · 📦 1.4K · 📋 380 - 12% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/nithinmurali/pygsheets
```
PyPi (📥 1.3M / month · 📦 82 · ⏱️ 05.02.2021):
```
 pip install pygsheets
```

pandas-gbq (🥈33 · ⭐ 340) - Google BigQuery connector for pandas. BSD-3

GitHub (👨‍💻 40 · 🔀 110 · 📥 260 · 📦 4.9K · 📋 280 - 17% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/googleapis/python-bigquery-pandas
```
PyPi (📥 6.3M / month · 📦 290 · ⏱️ 09.06.2022):
```
 pip install pandas-gbq
```

Conda (📥 1.6M · ⏱️ 06.10.2022):

 conda install -c conda-forge pandas-gbq

Databases (🥉32 · ⭐ 3.2K) - Async database support for Python. BSD-3

GitHub (👨‍💻 46 · 🔀 220 · 📦 13K · 📋 300 - 41% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/encode/databases
```
PyPi (📥 330K / month · 📦 100 · ⏱️ 30.05.2022):
```
 pip install databases
```

Conda (📥 160K · ⏱️ 02.11.2022):

 conda install -c conda-forge databases

Prometheus Client (🥉32 · ⭐ 3.1K) - Prometheus instrumentation library for Python.. Apache-2

GitHub (👨‍💻 120 · 🔀 690 · 📋 440 - 14% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/prometheus/client_python
```
PyPi (📥 18M / month · 📦 540 · ⏱️ 08.04.2022):
```
 pip install prometheus_client
```

Conda (📥 8.4M · ⏱️ 13.10.2022):

 conda install -c conda-forge prometheus_client

mysqlclient (🥉32 · ⭐ 2.2K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0

GitHub (👨‍💻 73 · 🔀 380 · 📥 5.2K · 📋 300 - 6% open · ⏱️ 10.11.2022):
```
 git clone https://github.com/PyMySQL/mysqlclient
```
PyPi (📥 4.3M / month · 📦 7.1K · ⏱️ 22.06.2022):
```
 pip install mysqlclient
```

Conda (📥 200K · ⏱️ 28.10.2022):

 conda install -c conda-forge mysqlclient

PyPika (🥉32 · ⭐ 1.8K · 💤) - PyPika is a python SQL query builder that exposes the full.. Apache-2

GitHub (👨‍💻 90 · 🔀 230 · 📦 8.5K · 📋 370 - 33% open · ⏱️ 15.03.2022):
```
 git clone https://github.com/kayak/pypika
```
PyPi (📥 2.3M / month · 📦 64 · ⏱️ 15.03.2022):
```
 pip install pypika
```
Conda (📥 1.3K · ⏱️ 25.10.2021):
```
 conda install -c conda-forge pypika
```

neo4j-driver (🥉32 · ⭐ 760) - Neo4j Bolt driver for Python. Apache-2

GitHub (👨‍💻 41 · 🔀 170 · 📋 220 - 3% open · ⏱️ 25.11.2022):
```
 git clone https://github.com/neo4j/neo4j-python-driver
```
PyPi (📥 220K / month · 📦 230 · ⏱️ 07.07.2022):
```
 pip install neo4j-driver
```

Conda (📥 160K · ⏱️ 17.11.2022):

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

s3transfer (🥉32 · ⭐ 160) - Amazon S3 Transfer Manager for Python. Apache-2

GitHub (👨‍💻 33 · 🔀 110 · 📦 150K · 📋 74 - 56% open · ⏱️ 16.11.2022):
```
 git clone https://github.com/boto/s3transfer
```
PyPi (📥 200M / month · 📦 4.2K · ⏱️ 31.05.2022):
```
 pip install s3transfer
```

Conda (📥 13M · ⏱️ 31.05.2022):

 conda install -c conda-forge s3transfer

tortoise-orm (🥉31 · ⭐ 3.3K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2

GitHub (👨‍💻 120 · 🔀 280 · 📥 9 · 📋 820 - 44% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/tortoise/tortoise-orm
```
PyPi (📥 75K / month · 📦 53 · ⏱️ 20.05.2022):
```
 pip install tortoise-orm
```

Conda (📥 8.7K · ⏱️ 11.07.2022):

 conda install -c conda-forge tortoise-orm

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

GitHub (👨‍💻 140 · 🔀 500 · 📦 6.2K · 📋 520 - 27% open · ⏱️ 15.11.2022):
```
 git clone https://github.com/influxdata/influxdb-python
```
PyPi (📥 1.8M / month · 📦 1.2K · ⏱️ 11.11.2020):
```
 pip install influxdb
```
Conda (📥 99K · ⏱️ 12.11.2020):
```
 conda install -c conda-forge influxdb
```

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

GitHub (👨‍💻 180 · 🔀 500 · 📦 4.4K · ⏱️ 03.09.2022):
```
 git clone https://github.com/datastax/python-driver
```
PyPi (📥 1.5M / month · 📦 680 · ⏱️ 18.03.2021):
```
 pip install cassandra-driver
```

Conda (📥 140K · ⏱️ 07.11.2022):

 conda install -c conda-forge cassandra-driver

cx-Oracle (🥉31 · ⭐ 840) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3

GitHub (👨‍💻 17 · 🔀 340 · 📦 6.7K · 📋 620 - 5% open · ⏱️ 08.06.2022):
```
 git clone https://github.com/oracle/python-cx_Oracle
```
PyPi (📥 2.6M / month · 📦 280 · ⏱️ 04.11.2021):
```
 pip install cx-Oracle
```

Conda (📥 340K · ⏱️ 29.10.2022):

 conda install -c conda-forge cx_oracle

minio (🥉31 · ⭐ 570) - MinIO Client SDK for Python. Apache-2

GitHub (👨‍💻 110 · 🔀 260 · 📦 3.5K · 📋 480 - 1% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/minio/minio-py
```
PyPi (📥 1.8M / month · 📦 340 · ⏱️ 11.06.2022):
```
 pip install minio
```
Conda (📥 110K · ⏱️ 28.09.2022):
```
 conda install -c conda-forge minio
```

sqlmodel (🥉30 · ⭐ 9K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic

GitHub (👨‍💻 54 · 🔀 380 · 📋 340 - 59% open · ⏱️ 12.11.2022):
```
 git clone https://github.com/tiangolo/sqlmodel
```
PyPi (📥 380K / month · 📦 48 · ⏱️ 30.08.2022):
```
 pip install sqlmodel
```
Conda (📥 6.4K · ⏱️ 30.08.2022):
```
 conda install -c conda-forge sqlmodel
```

Pony (🥉30 · ⭐ 3.1K · 💤) - Pony Object Relational Mapper. Apache-2

GitHub (👨‍💻 23 · 🔀 220 · 📥 36 · 📦 2.8K · 📋 600 - 45% open · ⏱️ 25.05.2022):
```
 git clone https://github.com/ponyorm/pony
```
PyPi (📥 57K / month · 📦 350 · ⏱️ 27.01.2022):
```
 pip install pony
```
Conda (📥 79K · ⏱️ 28.01.2022):
```
 conda install -c conda-forge pony
```

py2neo (🥉30 · ⭐ 1.2K · 💤) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2

GitHub (👨‍💻 33 · 🔀 220 · 📋 780 - 2% open · ⏱️ 10.12.2021):
```
 git clone https://github.com/py2neo-org/py2neo
```
PyPi (📥 130K / month · 📦 620 · ⏱️ 14.10.2021):
```
 pip install py2neo
```
Conda (📥 52K · ⏱️ 14.10.2021):
```
 conda install -c conda-forge py2neo
```

redis-py-cluster (🥉30 · ⭐ 1.1K · 💤) - Python cluster client for the official redis cluster... MIT

