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

Best-of Python

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

This curated list contains 390 awesome open-source projects with a total of 1.5M 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 (🥇50 · ⭐ 58K) - Protocol Buffers - Googles data interchange format. BSD-3

GitHub (👨‍💻 1.1K · 🔀 15K · 📥 39M · 📦 330K · 📋 5.5K - 14% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/protocolbuffers/protobuf
```
PyPi (📥 120M / month · 📦 15K · ⏱️ 24.06.2022):
```
 pip install protobuf
```
Conda (📥 12M · ⏱️ 23.12.2022):
```
 conda install -c conda-forge protobuf
```
npm (📥 5.7M / month · 📦 3.2K · ⏱️ 10.10.2022):
```
 npm install google-protobuf
```

flatbuffers (🥇42 · ⭐ 20K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2

GitHub (👨‍💻 620 · 🔀 3K · 📥 150K · 📦 4.3K · 📋 2.2K - 7% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/google/flatbuffers
```
PyPi (📥 8.9M / month · 📦 230 · ⏱️ 10.05.2021):
```
 pip install flatbuffers
```

Conda (📥 560K · ⏱️ 10.12.2022):

 conda install -c conda-forge flatbuffers

npm (📥 940K / month · 📦 250 · ⏱️ 21.01.2023):
```
 npm install flatbuffers
```

marshmallow (🥈38 · ⭐ 6.4K) - A lightweight library for converting complex objects to and from.. MIT

GitHub (👨‍💻 200 · 🔀 620 · 📦 66K · 📋 1.2K - 13% open · ⏱️ 24.01.2023):
```
 git clone https://github.com/marshmallow-code/marshmallow
```
PyPi (📥 21M / month · 📦 10K · ⏱️ 11.11.2022):
```
 pip install marshmallow
```

Conda (📥 1.5M · ⏱️ 13.11.2022):

 conda install -c conda-forge marshmallow

simplejson (🥈37 · ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT

GitHub (👨‍💻 41 · 🔀 320 · 📥 6K · 📦 97K · 📋 190 - 9% open · ⏱️ 03.01.2023):
```
 git clone https://github.com/simplejson/simplejson
```
PyPi (📥 17M / month · 📦 21K · ⏱️ 16.11.2021):
```
 pip install simplejson
```

Conda (📥 2.2M · ⏱️ 03.01.2023):

 conda install -c conda-forge simplejson

dill (🥈36 · ⭐ 1.8K) - serialize all of python. BSD-3

GitHub (👨‍💻 39 · 🔀 150 · 📥 290K · 📦 79K · 📋 460 - 33% open · ⏱️ 29.01.2023):
```
 git clone https://github.com/uqfoundation/dill
```
PyPi (📥 22M / month · 📦 3.5K · ⏱️ 20.05.2022):
```
 pip install dill
```
Conda (📥 3.3M · ⏱️ 24.10.2022):
```
 conda install -c conda-forge dill
```

orjson (🥈35 · ⭐ 4.2K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2

GitHub (👨‍💻 18 · 🔀 150 · 📦 27K · 📋 280 - 2% open · ⏱️ 10.01.2023):
```
 git clone https://github.com/ijl/orjson
```
PyPi (📥 7.6M / month · 📦 550 · ⏱️ 06.07.2022):
```
 pip install orjson
```
Conda (📥 570K · ⏱️ 12.01.2023):
```
 conda install -c conda-forge orjson
```

ultrajson (🥈35 · ⭐ 4K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3

GitHub (👨‍💻 85 · 🔀 360 · 📋 330 - 7% open · ⏱️ 29.01.2023):
```
 git clone https://github.com/ultrajson/ultrajson
```
PyPi (📥 8.1M / month · 📦 4.2K · ⏱️ 02.07.2022):
```
 pip install ujson
```
Conda (📥 2.9M · ⏱️ 31.01.2023):
```
 conda install -c conda-forge ujson
```

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

GitHub (👨‍💻 53 · 🔀 140 · 📥 19 · 📦 67K · 📋 240 - 33% open · ⏱️ 19.01.2023):
```
 git clone https://github.com/cloudpipe/cloudpickle
```
PyPi (📥 27M / month · 📦 2.6K · ⏱️ 10.09.2021):
```
 pip install cloudpickle
```