GitHub (👨‍💻 72 · 🔀 300 · 📥 3.4K · 📦 1.3K · 📋 290 - 9% open · ⏱️ 12.03.2022):
```
 git clone https://github.com/grokzen/redis-py-cluster
```
PyPi (📥 2.2M / month · 📦 200 · ⏱️ 30.05.2021):
```
 pip install redis-py-cluster
```

pysolr (🥉29 · ⭐ 630 · 💤) - Pysolr Python Solr client. BSD-3

GitHub (👨‍💻 65 · 🔀 320 · 📦 2.8K · 📋 150 - 21% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/django-haystack/pysolr
```
PyPi (📥 180K / month · 📦 1.3K · ⏱️ 01.06.2022):
```
 pip install pysolr
```
Conda (📥 20K · ⏱️ 28.04.2020):
```
 conda install -c conda-forge pysolr
```

dataset (🥉28 · ⭐ 4.2K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT

GitHub (👨‍💻 76 · 🔀 280 · 📦 2.6K · 📋 280 - 6% open · ⏱️ 03.06.2022):
```
 git clone https://github.com/pudo/dataset
```
PyPi (📥 47K / month · 📦 560 · ⏱️ 16.12.2021):
```
 pip install dataset
```
Conda (📥 3.8K · ⏱️ 16.12.2021):
```
 conda install -c conda-forge dataset
```

HappyBase (🥉27 · ⭐ 600) - A developer-friendly Python library to interact with Apache HBase. MIT

GitHub (👨‍💻 19 · 🔀 160 · 📦 690 · 📋 220 - 14% open · ⏱️ 12.07.2022):
```
 git clone https://github.com/python-happybase/happybase
```
PyPi (📥 140K / month · 📦 230 · ⏱️ 14.05.2019):
```
 pip install happybase
```

Conda (📥 110K · ⏱️ 01.07.2019):

 conda install -c conda-forge happybase

umongo (🥉27 · ⭐ 420) - sync/async MongoDB ODM, yes. MIT

GitHub (👨‍💻 15 · 🔀 64 · 📦 8.5K · 📋 200 - 21% open · ⏱️ 21.09.2022):
```
 git clone https://github.com/Scille/umongo
```
PyPi (📥 170K / month · 📦 14 · ⏱️ 23.12.2021):
```
 pip install umongo
```
Conda (📥 2.7K · ⏱️ 23.12.2021):
```
 conda install -c conda-forge umongo
```

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

GitHub (👨‍💻 32 · 🔀 52 · 📦 1.9K · 📋 250 - 0% open · ⏱️ 10.03.2022):
```
 git clone https://github.com/cloudant/python-cloudant
```
PyPi (📥 69K / month · 📦 290 · ⏱️ 26.08.2021):
```
 pip install cloudant
```
Conda (📥 100K · ⏱️ 26.08.2021):
```
 conda install -c conda-forge cloudant
```

gino (🥉26 · ⭐ 2.5K · 💤) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3

GitHub (👨‍💻 46 · 🔀 150 · 📋 320 - 18% open · ⏱️ 12.02.2022):
```
 git clone https://github.com/python-gino/gino
```
PyPi (📥 23K / month · 📦 44 · ⏱️ 12.02.2022):
```
 pip install gino
```

piccolos (🥉26 · ⭐ 890) - A fast, user friendly ORM and query builder which supports asyncio. MIT

GitHub (👨‍💻 34 · 🔀 57 · 📦 120 · 📋 260 - 30% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/piccolo-orm/piccolo
```
PyPi (📥 7.6K / month · 📦 8 · ⏱️ 06.07.2022):
```
 pip install piccolo
```

prisma (🥉24 · ⭐ 890) - Prisma Client Python is an auto-generated and fully type-safe database.. Apache-2

GitHub (👨‍💻 18 · 🔀 42 · 📦 100 · 📋 270 - 52% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/RobertCraigie/prisma-client-py
```
PyPi (📥 4.3K / month · 📦 1 · ⏱️ 21.05.2022):
```
 pip install prisma
```

ODMantic (🥉22 · ⭐ 720) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC

GitHub (👨‍💻 17 · 🔀 68 · 📋 130 - 40% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/art049/odmantic
```
PyPi (📥 15K / month · 📦 1 · ⏱️ 01.06.2022):
```
 pip install odmantic
```

psycopg3 (🥉18 · ⭐ 840) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0

GitHub (👨‍💻 30 · 🔀 73 · 📋 240 - 13% open · ⏱️ 09.11.2022):
```
 git clone https://github.com/psycopg/psycopg
```

aioprometheus (🥉18 · ⭐ 130 · 💤) - A Prometheus Python client library for asyncio-based.. MIT

GitHub (👨‍💻 12 · 🔀 16 · 📦 110 · 📋 23 - 21% open · ⏱️ 24.05.2022):
```
 git clone https://github.com/claws/aioprometheus
```
PyPi (📥 100K / month · 📦 12 · ⏱️ 24.05.2022):
```
 pip install aioprometheus
```

PugSQL (🥉17 · ⭐ 560 · 💤) - A HugSQL-inspired database library for Python. Apache-2

GitHub (👨‍💻 12 · 🔀 19 · 📋 37 - 45% open · ⏱️ 27.05.2022):
```
 git clone https://github.com/mcfunley/pugsql
```
PyPi (📥 22K / month · 📦 1 · ⏱️ 13.03.2022):
```
 pip install pugsql
```

Show 13 hidden projects...

psycopg2 (🥈39 · ⭐ 2.8K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution
pyodbc (🥈33 · ⭐ 2.6K) - Python ODBC bridge. ❗️MIT-0
google-cloud-bigtable (🥉30 · ⭐ 38) - Google Cloud Bigtable API client library. Apache-2
Records (🥉29 · ⭐ 6.9K · 💀) - SQL for Humans. ISC
mongo-connector (🥉26 · ⭐ 1.9K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
pyhdb (🥉24 · ⭐ 300 · 💀) - SAP HANA Connector in pure Python. Apache-2
db.py (🥉23 · ⭐ 1.2K · 💀) - db.py is an easier way to interact with your databases. BSD-2
PyMODM (🥉22 · ⭐ 340 · 💀) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
filedepot (🥉21 · ⭐ 140 · 💀) - Toolkit for storing files and attachments in web applications. MIT
Queries (🥉19 · ⭐ 250 · 💀) - PostgreSQL database access simplified. BSD-3
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 (🥇43 · ⭐ 15K) - Faker is a Python package that generates fake data for you. MIT