Conda (📥 11M · ⏱️ 20.01.2023):

 conda install -c conda-forge cloudpickle

jsonpickle (🥈35 · ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3

GitHub (👨‍💻 69 · 🔀 150 · 📋 280 - 20% open · ⏱️ 29.12.2022):
```
 git clone https://github.com/jsonpickle/jsonpickle
```
PyPi (📥 11M / month · 📦 2.3K · ⏱️ 16.12.2022):
```
 pip install jsonpickle
```

Conda (📥 1.2M · ⏱️ 02.12.2022):

 conda install -c conda-forge jsonpickle

msgpack (🥉33 · ⭐ 1.7K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2

GitHub (👨‍💻 74 · 🔀 220 · 📥 900 · 📋 260 - 3% open · ⏱️ 18.01.2023):
```
 git clone https://github.com/msgpack/msgpack-python
```
PyPi (📥 28M / month · 📦 2.1K · ⏱️ 03.06.2022):
```
 pip install msgpack
```

Conda (📥 10M · ⏱️ 26.10.2022):

 conda install -c conda-forge msgpack-python

srsly (🥉30 · ⭐ 340) - Modern high-performance serialization utilities for Python (JSON,.. MIT

GitHub (👨‍💻 13 · 🔀 28 · 📦 25K · 📋 26 - 3% open · ⏱️ 14.12.2022):
```
 git clone https://github.com/explosion/srsly
```
PyPi (📥 3.6M / month · 📦 260 · ⏱️ 13.04.2022):
```
 pip install srsly
```
Conda (📥 1.1M · ⏱️ 28.10.2022):
```
 conda install -c conda-forge srsly
```

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

GitHub (👨‍💻 14 · 🔀 46 · 📦 780 · 📋 80 - 15% open · ⏱️ 12.09.2022):
```
 git clone https://github.com/TkTech/pysimdjson
```
PyPi (📥 240K / month · 📦 16 · ⏱️ 29.05.2022):
```
 pip install pysimdjson
```

Conda (📥 52K · ⏱️ 29.10.2022):

 conda install -c conda-forge pysimdjson

python-rapidjson (🥉25 · ⭐ 470) - Python wrapper around rapidjson. MIT

GitHub (👨‍💻 19 · 🔀 42 · 📦 3.2K · 📋 100 - 11% open · ⏱️ 17.10.2022):
```
 git clone https://github.com/python-rapidjson/python-rapidjson
```
PyPi (📥 890K / month · 📦 250 · ⏱️ 07.07.2022):
```
 pip install python-rapidjson
```

Conda (📥 1.1M · ⏱️ 28.10.2022):

 conda install -c conda-forge python-rapidjson

hickle (🥉25 · ⭐ 450) - a HDF5-based python pickle replacement. MIT

GitHub (👨‍💻 23 · 🔀 70 · 📦 450 · 📋 110 - 7% open · ⏱️ 31.08.2022):
```
 git clone https://github.com/telegraphic/hickle
```
PyPi (📥 8.2K / month · 📦 85 · ⏱️ 17.12.2021):
```
 pip install hickle
```
Conda (📥 21K · ⏱️ 11.07.2019):
```
 conda install -c conda-forge hickle
```

rtoml (🥉21 · ⭐ 220) - A fast TOML library for python implemented in rust. MIT

GitHub (👨‍💻 12 · 🔀 25 · 📦 130 · 📋 13 - 30% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/samuelcolvin/rtoml
```
PyPi (📥 23K / 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 · ⭐ 37K) - Flexible and powerful data analysis / manipulation library for.. BSD-3

GitHub (👨‍💻 3.2K · 🔀 16K · 📥 180K · 📦 960K · 📋 24K - 15% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/pandas-dev/pandas
```
PyPi (📥 100M / month · 📦 62K · ⏱️ 19.01.2023):
```
 pip install pandas
```
Conda (📥 34M · ⏱️ 19.01.2023):
```
 conda install -c conda-forge pandas
```

numpy (🥇50 · ⭐ 23K) - The fundamental package for scientific computing with Python. BSD-3

GitHub (👨‍💻 1.6K · 🔀 7.7K · 📥 650K · 📦 1.4M · 📋 11K - 18% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/numpy/numpy
```
PyPi (📥 140M / month · 📦 120K · ⏱️ 26.12.2022):
```
 pip install numpy
```
Conda (📥 48M · ⏱️ 30.01.2023):
```
 conda install -c conda-forge numpy
```

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

GitHub (👨‍💻 190 · 🔀 490 · 📥 2.5K · 📦 200K · 📋 1.4K - 16% open · ⏱️ 31.01.2023):
```
 git clone https://github.com/h5py/h5py
```
PyPi (📥 13M / month · 📦 14K · ⏱️ 24.05.2022):
```
 pip install h5py
```
Conda (📥 10M · ⏱️ 23.01.2023):
```
 conda install -c conda-forge h5py
```

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

GitHub (👨‍💻 410 · 🔀 870 · 📦 14K · 📋 3.7K - 29% open · ⏱️ 31.01.2023):
```
 git clone https://github.com/pydata/xarray
```
PyPi (📥 1.9M / month · 📦 1.5K · ⏱️ 09.06.2022):
```
 pip install xarray
```
Conda (📥 7M · ⏱️ 19.01.2023):
```
 conda install -c conda-forge xarray
```

polars (🥈37 · ⭐ 13K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT

GitHub (👨‍💻 160 · 🔀 660 · 📦 610 · 📋 2.8K - 14% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/pola-rs/polars
```
PyPi (📥 290K / month · 📦 39 · ⏱️ 26.11.2022):
```
 pip install polars
```

PyTables (🥈37 · ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3

GitHub (👨‍💻 110 · 🔀 230 · 📥 170 · 📦 43K · 📋 670 - 22% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/PyTables/PyTables
```
PyPi (📥 830K / month · 📦 2.4K · ⏱️ 28.12.2021):
```
 pip install tables
```
Conda (📥 5.3M · ⏱️ 27.10.2022):
```
 conda install -c conda-forge pytables
```

Modin (🥈36 · ⭐ 8.3K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2

GitHub (👨‍💻 110 · 🔀 580 · 📥 200K · 📦 840 · 📋 3.3K - 25% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/modin-project/modin
```
PyPi (📥 370K / month · 📦 26 · ⏱️ 25.06.2022):
```
 pip install modin
```

Conda (📥 210K · ⏱️ 29.01.2023):

 conda install -c conda-forge modin-core

TinyDB (🥈34 · ⭐ 5.6K) - TinyDB is a lightweight document oriented database optimized for your.. MIT

GitHub (👨‍💻 79 · 🔀 480 · 📦 9.4K · 📋 290 - 3% open · ⏱️ 14.01.2023):
```
 git clone https://github.com/msiemens/tinydb
```
PyPi (📥 450K / month · 📦 810 · ⏱️ 19.02.2022):
```
 pip install tinydb
```
Conda (📥 240K · ⏱️ 14.01.2023):
```
 conda install -c conda-forge tinydb
```

Bottleneck (🥈33 · ⭐ 850) - Fast NumPy array functions written in C. BSD-2

GitHub (👨‍💻 28 · 🔀 93 · 📦 38K · 📋 230 - 17% open · ⏱️ 19.01.2023):
```
 git clone https://github.com/pydata/bottleneck
```
PyPi (📥 570K / month · 📦 1.6K · ⏱️ 02.07.2022):
```
 pip install Bottleneck
```

Conda (📥 3.1M · ⏱️ 20.01.2023):

 conda install -c conda-forge bottleneck

Vaex (🥈31 · ⭐ 7.7K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT

GitHub (👨‍💻 72 · 🔀 580 · 📥 240 · 📦 400 · 📋 1.2K - 36% open · ⏱️ 08.12.2022):
```
 git clone https://github.com/vaexio/vaex
```
PyPi (📥 52K / month · 📦 17 · ⏱️ 03.06.2022):
```
 pip install vaex
```
Conda (📥 150K · ⏱️ 02.12.2022):
```
 conda install -c conda-forge vaex
```

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

GitHub (👨‍💻 51 · 🔀 340 · 📥 1K · 📦 260 · 📋 590 - 18% open · ⏱️ 14.12.2022):
```
 git clone https://github.com/databricks/koalas
```
PyPi (📥 1.7M / month · 📦 13 · ⏱️ 19.10.2021):
```
 pip install koalas
```
Conda (📥 250K · ⏱️ 20.10.2021):
```
 conda install -c conda-forge koalas
```

pandera (🥈31 · ⭐ 2K) - A light-weight, flexible, and expressive statistical data testing.. MIT

GitHub (👨‍💻 79 · 🔀 160 · 📦 490 · 📋 520 - 31% open · ⏱️ 30.01.2023):
```
 git clone https://github.com/pandera-dev/pandera
```
PyPi (📥 580K / month · 📦 30 · ⏱️ 02.11.2022):
```
 pip install pandera
```