GitHub (👨‍💻 490 · 🔀 1.7K · 📦 87K · 📋 600 - 3% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/joke2k/faker
```
PyPi (📥 6.7M / month · 📦 2.9K · ⏱️ 06.07.2022):
```
 pip install Faker
```
Conda (📥 690K · ⏱️ 01.12.2022):
```
 conda install -c conda-forge faker
```

Datasets (🥇42 · ⭐ 15K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2

GitHub (👨‍💻 470 · 🔀 1.9K · 📦 8.1K · 📋 2K - 24% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/huggingface/datasets
```
PyPi (📥 2.4M / month · 📦 220 · ⏱️ 15.06.2022):
```
 pip install datasets
```
Conda (📥 100K · ⏱️ 22.11.2022):
```
 conda install -c conda-forge datasets
```

xlwings (🥇37 · ⭐ 2.5K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3

GitHub (👨‍💻 57 · 🔀 440 · 📥 31K · 📦 26K · 📋 1.6K - 17% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/xlwings/xlwings
```
PyPi (📥 69K / month · 📦 620 · ⏱️ 06.07.2022):
```
 pip install xlwings
```
Conda (📥 510K · ⏱️ 31.10.2022):
```
 conda install -c conda-forge xlwings
```

xmltodict (🥈34 · ⭐ 5K · 💤) - Python module that makes working with XML feel like you are working.. MIT

GitHub (👨‍💻 49 · 🔀 460 · 📦 45K · 📋 220 - 29% open · ⏱️ 08.05.2022):
```
 git clone https://github.com/martinblech/xmltodict
```
PyPi (📥 21M / month · 📦 5.1K · ⏱️ 08.05.2022):
```
 pip install xmltodict
```

Conda (📥 2.1M · ⏱️ 08.05.2022):

 conda install -c conda-forge xmltodict

Tablib (🥈34 · ⭐ 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT

GitHub (👨‍💻 120 · 🔀 570 · 📦 18K · 📋 250 - 14% open · ⏱️ 31.10.2022):
```
 git clone https://github.com/jazzband/tablib
```
PyPi (📥 1.3M / month · 📦 1.3K · ⏱️ 09.04.2022):
```
 pip install tablib
```
Conda (📥 79K · ⏱️ 09.04.2022):
```
 conda install -c conda-forge tablib
```

python-magic (🥈34 · ⭐ 2.2K) - A python wrapper for libmagic. MIT

GitHub (👨‍💻 57 · 🔀 260 · 📦 34K · 📋 190 - 17% open · ⏱️ 24.10.2022):
```
 git clone https://github.com/ahupp/python-magic
```
PyPi (📥 6.2M / month · 📦 3.1K · ⏱️ 07.06.2022):
```
 pip install python-magic
```

Conda (📥 180K · ⏱️ 03.11.2022):

 conda install -c conda-forge python-magic

smart-open (🥈33 · ⭐ 2.7K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT

GitHub (👨‍💻 100 · 🔀 340 · 📋 380 - 19% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/RaRe-Technologies/smart_open
```
PyPi (📥 12M / month · 📦 480 · ⏱️ 24.04.2022):
```
 pip install smart-open
```

Conda (📥 1.4M · ⏱️ 14.09.2022):

 conda install -c conda-forge smart_open

csvkit (🥈32 · ⭐ 5.2K) - A suite of utilities for converting to and working with CSV, the king of.. MIT

GitHub (👨‍💻 100 · 🔀 570 · 📦 1.2K · 📋 860 - 7% open · ⏱️ 08.09.2022):
```
 git clone https://github.com/wireservice/csvkit
```
PyPi (📥 150K / month · 📦 370 · ⏱️ 06.03.2022):
```
 pip install csvkit
```
Conda (📥 76K · ⏱️ 20.03.2022):
```
 conda install -c conda-forge csvkit
```

gdown (🥈31 · ⭐ 2.6K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT

GitHub (👨‍💻 15 · 🔀 240 · 📦 11K · 📋 120 - 18% open · ⏱️ 25.11.2022):
```
 git clone https://github.com/wkentaro/gdown
```
PyPi (📥 690K / month · 📦 210 · ⏱️ 26.06.2022):
```
 pip install gdown
```
Conda (📥 120K · ⏱️ 25.11.2022):
```
 conda install -c conda-forge gdown
```

snorkel (🥈30 · ⭐ 5.3K) - A system for quickly generating training data with weak supervision. Apache-2

GitHub (👨‍💻 78 · 🔀 830 · 📥 990 · 📦 220 · 📋 970 - 2% open · ⏱️ 31.10.2022):
```
 git clone https://github.com/snorkel-team/snorkel
```
PyPi (📥 58K / month · 📦 12 · ⏱️ 19.11.2021):
```
 pip install snorkel
```
Conda (📥 35K · ⏱️ 29.07.2022):
```
 conda install -c conda-forge snorkel
```

pandas-datareader (🥈30 · ⭐ 2.5K · 💤) - Extract data from a wide range of Internet sources.. BSD-3

GitHub (👨‍💻 85 · 🔀 600 · 📋 500 - 21% open · ⏱️ 16.03.2022):
```
 git clone https://github.com/pydata/pandas-datareader
```
PyPi (📥 550K / month · 📦 790 · ⏱️ 13.07.2021):
```
 pip install pandas-datareader
```

Conda (📥 230K · ⏱️ 14.07.2021):

 conda install -c conda-forge pandas-datareader

SDV (🥈30 · ⭐ 1.2K) - Synthetic Data Generation for tabular, relational and time series data. MIT

GitHub (👨‍💻 41 · 🔀 180 · 📦 120 · 📋 660 - 20% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/sdv-dev/SDV
```
PyPi (📥 34K / month · 📦 5 · ⏱️ 01.07.2022):
```
 pip install sdv
```
Conda (📥 5.5K · ⏱️ 30.09.2022):
```
 conda install -c conda-forge sdv
```

Intake (🥉29 · ⭐ 840) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2

GitHub (👨‍💻 79 · 🔀 120 · 📦 670 · 📋 330 - 29% open · ⏱️ 10.11.2022):
```
 git clone https://github.com/intake/intake
```
PyPi (📥 31K / month · 📦 100 · ⏱️ 09.01.2022):
```
 pip install intake
```
Conda (📥 280K · ⏱️ 26.08.2022):
```
 conda install -c conda-forge intake
```

textract (🥉27 · ⭐ 3.3K · 💤) - extract text from any document. no muss. no fuss. MIT

GitHub (👨‍💻 40 · 🔀 490 · 📋 220 - 40% open · ⏱️ 10.03.2022):
```
 git clone https://github.com/deanmalmgren/textract
```
PyPi (📥 120K / month · 📦 120 · ⏱️ 10.03.2022):
```
 pip install textract
```
Conda (📥 18K · ⏱️ 10.03.2022):
```
 conda install -c conda-forge textract
```

img2dataset (🥉24 · ⭐ 1.2K) - Easily turn large sets of image urls to an image dataset. Can.. MIT

GitHub (👨‍💻 15 · 🔀 120 · 📥 570 · 📦 20 · 📋 140 - 40% open · ⏱️ 26.11.2022):
```
 git clone https://github.com/rom1504/img2dataset
```
PyPi (📥 28K / month · 📦 1 · ⏱️ 27.06.2022):
```
 pip install img2dataset
```

rows (🥉23 · ⭐ 830) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0

GitHub (👨‍💻 31 · 🔀 140 · 📥 38 · 📦 150 · 📋 310 - 52% open · ⏱️ 14.11.2022):
```
 git clone https://github.com/turicas/rows
```
PyPi (📥 1.2K / month · 📦 29 · ⏱️ 14.02.2019):
```
 pip install rows
```

datatest (🥉21 · ⭐ 270 · 💤) - Tools for test driven data-wrangling and data validation. Apache-2

GitHub (👨‍💻 7 · 🔀 13 · 📦 83 · 📋 56 - 23% open · ⏱️ 05.12.2021):
```
 git clone https://github.com/shawnbrown/datatest
```
PyPi (📥 9.7K / month · 📦 3 · ⏱️ 04.01.2021):
```
 pip install datatest
```

Upgini (🥉19 · ⭐ 160) - Free automated data enrichment library for machine learning searches.. BSD-3

GitHub (👨‍💻 9 · 🔀 19 · 📦 1 · ⏱️ 01.12.2022):
```
 git clone https://github.com/upgini/upgini
```
PyPi (📥 2.9K / month · ⏱️ 30.06.2022):
```
 pip install upgini
```

Squirrel (🥉15 · ⭐ 250) - A Python library that enables ML teams to share, load, and transform.. Apache-2

GitHub (👨‍💻 12 · 🔀 4 · 📋 4 - 75% open · ⏱️ 17.11.2022):

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

PyPi (📥 680 / month · ⏱️ 06.07.2022):
```
 pip install squirrel-core
```

Conda (📦 1 · ⏱️ 18.11.2022):

 conda install -c anaconda squirrel-core

Show 11 hidden projects...

xlrd (🥈32 · ⭐ 2K · 💀) - Please use openpyxl where you can... BSD-3
PDFMiner (🥈30 · ⭐ 4.9K · 💀) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
tabulator-py (🥉28 · ⭐ 230 · 💀) - Python library for reading and writing tabular data via streams. MIT
messytables (🥉25 · ⭐ 380 · 💀) - Tools for parsing messy tabular data. This is now superseded by.. MIT
camelot (🥉23 · ⭐ 1.7K · 💀) - A Python library to extract tabular data from PDFs. MIT
Singer (🥉23 · ⭐ 1K · 💀) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0
pyexcel-xlsx (🥉23 · ⭐ 110 · 💀) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
deepdish (🥉22 · ⭐ 260 · 💀) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
borb (🥉21 · ⭐ 2.9K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed
excalibur (🥉20 · ⭐ 1.2K · 💀) - A web interface to extract tabular data from PDFs. MIT
csvs-to-sqlite (🥉16 · ⭐ 720 · 💀) - Convert CSV files into a SQLite database. Apache-2

Data Pipelines & Streaming

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

Airflow (🥇47 · ⭐ 29K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2

GitHub (👨‍💻 2.6K · 🔀 12K · 📥 390K · 📦 4.6K · 📋 6.6K - 12% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/apache/airflow
```
PyPi (📥 11M / month · ⏱️ 14.11.2022):
```
 pip install apache-airflow
```
Conda (📥 810K · ⏱️ 15.11.2022):
```
 conda install -c conda-forge airflow
```
Docker Hub (📥 93M · ⭐ 400 · ⏱️ 27.11.2022):
```
 docker pull apache/airflow
```