Conda (📥 18K · ⏱️ 03.11.2022):

 conda install -c conda-forge pandera-core

numexpr (🥈31 · ⭐ 1.9K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT

GitHub (👨‍💻 63 · 🔀 180 · 📥 130 · 📋 340 - 18% open · ⏱️ 17.11.2022):
```
 git clone https://github.com/pydata/numexpr
```
PyPi (📥 2.7M / month · 📦 3K · ⏱️ 25.06.2022):
```
 pip install numexpr
```
Conda (📥 5.7M · ⏱️ 26.10.2022):
```
 conda install -c conda-forge numexpr
```

zarr (🥈31 · ⭐ 1.1K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT

GitHub (👨‍💻 81 · 🔀 210 · 📋 590 - 41% open · ⏱️ 26.01.2023):
```
 git clone https://github.com/zarr-developers/zarr-python
```
PyPi (📥 120K / month · 📦 250 · ⏱️ 23.06.2022):
```
 pip install zarr
```
Conda (📥 2M · ⏱️ 09.10.2022):
```
 conda install -c conda-forge zarr
```

docarray (🥉30 · ⭐ 1.7K) - The data structure for multimodal data Neural Search Vector Search.. Apache-2

GitHub (👨‍💻 50 · 🔀 120 · 📦 160 · 📋 330 - 17% open · ⏱️ 27.01.2023):
```
 git clone https://github.com/jina-ai/docarray
```
PyPi (📥 110K / month · 📦 1 · ⏱️ 06.07.2022):
```
 pip install docarray
```
Conda (📥 75K · ⏱️ 08.09.2022):
```
 conda install -c conda-forge docarray
```

datasketch (🥉29 · ⭐ 1.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT

GitHub (👨‍💻 24 · 🔀 250 · 📥 19 · 📦 540 · 📋 140 - 26% open · ⏱️ 30.08.2022):
```
 git clone https://github.com/ekzhu/datasketch
```
PyPi (📥 780K / month · 📦 57 · ⏱️ 04.02.2022):
```
 pip install datasketch
```

datatable (🥉29 · ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0

GitHub (👨‍💻 33 · 🔀 140 · 📥 1.8K · 📋 1.5K - 10% open · ⏱️ 21.01.2023):
```
 git clone https://github.com/h2oai/datatable
```
PyPi (📥 84K / month · 📦 21 · ⏱️ 01.07.2021):
```
 pip install datatable
```

Conda (📥 18K · ⏱️ 23.12.2020):

 conda install -c conda-forge datatable

Pandaral·lel (🥉28 · ⭐ 2.8K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter

GitHub (👨‍💻 24 · 🔀 170 · 📋 180 - 37% open · ⏱️ 15.01.2023):
```
 git clone https://github.com/nalepae/pandarallel
```
PyPi (📥 390K / month · 📦 25 · ⏱️ 15.03.2022):
```
 pip install pandarallel
```

Conda (📥 14K · ⏱️ 16.01.2023):

 conda install -c conda-forge pandarallel

StaticFrame (🥉27 · ⭐ 340) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT

GitHub (👨‍💻 21 · 🔀 29 · 📦 12 · 📋 530 - 6% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/InvestmentSystems/static-frame
```
PyPi (📥 2.7K / month · 📦 2 · ⏱️ 01.07.2022):
```
 pip install static-frame
```

Conda (📥 230K · ⏱️ 01.02.2023):

 conda install -c conda-forge static-frame

swifter (🥉26 · ⭐ 2.2K) - A package which efficiently applies any function to a pandas.. MIT

GitHub (👨‍💻 17 · 🔀 98 · 📦 800 · 📋 130 - 10% open · ⏱️ 16.08.2022):
```
 git clone https://github.com/jmcarpenter2/swifter
```
PyPi (📥 650K / month · 📦 30 · ⏱️ 07.07.2022):
```
 pip install swifter
```
Conda (📥 180K · ⏱️ 17.08.2022):
```
 conda install -c conda-forge swifter
```

Bounter (🥉20 · ⭐ 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 (📥 1.4K / month · 📦 8 · ⏱️ 17.08.2020):
```
 pip install bounter
```

Pandas Summary (🥉20 · ⭐ 460) - A library for managing, validating, summarizing, and.. Apache-2

GitHub (👨‍💻 10 · 🔀 40 · 📋 13 - 46% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/polyaxon/datatile
```
PyPi (📥 59K / month · 📦 57 · ⏱️ 25.11.2021):
```
 pip install pandas-summary
```

Show 8 hidden projects...

Blaze (🥈31 · ⭐ 3.1K · 💀) - NumPy and Pandas interface to Big Data. BSD-3
Arctic (🥉28 · ⭐ 2.9K · 📉) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1
sklearn-pandas (🥉28 · ⭐ 2.7K · 💤) - Pandas integration with sklearn. ❗️Zlib sklearn
pandasql (🥉28 · ⭐ 1.2K · 💀) - sqldf for pandas. MIT
bcolz (🥉26 · ⭐ 940 · 💀) - A columnar data container that can be compressed. BSD-3
pickleDB (🥉22 · ⭐ 750 · 💀) - pickleDB is an open source key-value store using Pythons json module. BSD-3
fletcher (🥉19 · ⭐ 230 · 💀) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT
PandaPy (🥉11 · ⭐ 530 · 💀) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

Data Structures

pyrsistent (🥇35 · ⭐ 1.8K) - Persistent/Immutable/Functional data structures for Python. MIT

GitHub (👨‍💻 69 · 🔀 140 · 📦 220K · 📋 160 - 11% open · ⏱️ 29.12.2022):
```
 git clone https://github.com/tobgu/pyrsistent
```
PyPi (📥 50M / month · 📦 2.1K · ⏱️ 14.01.2022):
```
 pip install pyrsistent
```

Conda (📥 15M · ⏱️ 02.01.2023):

 conda install -c conda-forge pyrsistent

python-sortedcontainers (🥇33 · ⭐ 2.9K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2

GitHub (👨‍💻 23 · 🔀 190 · 📦 98K · 📋 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 (📥 8.8M · ⏱️ 17.05.2021):

 conda install -c conda-forge sortedcontainers

multidict (🥈32 · ⭐ 330) - The multidict implementation. Apache-2

GitHub (👨‍💻 47 · 🔀 81 · 📥 2.8K · 📋 130 - 10% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/aio-libs/multidict
```
PyPi (📥 79M / month · 📦 3K · ⏱️ 24.12.2022):
```
 pip install multidict
```

Conda (📥 7.7M · ⏱️ 29.12.2022):

 conda install -c conda-forge multidict

bidict (🥈30 · ⭐ 1.2K) - The bidirectional mapping library for Python. MPL-2.0

GitHub (👨‍💻 13 · 🔀 52 · 📦 11K · 📋 54 - 5% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/jab/bidict
```
PyPi (📥 1.1M / month · 📦 440 · ⏱️ 02.01.2023):
```
 pip install bidict
```
Conda (📥 190K · ⏱️ 01.01.2023):
```
 conda install -c conda-forge bidict
```

glom (🥈29 · ⭐ 1.6K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3

GitHub (👨‍💻 19 · 🔀 54 · 📦 700 · 📋 170 - 62% open · ⏱️ 19.01.2023):
```
 git clone https://github.com/mahmoud/glom
```
PyPi (📥 1.3M / month · 📦 87 · ⏱️ 24.01.2022):
```
 pip install glom
```
Conda (📥 18K · ⏱️ 19.01.2023):
```
 conda install -c conda-forge glom
```

sqlitedict (🥈29 · ⭐ 980) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2

GitHub (👨‍💻 40 · 🔀 120 · 📦 2.3K · 📋 100 - 32% open · ⏱️ 03.12.2022):
```
 git clone https://github.com/RaRe-Technologies/sqlitedict
```
PyPi (📥 200K / month · 📦 200 · ⏱️ 04.03.2022):
```
 pip install sqlitedict
```

Conda (📥 57K · ⏱️ 04.03.2022):

 conda install -c conda-forge sqlitedict

anytree (🥈29 · ⭐ 790) - Python tree data library. Apache-2

GitHub (👨‍💻 23 · 🔀 110 · 📦 13K · 📋 160 - 24% open · ⏱️ 20.09.2022):
```
 git clone https://github.com/c0fec0de/anytree
```
PyPi (📥 650K / month · 📦 200 · ⏱️ 15.01.2020):
```
 pip install anytree
```
Conda (📥 24K · ⏱️ 19.04.2020):
```
 conda install -c conda-forge anytree
```