Celery (🥇45 · ⭐ 21K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3

GitHub (👨‍💻 1.3K · 🔀 4.4K · 📦 80K · 📋 4.8K - 11% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/celery/celery
```
PyPi (📥 5.9M / month · 📦 15K · ⏱️ 29.06.2022):
```
 pip install celery
```
Conda (📥 1M · ⏱️ 29.05.2022):
```
 conda install -c conda-forge celery
```

Prefect (🥇42 · ⭐ 11K) - The easiest way to coordinate your dataflow. Apache-2

GitHub (👨‍💻 320 · 🔀 1.1K · 📦 1.4K · 📋 3.1K - 24% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/PrefectHQ/prefect
```
PyPi (📥 510K / month · 📦 71 · ⏱️ 05.07.2022):
```
 pip install prefect
```
Conda (📥 360K · ⏱️ 23.11.2022):
```
 conda install -c conda-forge prefect
```

Beam (🥇41 · ⭐ 6.1K) - Unified programming model to define and execute data processing.. Apache-2

GitHub (👨‍💻 1.4K · 🔀 3.7K · 📋 5.1K - 82% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/apache/beam
```
PyPi (📥 6.5M / month · 📦 160 · ⏱️ 27.06.2022):
```
 pip install apache-beam
```

Conda (📥 28K · ⏱️ 20.11.2022):

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

rq (🥇39 · ⭐ 8.6K) - Simple job queues for Python. BSD-3

GitHub (👨‍💻 280 · 🔀 1.3K · 📦 11K · 📋 1K - 19% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/rq/rq
```
PyPi (📥 800K / month · 📦 1.7K · ⏱️ 07.12.2021):
```
 pip install rq
```
Conda (📥 82K · ⏱️ 30.06.2021):
```
 conda install -c conda-forge rq
```

Dagster (🥈38 · ⭐ 5.9K) - An orchestration platform for the development, production, and.. Apache-2

GitHub (👨‍💻 250 · 🔀 740 · 📦 640 · 📋 4.9K - 27% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/dagster-io/dagster
```
PyPi (📥 520K / month · 📦 85 · ⏱️ 06.07.2022):
```
 pip install dagster
```
Conda (📥 730K · ⏱️ 27.11.2022):
```
 conda install -c conda-forge dagster
```

joblib (🥈38 · ⭐ 3K) - Computing with Python functions. BSD-3

GitHub (👨‍💻 110 · 🔀 350 · 📦 230K · 📋 780 - 47% open · ⏱️ 25.11.2022):
```
 git clone https://github.com/joblib/joblib
```
PyPi (📥 23M / month · 📦 5.3K · ⏱️ 20.09.2022):
```
 pip install joblib
```
Conda (📥 14M · ⏱️ 10.10.2022):
```
 conda install -c conda-forge joblib
```

luigi (🥈37 · ⭐ 16K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2

GitHub (👨‍💻 600 · 🔀 2.3K · 📦 1.9K · 📋 980 - 10% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/spotify/luigi
```
PyPi (📥 580K / month · 📦 400 · ⏱️ 20.06.2022):
```
 pip install luigi
```
Conda (📥 12K · 📦 2 · ⏱️ 02.05.2022):
```
 conda install -c anaconda luigi
```

Kedro (🥈36 · ⭐ 7.9K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2

GitHub (👨‍💻 180 · 🔀 730 · 📦 1.2K · 📋 1K - 19% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/kedro-org/kedro
```
PyPi (📥 510K / month · 📦 40 · ⏱️ 09.05.2022):
```
 pip install kedro
```

Great Expectations (🥈36 · ⭐ 7.7K) - Always know what to expect from your data. Apache-2

GitHub (👨‍💻 340 · 🔀 1.1K · 📋 1.5K - 16% open · ⏱️ 01.12.2022):

 git clone https://github.com/great-expectations/great_expectations

PyPi (📥 6.2M / month · ⏱️ 04.11.2022):
```
 pip install great_expectations
```

Conda (📥 530K · ⏱️ 18.11.2022):

 conda install -c conda-forge great-expectations

dbt (🥈36 · ⭐ 6.1K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2

GitHub (👨‍💻 250 · 🔀 1.1K · 📥 690 · 📦 900 · 📋 3.4K - 11% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/dbt-labs/dbt-core
```
PyPi (📥 130K / month · 📦 30 · ⏱️ 06.12.2021):
```
 pip install dbt
```
Conda (📥 220K · ⏱️ 09.12.2021):
```
 conda install -c conda-forge dbt
```

petl (🥈32 · ⭐ 1.1K) - Python Extract Transform and Load Tables of Data. MIT

GitHub (👨‍💻 58 · 🔀 180 · 📦 860 · 📋 450 - 17% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/petl-developers/petl
```
PyPi (📥 280K / month · 📦 79 · ⏱️ 08.06.2022):
```
 pip install petl
```
Conda (📥 150K · ⏱️ 23.11.2022):
```
 conda install -c conda-forge petl
```

Activeloop (🥈31 · ⭐ 5K) - Data Lake for Deep Learning. Build, manage, query, version, &.. MPL-2.0

GitHub (👨‍💻 110 · 🔀 410 · 📋 400 - 11% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/activeloopai/Hub
```
PyPi (📥 5.5K / month · 📦 53 · ⏱️ 28.06.2022):
```
 pip install hub
```