janus (🥉27 · ⭐ 670) - Thread-safe asyncio-aware queue for Python. Apache-2

GitHub (👨‍💻 23 · 🔀 41 · 📋 37 - 13% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/aio-libs/janus
```
PyPi (📥 350K / month · 📦 92 · ⏱️ 17.12.2021):
```
 pip install janus
```
Conda (📥 12K · ⏱️ 17.12.2021):
```
 conda install -c conda-forge janus
```

munch (🥉27 · ⭐ 650) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT

GitHub (👨‍💻 27 · 🔀 75 · 📋 44 - 27% open · ⏱️ 08.11.2022):
```
 git clone https://github.com/Infinidat/munch
```
PyPi (📥 3.6M / month · 📦 770 · ⏱️ 09.03.2020):
```
 pip install munch
```
Conda (📥 2.9M · ⏱️ 30.10.2019):
```
 conda install -c conda-forge munch
```

python-box (🥉26 · ⭐ 2.1K) - Python dictionaries with advanced dot notation access. MIT

GitHub (👨‍💻 1 · 🔀 95 · 📥 31 · 📋 150 - 16% open · ⏱️ 29.10.2022):
```
 git clone https://github.com/cdgriffith/Box
```
PyPi (📥 1.4M / month · 📦 280 · ⏱️ 02.04.2022):
```
 pip install python-box
```

Conda (📥 350K · ⏱️ 01.11.2022):

 conda install -c conda-forge python-box

python-benedict (🥉26 · ⭐ 900) - dict subclass with keylist/keypath support, built-in I/O.. MIT

GitHub (👨‍💻 5 · 🔀 41 · 📋 80 - 10% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/fabiocaccamo/python-benedict
```
PyPi (📥 1.1M / month · 📦 13 · ⏱️ 12.01.2023):
```
 pip install python-benedict
```

Conda (📥 100K · ⏱️ 13.01.2023):

 conda install -c conda-forge python-benedict

ordered-set (🥉26 · ⭐ 180) - 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 (📥 6M / month · 📦 280 · ⏱️ 26.01.2022):
```
 pip install ordered-set
```

Conda (📥 260K · ⏱️ 26.01.2022):

 conda install -c conda-forge ordered-set

immutables (🥉25 · ⭐ 1K) - A high-performance immutable mapping type for Python. Apache-2

GitHub (👨‍💻 13 · 🔀 49 · 📦 5.2K · 📋 42 - 21% open · ⏱️ 18.11.2022):
```
 git clone https://github.com/MagicStack/immutables
```
PyPi (📥 1.3M / month · 📦 100 · ⏱️ 22.05.2022):
```
 pip install immutables
```

Conda (📥 880K · ⏱️ 30.10.2022):

 conda install -c conda-forge immutables

Show 2 hidden projects...

addict (🥈29 · ⭐ 2.3K · 💀) - The Python Dict thats better than heroin. MIT
cleverdict (🥉14 · ⭐ 94 · 💤) - A JSON-friendly data structure which allows both object attributes.. MIT

Data Validation

pydantic (🥇44 · ⭐ 12K) - Data parsing and validation using Python type hints. MIT

GitHub (👨‍💻 340 · 🔀 1.1K · 📦 130K · 📋 2.2K - 25% open · ⏱️ 31.01.2023):
```
 git clone https://github.com/samuelcolvin/pydantic
```
PyPi (📥 46M / month · 📦 3.9K · ⏱️ 02.01.2023):
```
 pip install pydantic
```
Conda (📥 3.8M · ⏱️ 09.01.2023):
```
 conda install -c conda-forge pydantic
```

jsonschema (🥇40 · ⭐ 4K) - An implementation of the JSON Schema specification for Python. MIT

GitHub (👨‍💻 100 · 🔀 550 · 📦 300K · 📋 700 - 5% open · ⏱️ 20.01.2023):
```
 git clone https://github.com/Julian/jsonschema
```
PyPi (📥 64M / month · 📦 18K · ⏱️ 29.11.2022):
```
 pip install jsonschema
```

Conda (📥 17M · ⏱️ 30.11.2022):

 conda install -c conda-forge jsonschema

voluptuous (🥈32 · ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3

GitHub (👨‍💻 89 · 🔀 200 · 📦 6.4K · 📋 240 - 17% open · ⏱️ 23.10.2022):
```
 git clone https://github.com/alecthomas/voluptuous
```
PyPi (📥 2.3M / month · 📦 1.3K · ⏱️ 07.04.2022):
```
 pip install voluptuous
```

Conda (📥 250K · ⏱️ 07.04.2022):

 conda install -c conda-forge voluptuous

param (🥈31 · ⭐ 310) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3

GitHub (👨‍💻 33 · 🔀 57 · 📦 5.3K · 📋 360 - 43% open · ⏱️ 17.01.2023):
```
 git clone https://github.com/holoviz/param
```
PyPi (📥 450K / month · 📦 130 · ⏱️ 20.06.2022):
```
 pip install param
```
Conda (📥 970K · ⏱️ 13.12.2022):
```
 conda install -c conda-forge param
```

validators (🥉30 · ⭐ 680 · 💤) - Python Data Validation for Humans. MIT

GitHub (👨‍💻 42 · 🔀 120 · 📦 56K · 📋 120 - 69% open · ⏱️ 06.06.2022):
```
 git clone https://github.com/kvesteri/validators
```
PyPi (📥 4.3M / month · 📦 1.5K · ⏱️ 05.06.2022):
```
 pip install validators
```

Conda (📥 270K · ⏱️ 18.12.2020):

 conda install -c conda-forge validators

strictyaml (🥉27 · ⭐ 1.2K) - Type-safe YAML parser and validator. MIT

GitHub (👨‍💻 20 · 🔀 55 · 📦 1.2K · 📋 150 - 54% open · ⏱️ 22.10.2022):
```
 git clone https://github.com/crdoconnor/strictyaml
```
PyPi (📥 350K / month · 📦 160 · ⏱️ 28.11.2021):
```
 pip install strictyaml
```

Conda (📥 190K · ⏱️ 08.10.2022):

 conda install -c conda-forge strictyaml

dirty-equals (🥉20 · ⭐ 610) - Doing dirty (but extremely useful) things with equals. MIT

GitHub (👨‍💻 9 · 🔀 22 · 📦 130 · 📋 17 - 47% open · ⏱️ 27.09.2022):
```
 git clone https://github.com/samuelcolvin/dirty-equals
```
PyPi (📥 17K / month · 📦 7 · ⏱️ 18.04.2022):
```
 pip install dirty-equals
```

Conda (📥 21K · ⏱️ 02.02.2023):

 conda install -c conda-forge dirty-equals

valideer (🥉20 · ⭐ 260) - Lightweight data validation and adaptation Python library. MIT

GitHub (👨‍💻 9 · 🔀 23 · 📦 65 · 📋 18 - 38% open · ⏱️ 05.01.2023):
```
 git clone https://github.com/podio/valideer
```
PyPi (📥 12K / month · 📦 17 · ⏱️ 20.12.2015):
```
 pip install valideer
```
Conda (📥 20K · ⏱️ 06.07.2018):
```
 conda install -c conda-forge valideer
```

typical (🥉20 · ⭐ 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 (📥 82K / month · 📦 3 · ⏱️ 23.12.2021):
```
 pip install typical
```
Conda (📥 22K · ⏱️ 23.12.2021):
```
 conda install -c conda-forge typical
```

validr (🥉19 · ⭐ 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 (📥 16K / month · 📦 4 · ⏱️ 10.03.2021):
```
 pip install validr
```

Show 5 hidden projects...

cerberus (🥈34 · ⭐ 2.9K · 💀) - Lightweight, extensible data validation library for Python. ISC
schema (🥈32 · ⭐ 2.7K · 💀) - Schema validation just got Pythonic. MIT
schematics (🥉30 · ⭐ 2.6K · 💀) - Python Data Structures for Humans. BSD-3
python-email-validator (🥉27 · ⭐ 710) - A robust email syntax and deliverability validation.. ❗️CC0-1.0
dataklasses (🥉7 · ⭐ 760 · 💀) - 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 · 🔀 510 · 📦 2.8K · 📋 420 - 1% open · ⏱️ 06.01.2023):
```
 git clone https://github.com/pytransitions/transitions
```
PyPi (📥 380K / month · 📦 250 · ⏱️ 24.02.2022):
```
 pip install transitions
```

Conda (📥 320K · ⏱️ 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 · 📦 79 · 📋 300 - 67% open · ⏱️ 12.11.2022):
```
 git clone https://github.com/keon/algorithms
```
PyPi (📥 20K / month · 📦 15 · ⏱️ 04.10.2020):
```
 pip install algorithms
```

Conda (📥 1.3K · ⏱️ 23.04.2021):

 conda install -c conda-forge algorithms

Show 1 hidden projects...