ploomber (🥈31 · ⭐ 2.8K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2

GitHub (👨‍💻 70 · 🔀 200 · 📦 61 · 📋 810 - 16% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/ploomber/ploomber
```
PyPi (📥 7.6K / month · 📦 5 · ⏱️ 04.07.2022):
```
 pip install ploomber
```
Conda (📥 41K · ⏱️ 09.11.2022):
```
 conda install -c conda-forge ploomber
```

mleap (🥈31 · ⭐ 1.4K) - MLeap: Deploy ML Pipelines to Production. Apache-2

GitHub (👨‍💻 79 · 🔀 300 · 📦 200 · 📋 450 - 21% open · ⏱️ 03.11.2022):
```
 git clone https://github.com/combust/mleap
```
PyPi (📥 97K / month · 📦 26 · ⏱️ 04.04.2022):
```
 pip install mleap
```
Conda (📥 58K · ⏱️ 03.11.2022):
```
 conda install -c conda-forge mleap
```

huey (🥈30 · ⭐ 4.3K) - a little task queue for python. MIT

GitHub (👨‍💻 66 · 🔀 360 · 📦 1K · 📋 530 - 0% open · ⏱️ 21.10.2022):
```
 git clone https://github.com/coleifer/huey
```
PyPi (📥 91K / month · 📦 170 · ⏱️ 28.12.2021):
```
 pip install huey
```
Conda (📥 28K · ⏱️ 16.10.2019):
```
 conda install -c conda-forge huey
```

arq (🥉28 · ⭐ 1.4K) - Fast job queuing and RPC in python with asyncio and redis. MIT

GitHub (👨‍💻 51 · 🔀 120 · 📦 270 · 📋 160 - 30% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/samuelcolvin/arq
```
PyPi (📥 35K / month · 📦 13 · ⏱️ 09.03.2022):
```
 pip install arq
```
Conda (📥 4.8K · ⏱️ 05.09.2022):
```
 conda install -c conda-forge arq
```

zenml (🥉27 · ⭐ 2.5K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2

GitHub (👨‍💻 55 · 🔀 240 · 📥 1 · 📋 140 - 17% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/zenml-io/zenml
```
PyPi (📥 6.4K / month · ⏱️ 28.06.2022):
```
 pip install zenml
```

PyFunctional (🥉26 · ⭐ 2.1K) - Python library for creating data pipelines with chain functional.. MIT

GitHub (👨‍💻 27 · 🔀 120 · 📦 500 · 📋 130 - 6% open · ⏱️ 12.10.2022):
```
 git clone https://github.com/EntilZha/PyFunctional
```
PyPi (📥 280K / month · 📦 15 · ⏱️ 12.01.2021):
```
 pip install pyfunctional
```

whylogs (🥉26 · ⭐ 1.9K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2

GitHub (👨‍💻 21 · 🔀 83 · 📥 68 · 📋 290 - 17% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/whylabs/whylogs
```
PyPi (📥 34K / month · 📦 2 · ⏱️ 06.07.2022):
```
 pip install whylogs
```

Optimus (🥉26 · ⭐ 1.3K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark

GitHub (👨‍💻 26 · 🔀 220 · 📋 220 - 4% open · ⏱️ 17.10.2022):
```
 git clone https://github.com/hi-primus/optimus
```
PyPi (📥 36K / month · ⏱️ 30.05.2019):
```
 pip install optimuspyspark
```

dbnd (🥉26 · ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2

GitHub (👨‍💻 61 · 🔀 27 · 📦 32 · 📋 5 - 20% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/databand-ai/dbnd
```
PyPi (📥 57K / month · 📦 23 · ⏱️ 06.07.2022):
```
 pip install dbnd
```

streamparse (🥉25 · ⭐ 1.5K) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2

GitHub (👨‍💻 43 · 🔀 220 · 📦 55 · 📋 330 - 21% open · ⏱️ 18.07.2022):
```
 git clone https://github.com/Parsely/streamparse
```
PyPi (📥 4.3K / month · 📦 27 · ⏱️ 10.01.2022):
```
 pip install streamparse
```

TaskTiger (🥉24 · ⭐ 1.2K) - Python task queue using Redis. MIT

GitHub (👨‍💻 25 · 🔀 68 · 📦 23 · 📋 75 - 50% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/closeio/tasktiger
```
PyPi (📥 1.7K / month · 📦 10 · ⏱️ 02.12.2021):
```
 pip install tasktiger
```

pysparkling (🥉24 · ⭐ 250) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT

GitHub (👨‍💻 10 · 🔀 48 · 📦 140 · 📋 30 - 30% open · ⏱️ 13.11.2022):
```
 git clone https://github.com/svenkreiss/pysparkling
```
PyPi (📥 14K / month · 📦 8 · ⏱️ 10.01.2021):
```
 pip install pysparkling
```

Conda (📥 3.7K · ⏱️ 23.03.2021):

 conda install -c conda-forge pysparkling

BatchFlow (🥉22 · ⭐ 180) - BatchFlow helps you conveniently work with random or sequential.. Apache-2

GitHub (👨‍💻 32 · 🔀 42 · 📦 3 · 📋 110 - 29% open · ⏱️ 10.11.2022):
```
 git clone https://github.com/analysiscenter/batchflow
```
PyPi (📥 490 / month · ⏱️ 07.07.2022):
```
 pip install batchflow
```

Pypeline (🥉21 · ⭐ 1.4K) - Concurrent data pipelines in Python . MIT

GitHub (👨‍💻 13 · 🔀 82 · 📋 61 - 27% open · ⏱️ 23.06.2022):
```
 git clone https://github.com/cgarciae/pypeln
```
PyPi (📥 17K / month · 📦 9 · ⏱️ 06.01.2022):
```
 pip install pypeln
```
Conda (📥 12K · ⏱️ 06.01.2022):
```
 conda install -c conda-forge pypeln
```

Databolt Flow (🥉20 · ⭐ 950) - Python library for building highly effective data science workflows. MIT

GitHub (👨‍💻 13 · 🔀 73 · 📦 20 · 📋 24 - 45% open · ⏱️ 26.10.2022):
```
 git clone https://github.com/d6t/d6tflow
```
PyPi (📥 200 / month · ⏱️ 06.10.2021):
```
 pip install d6tflow
```

pdpipe (🥉20 · ⭐ 690) - Easy pipelines for pandas DataFrames. MIT

GitHub (👨‍💻 11 · 🔀 44 · 📦 45 · 📋 52 - 30% open · ⏱️ 26.09.2022):
```
 git clone https://github.com/pdpipe/pdpipe
```
PyPi (📥 1.4K / month · 📦 6 · ⏱️ 04.07.2022):
```
 pip install pdpipe
```
Conda (📥 16K · ⏱️ 24.09.2022):
```
 conda install -c conda-forge pdpipe
```

Mara Pipelines (🥉19 · ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT

GitHub (👨‍💻 17 · 🔀 94 · 📋 42 - 61% open · ⏱️ 10.10.2022):
```
 git clone https://github.com/mara/mara-pipelines
```
PyPi (📥 210 / month · ⏱️ 29.05.2022):
```
 pip install mara-pipelines
```

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

GitHub (👨‍💻 17 · 🔀 460 · 📦 28 · 📋 100 - 74% open · ⏱️ 21.03.2022):
```
 git clone https://github.com/databricks/spark-deep-learning
```

flupy (🥉19 · ⭐ 170) - Fluent data pipelines for python and your shell. MIT

GitHub (👨‍💻 6 · 🔀 12 · 📋 12 - 8% open · ⏱️ 24.10.2022):
```
 git clone https://github.com/olirice/flupy
```
PyPi (📥 98K / month · 📦 1 · ⏱️ 15.10.2021):
```
 pip install flupy
```

riko (🥉17 · ⭐ 1.6K · 💤) - A Python stream processing engine modeled after Yahoo! Pipes. MIT

GitHub (👨‍💻 18 · 🔀 76 · 📋 30 - 73% open · ⏱️ 28.12.2021):
```
 git clone https://github.com/nerevu/riko
```
PyPi (📥 30 / month · 📦 1 · ⏱️ 28.12.2021):
```
 pip install riko
```

bodywork-core (🥉16 · ⭐ 400) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0

GitHub (👨‍💻 4 · 🔀 17 · 📦 10 · 📋 77 - 25% open · ⏱️ 04.07.2022):
```
 git clone https://github.com/bodywork-ml/bodywork-core
```
PyPi (📥 44 / month · ⏱️ 04.07.2022):
```
 pip install bodywork
```

datajob (🥉15 · ⭐ 100) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2

GitHub (👨‍💻 7 · 🔀 18 · 📋 57 - 29% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/vincentclaes/datajob
```
PyPi (📥 88 / month · ⏱️ 13.08.2021):
```
 pip install datajob
```

RasgoQL (🥉13 · ⭐ 260) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0

GitHub (👨‍💻 10 · 🔀 10 · 📋 26 - 42% open · ⏱️ 05.07.2022):
```
 git clone https://github.com/rasgointelligence/RasgoQL
```
PyPi (📥 29 / month · ⏱️ 05.07.2022):
```
 pip install rasgoql
```

Show 7 hidden projects...

mrjob (🥈32 · ⭐ 2.6K · 💀) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
faust (🥉29 · ⭐ 6.4K · 💀) - Python Stream Processing. BSD-3
bonobo (🥉24 · ⭐ 1.5K · 💀) - Extract Transform Load for Python 3.5+. Apache-2
dpark (🥉22 · ⭐ 2.7K · 💀) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark
mrq (🥉20 · ⭐ 870 · 💀) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
kale (🥉17 · ⭐ 580 · 💀) - Kubeflows superfood for Data Scientists. Apache-2 jupyter
Botflow (🥉15 · ⭐ 1.2K · 💀) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3

File Formats

PyYAML (🥇36 · ⭐ 2K) - Canonical source repository for PyYAML. MIT

GitHub (👨‍💻 40 · 🔀 420 · 📦 610K · 📋 520 - 48% open · ⏱️ 13.09.2022):
```
 git clone https://github.com/yaml/pyyaml
```
PyPi (📥 160M / month · 📦 71K · ⏱️ 13.10.2021):
```
 pip install pyyaml
```
Conda (📥 27M · ⏱️ 09.11.2022):
```
 conda install -c conda-forge pyyaml
```

XlsxWriter (🥉35 · ⭐ 3.1K) - A Python module for creating Excel XLSX files. BSD-2

GitHub (👨‍💻 47 · 🔀 590 · 📦 53K · 📋 810 - 1% open · ⏱️ 01.11.2022):
```
 git clone https://github.com/jmcnamara/XlsxWriter
```
PyPi (📥 11M / month · 📦 3.7K · ⏱️ 27.02.2022):
```
 pip install xlsxwriter
```

Conda (📥 2.3M · ⏱️ 27.02.2022):

 conda install -c conda-forge xlsxwriter

jmespath (🥉33 · ⭐ 1.7K) - JMESPath is a query language for JSON. MIT

GitHub (👨‍💻 29 · 🔀 160 · 📋 130 - 41% open · ⏱️ 17.06.2022):
```
 git clone https://github.com/jmespath/jmespath.py
```
PyPi (📥 110M / month · 📦 6.8K · ⏱️ 17.06.2022):
```
 pip install jmespath
```
Conda (📥 13M · ⏱️ 18.06.2022):
```
 conda install -c conda-forge jmespath
```

Code Inspection

deepdiff (🥇35 · ⭐ 1.5K) - DeepDiff: Deep Difference and search of any Python object/data... MIT

GitHub (👨‍💻 66 · 🔀 180 · 📦 4.2K · 📋 220 - 26% open · ⏱️ 18.10.2022):
```
 git clone https://github.com/seperman/deepdiff
```
PyPi (📥 6.7M / month · 📦 640 · ⏱️ 10.04.2022):
```
 pip install deepdiff
```
Conda (📥 190K · ⏱️ 18.10.2022):
```
 conda install -c conda-forge deepdiff
```

typing_inspect (🥉25 · ⭐ 280) - Runtime inspection utilities for Python typing module. MIT

GitHub (👨‍💻 17 · 🔀 24 · 📋 50 - 32% open · ⏱️ 21.11.2022):
```
 git clone https://github.com/ilevkivskyi/typing_inspect
```
PyPi (📥 13M / month · 📦 220 · ⏱️ 07.06.2021):
```
 pip install typing_inspect
```

Conda (📥 1.2M · ⏱️ 09.06.2021):

 conda install -c conda-forge typing_inspect

Show 2 hidden projects...

importlib-resources (🥈30 · ⭐ 34) - Read resources from Python packages. Apache-2
entrypoints (🥉24 · ⭐ 69 · 💤) - Discover and load entry points from installed packages. MIT

General Utilities

attrs (🥇41 · ⭐ 4.5K · 📈) - Python Classes Without Boilerplate. MIT

GitHub (👨‍💻 140 · 🔀 320 · 📦 530K · 📋 600 - 17% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/python-attrs/attrs
```
PyPi (📥 140M / month · 📦 17K · ⏱️ 29.12.2021):
```
 pip install attrs
```
Conda (📥 22M · ⏱️ 31.07.2022):
```
 conda install -c conda-forge attrs
```

more-itertools (🥇38 · ⭐ 2.8K) - More routines for operating on iterables, beyond itertools. MIT

GitHub (👨‍💻 92 · 🔀 220 · 📥 2.5K · 📋 230 - 5% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/more-itertools/more-itertools
```
PyPi (📥 32M / month · 📦 8.4K · ⏱️ 06.05.2022):
```
 pip install more-itertools
```

Conda (📥 10M · ⏱️ 18.10.2022):

 conda install -c conda-forge more-itertools

toolz (🥈36 · ⭐ 4.1K · 📈) - A functional standard library for Python. BSD-3

GitHub (👨‍💻 74 · 🔀 250 · 📦 74K · 📋 250 - 44% open · ⏱️ 03.11.2022):
```
 git clone https://github.com/pytoolz/toolz
```
PyPi (📥 18M / month · 📦 3.3K · ⏱️ 06.11.2021):
```
 pip install toolz
```
Conda (📥 11M · ⏱️ 10.07.2022):
```
 conda install -c conda-forge toolz
```

python-dependency-injector (🥈33 · ⭐ 2.5K) - Dependency injection framework for Python. BSD-3

GitHub (👨‍💻 24 · 🔀 180 · 📦 1.4K · 📋 440 - 24% open · ⏱️ 04.08.2022):
```
 git clone https://github.com/ets-labs/python-dependency-injector
```
PyPi (📥 730K / month · 📦 61 · ⏱️ 30.03.2022):
```
 pip install dependency-injector
```

Conda (📥 15K · ⏱️ 01.11.2022):

 conda install -c conda-forge dependency_injector

boltons (🥈32 · ⭐ 5.9K · 💤) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3

GitHub (👨‍💻 76 · 🔀 320 · 📥 23 · 📦 2.7K · 📋 160 - 40% open · ⏱️ 29.04.2022):
```
 git clone https://github.com/mahmoud/boltons
```
PyPi (📥 2.1M / month · 📦 400 · ⏱️ 17.05.2021):
```
 pip install boltons
```
Conda (📥 720K · ⏱️ 27.05.2021):
```
 conda install -c conda-forge boltons
```

tenacity (🥈31 · ⭐ 4.3K) - Retrying library for Python. Apache-2

GitHub (👨‍💻 73 · 🔀 210 · 📋 220 - 39% open · ⏱️ 21.09.2022):
```
 git clone https://github.com/jd/tenacity
```
PyPi (📥 20M / month · 📦 960 · ⏱️ 12.07.2021):
```
 pip install tenacity
```
Conda (📥 3.5M · ⏱️ 22.09.2022):
```
 conda install -c conda-forge tenacity
```

funcy (🥉29 · ⭐ 2.9K) - A fancy and practical functional tools. BSD-3

GitHub (👨‍💻 31 · 🔀 130 · 📦 6.1K · 📋 72 - 9% open · ⏱️ 25.08.2022):
```
 git clone https://github.com/Suor/funcy
```
PyPi (📥 1.3M / month · 📦 580 · ⏱️ 20.12.2021):
```
 pip install funcy
```
Conda (📥 260K · ⏱️ 21.12.2021):
```
 conda install -c conda-forge funcy
```

returns (🥉29 · ⭐ 2.5K) - Make your functions return something meaningful, typed, and safe!. BSD-2

GitHub (👨‍💻 42 · 🔀 92 · 📦 230 · 📋 400 - 14% open · ⏱️ 15.11.2022):
```
 git clone https://github.com/dry-python/returns
```
PyPi (📥 45K / month · 📦 31 · ⏱️ 13.03.2022):
```
 pip install returns
```
Conda (📥 3.8K · ⏱️ 13.03.2022):
```
 conda install -c conda-forge returns
```

natsort (🥉28 · ⭐ 700) - Simple yet flexible natural sorting in Python. MIT

GitHub (👨‍💻 20 · 🔀 40 · 📦 15K · 📋 80 - 2% open · ⏱️ 01.09.2022):
```
 git clone https://github.com/SethMMorton/natsort
```
PyPi (📥 3.5M / month · 📦 1K · ⏱️ 31.01.2022):
```
 pip install natsort
```
Conda (📥 980K · ⏱️ 02.09.2022):
```
 conda install -c conda-forge natsort
```

ubelt (🥉24 · ⭐ 640) - A Python utility library with a stdlib like feel and extra batteries... Apache-2

GitHub (👨‍💻 4 · 🔀 43 · 📦 1.9K · 📋 11 - 36% open · ⏱️ 05.09.2022):
```
 git clone https://github.com/Erotemic/ubelt
```
PyPi (📥 21K / month · 📦 52 · ⏱️ 01.07.2022):
```
 pip install ubelt
```
Conda (📥 30K · ⏱️ 30.10.2022):
```
 conda install -c conda-forge ubelt
```

pampy (🥉22 · ⭐ 3.5K · 💤) - Pampy: The Pattern Matching for Python you always dreamed of. MIT

GitHub (👨‍💻 10 · 🔀 130 · 📦 280 · 📋 38 - 60% open · ⏱️ 29.03.2022):
```
 git clone https://github.com/santinic/pampy
```
PyPi (📥 35K / month · 📦 31 · ⏱️ 07.11.2019):
```
 pip install pampy
```

Show 4 hidden projects...

retrying (🥉28 · ⭐ 1.8K · 💀) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
ratelimit (🥉24 · ⭐ 560 · 💀) - API Rate Limit Decorator. MIT
CommonRegex (🥉22 · ⭐ 1.5K · 💀) - A collection of common regular expressions bundled with an easy.. MIT
pinject (🥉22 · ⭐ 1.3K · 💀) - A pythonic dependency injection library. Apache-2

Python Implementations

cpython (🥇41 · ⭐ 49K) - The Python programming language. MIT

GitHub (👨‍💻 2.3K · 🔀 25K · 📋 63K - 12% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/python/cpython
```
PyPi (📥 92K / month · ⏱️ 22.07.2020):
```
 pip install cpython
```
Conda (📥 1.7M · ⏱️ 01.05.2021):
```
 conda install -c conda-forge typing
```
npm (📦 1 · ⏱️ 03.08.2017):
```
 npm install @buckpkg/python
```

micropython (🥈33 · ⭐ 16K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0

GitHub (👨‍💻 530 · 🔀 5.9K · 📥 53K · 📋 4.8K - 30% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/micropython/micropython
```
PyPi (📦 14 · ⏱️ 10.10.2016):
```
 pip install micropython-_markupbase
```

pyston (🥈25 · ⭐ 2.3K) - A faster and highly-compatible implementation of the Python.. Apache-2

GitHub (👨‍💻 1K · 🔀 79 · 📥 14K · 📋 85 - 43% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/pyston/pyston
```

Show 3 hidden projects...

grumpy (🥉20 · ⭐ 11K · 💀) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2
stackless (🥉17 · ⭐ 880 · 💀) - The Stackless Python programming language. ❗Unlicensed
cl-python (🥉11 · ⭐ 340 · 💤) - An implementation of Python in Common Lisp. ❗Unlicensed

Others

Pygments (🥇43 · ⭐ 1.1K) - Pygments is a generic syntax highlighter written in Python. BSD-2

GitHub (👨‍💻 750 · 🔀 470 · 📦 400K · 📋 1.7K - 23% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/pygments/pygments
```
PyPi (📥 38M / month · 📦 36K · ⏱️ 15.08.2022):
```
 pip install pygments
```
Conda (📥 17M · ⏱️ 16.08.2022):
```
 conda install -c conda-forge pygments
```

pyparsing (🥇37 · ⭐ 1.7K) - Python library for creating PEG parsers. MIT

GitHub (👨‍💻 51 · 🔀 230 · 📥 7.4K · 📦 660K · 📋 280 - 12% open · ⏱️ 11.11.2022):
```
 git clone https://github.com/pyparsing/pyparsing
```
PyPi (📥 130M / month · 📦 31K · ⏱️ 10.05.2022):
```
 pip install pyparsing
```

Conda (📥 30M · ⏱️ 14.07.2022):

 conda install -c conda-forge pyparsing

cookiecutter (🥇36 · ⭐ 18K) - A cross-platform command-line utility that creates projects from.. BSD-3

GitHub (👨‍💻 280 · 🔀 1.7K · 📦 15K · 📋 810 - 30% open · ⏱️ 09.09.2022):
```
 git clone https://github.com/cookiecutter/cookiecutter
```
PyPi (📥 2.4M / month · 📦 1.5K · ⏱️ 01.06.2022):
```
 pip install cookiecutter
```

Conda (📥 500K · ⏱️ 01.06.2022):

 conda install -c conda-forge cookiecutter

pycparser (🥇36 · ⭐ 2.7K) - Complete C99 parser in pure Python. BSD-3

GitHub (👨‍💻 78 · 🔀 550 · 📦 440K · 📋 310 - 7% open · ⏱️ 10.11.2022):
```
 git clone https://github.com/eliben/pycparser
```
PyPi (📥 93M / month · 📦 17K · ⏱️ 06.11.2021):
```
 pip install pycparser
```

Conda (📥 24M · ⏱️ 07.11.2021):

 conda install -c conda-forge pycparser

decorator (🥈34 · ⭐ 730) - Decorators for Humans. BSD-2

GitHub (👨‍💻 27 · 🔀 92 · 📦 360K · 📋 98 - 6% open · ⏱️ 25.11.2022):
```
 git clone https://github.com/micheles/decorator
```
PyPi (📥 53M / month · 📦 24K · ⏱️ 07.01.2022):
```
 pip install decorator
```

Conda (📥 16M · ⏱️ 07.01.2022):

 conda install -c conda-forge decorator

wrapt (🥈33 · ⭐ 1.8K) - A Python module for decorators, wrappers and monkey patching. BSD-2

GitHub (👨‍💻 25 · 🔀 210 · 📋 160 - 21% open · ⏱️ 28.10.2022):
```
 git clone https://github.com/GrahamDumpleton/wrapt
```
PyPi (📥 71M / month · 📦 12K · ⏱️ 02.05.2022):
```
 pip install wrapt
```
Conda (📥 9M · ⏱️ 26.10.2022):
```
 conda install -c conda-forge wrapt
```

py4j (🥈33 · ⭐ 1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3

GitHub (👨‍💻 37 · 🔀 180 · 📦 16K · 📋 400 - 33% open · ⏱️ 16.08.2022):
```
 git clone https://github.com/bartdag/py4j
```
PyPi (📥 32M / month · 📦 670 · ⏱️ 18.03.2022):
```
 pip install py4j
```
Conda (📥 2.1M · ⏱️ 13.08.2022):
```
 conda install -c conda-forge py4j
```

diagrams (🥈32 · ⭐ 27K) - Diagram as Code for prototyping cloud system architectures. MIT

GitHub (👨‍💻 120 · 🔀 1.6K · 📋 470 - 63% open · ⏱️ 27.11.2022):
```
 git clone https://github.com/mingrammer/diagrams
```
PyPi (📥 77K / month · 📦 24 · ⏱️ 09.02.2022):
```
 pip install diagrams
```
Conda (📥 140K · ⏱️ 23.01.2022):
```
 conda install -c conda-forge diagrams
```

fastcore (🥈32 · ⭐ 800) - Python supercharged for the fastai library. Apache-2

GitHub (👨‍💻 52 · 🔀 230 · 📦 2.4K · 📋 300 - 2% open · ⏱️ 06.11.2022):
```
 git clone https://github.com/fastai/fastcore
```
PyPi (📥 660K / month · 📦 170 · ⏱️ 17.06.2022):
```
 pip install fastcore
```
Conda (📥 24K · ⏱️ 14.09.2022):
```
 conda install -c conda-forge fastcore
```

keyboard (🥉31 · ⭐ 3.2K) - Hook and simulate global keyboard events on Windows and Linux. MIT

GitHub (👨‍💻 40 · 🔀 370 · 📦 8.4K · 📋 520 - 65% open · ⏱️ 20.07.2022):
```
 git clone https://github.com/boppreh/keyboard
```
PyPi (📥 270K / month · 📦 330 · ⏱️ 23.03.2020):
```
 pip install keyboard
```
Conda (📥 11K · ⏱️ 01.11.2022):
```
 conda install -c conda-forge keyboard
```

pyscaffold (🥉31 · ⭐ 1.6K) - Python project template generator with batteries included. MIT

GitHub (👨‍💻 53 · 🔀 170 · 📋 280 - 7% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/pyscaffold/pyscaffold
```
PyPi (📥 180K / month · 📦 57 · ⏱️ 17.06.2022):
```
 pip install pyscaffold
```

Conda (📥 150K · ⏱️ 20.09.2022):

 conda install -c conda-forge pyscaffold

pluggy (🥉31 · ⭐ 860) - A minimalist production ready plugin system. MIT

GitHub (👨‍💻 46 · 🔀 120 · 📋 150 - 27% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/pytest-dev/pluggy
```
PyPi (📥 50M / month · 📦 10K · ⏱️ 25.08.2021):
```
 pip install pluggy
```
Conda (📥 15M · ⏱️ 31.10.2022):
```
 conda install -c conda-forge pluggy
```

Copier (🥉27 · ⭐ 780) - Library and command-line utility for rendering projects templates. MIT

GitHub (👨‍💻 45 · 🔀 98 · 📦 130 · 📋 300 - 13% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/copier-org/copier
```
PyPi (📥 23K / month · 📦 8 · ⏱️ 13.06.2022):
```
 pip install copier
```

Send2Trash (🥉27 · ⭐ 220) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3

GitHub (👨‍💻 13 · 🔀 32 · 📋 49 - 42% open · ⏱️ 27.07.2022):
```
 git clone https://github.com/arsenetar/send2trash
```
PyPi (📥 9.6M / month · 📦 2.7K · ⏱️ 21.08.2021):
```
 pip install send2trash
```

Conda (📥 7M · ⏱️ 09.08.2021):

 conda install -c conda-forge send2trash

powerline-shell (🥉26 · ⭐ 6K) - A beautiful and useful prompt for your shell. MIT

GitHub (👨‍💻 89 · 🔀 740 · 📦 87 · 📋 290 - 40% open · ⏱️ 22.09.2022):
```
 git clone https://github.com/b-ryan/powerline-shell
```
PyPi (📥 1.9K / month · 📦 4 · ⏱️ 16.09.2018):
```
 pip install powerline-shell
```

python-mss (🥉26 · ⭐ 790) - An ultra fast cross-platform multiple screenshots module in pure.. MIT

GitHub (👨‍💻 18 · 🔀 73 · 📋 120 - 30% open · ⏱️ 27.10.2022):
```
 git clone https://github.com/BoboTiG/python-mss
```
PyPi (📥 240K / month · 📦 220 · ⏱️ 31.10.2020):
```
 pip install mss
```

Conda (📥 20K · ⏱️ 27.10.2022):

 conda install -c conda-forge python-mss

catalogue (🥉26 · ⭐ 140) - Super lightweight function registries for your library. MIT

GitHub (👨‍💻 10 · 🔀 21 · 📦 19K · 📋 11 - 45% open · ⏱️ 06.09.2022):
```
 git clone https://github.com/explosion/catalogue
```
PyPi (📥 3.4M / month · 📦 55 · ⏱️ 06.07.2022):
```
 pip install catalogue
```

Conda (📥 850K · ⏱️ 27.10.2022):

 conda install -c conda-forge catalogue

pyscreenshot (🥉25 · ⭐ 450) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2

GitHub (👨‍💻 24 · 🔀 83 · 📦 1.7K · 📋 67 - 8% open · ⏱️ 12.06.2022):
```
 git clone https://github.com/ponty/pyscreenshot
```
PyPi (📥 97K / month · 📦 240 · ⏱️ 18.04.2021):
```
 pip install pyscreenshot
```

Show 3 hidden projects...

openpyxl (🥉25 · ⭐ 49) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
pluginbase (🥉24 · ⭐ 1K · 💀) - A simple but flexible plugin system for Python. BSD-3
macropy (🥉22 · ⭐ 3.2K · 💀) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT

Related Resources

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

Contribution

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

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

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

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

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

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