PyPattyrn (🥉19 · ⭐ 1.8K · 💀) - A simple library for implementing common design patterns. MIT

Date & Time Utilities

python-dateutil (🥇40 · ⭐ 2K · 📈) - Useful extensions to the standard Python datetime.. Apache-2

GitHub (👨‍💻 130 · 🔀 420 · 📥 35K · 📦 920K · 📋 700 - 45% open · ⏱️ 03.12.2022):
```
 git clone https://github.com/dateutil/dateutil
```
PyPi (📥 180M / month · ⏱️ 14.07.2021):
```
 pip install python-dateutil
```

Conda (📥 37M · ⏱️ 14.07.2021):

 conda install -c conda-forge python-dateutil

arrow (🥈37 · ⭐ 8.2K) - Better dates & times for Python. Apache-2

GitHub (👨‍💻 270 · 🔀 630 · 📦 37K · 📋 480 - 18% open · ⏱️ 15.11.2022):
```
 git clone https://github.com/arrow-py/arrow
```
PyPi (📥 10M / month · 📦 4.6K · ⏱️ 27.01.2022):
```
 pip install arrow
```
Conda (📥 1.4M · ⏱️ 05.09.2022):
```
 conda install -c conda-forge arrow
```

dateparser (🥈37 · ⭐ 2.2K) - python parser for human readable dates. BSD-3

GitHub (👨‍💻 120 · 🔀 430 · 📦 16K · 📋 650 - 44% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/scrapinghub/dateparser
```
PyPi (📥 5.1M / month · 📦 1.1K · ⏱️ 17.03.2022):
```
 pip install dateparser
```

Conda (📥 110K · ⏱️ 12.01.2023):

 conda install -c conda-forge dateparser

holidays (🥈34 · ⭐ 900 · 📈) - Generate and work with holidays in Python. MIT

GitHub (👨‍💻 210 · 🔀 370 · 📥 170 · 📋 330 - 11% open · ⏱️ 30.01.2023):
```
 git clone https://github.com/dr-prodigy/python-holidays
```
PyPi (📥 5.3M / month · 📦 390 · ⏱️ 05.06.2022):
```
 pip install holidays
```
Conda (📥 2.6M · ⏱️ 31.01.2023):
```
 conda install -c conda-forge holidays
```

pytz (🥈34 · ⭐ 240) - pytz Python historical timezone library and database. MIT

GitHub (👨‍💻 19 · 🔀 69 · 📦 1.3M · 📋 67 - 37% open · ⏱️ 14.01.2023):
```
 git clone https://github.com/stub42/pytz
```
PyPi (📥 120M / month · 📦 82K · ⏱️ 14.01.2023):
```
 pip install pytz
```
Conda (📥 33M · ⏱️ 16.01.2023):
```
 conda install -c conda-forge pytz
```

pendulum (🥉33 · ⭐ 5.3K) - Python datetimes made easy. MIT

GitHub (👨‍💻 87 · 🔀 310 · 📥 63 · 📦 15K · 📋 490 - 46% open · ⏱️ 23.12.2022):
```
 git clone https://github.com/sdispater/pendulum
```
PyPi (📥 10M / month · 📦 990 · ⏱️ 24.07.2020):
```
 pip install pendulum
```
Conda (📥 650K · ⏱️ 26.10.2022):
```
 conda install -c conda-forge pendulum
```

isodate (🥉29 · ⭐ 120 · 💤) - ISO 8601 date/time parser. BSD-3

GitHub (👨‍💻 24 · 🔀 46 · 📦 32K · 📋 35 - 40% open · ⏱️ 13.03.2022):
```
 git clone https://github.com/gweis/isodate
```
PyPi (📥 60M / month · 📦 2.1K · ⏱️ 13.12.2021):
```
 pip install isodate
```
Conda (📥 3.9M · ⏱️ 15.12.2021):
```
 conda install -c conda-forge isodate
```

tzlocal (🥉28 · ⭐ 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 (📥 1.8M · ⏱️ 26.10.2022):
```
 conda install -c conda-forge tzlocal
```

Show 1 hidden projects...

parsedatetime (🥉29 · ⭐ 660 · 💀) - Parse human-readable date/time strings. Apache-2

File & Path Utilities

watchdog (🥇38 · ⭐ 5.6K) - Python library and shell utilities to monitor filesystem events. Apache-2

GitHub (👨‍💻 140 · 🔀 670 · 📦 75K · 📋 600 - 27% open · ⏱️ 29.01.2023):
```
 git clone https://github.com/gorakhargosh/watchdog
```
PyPi (📥 11M / month · 📦 7.8K · ⏱️ 10.06.2022):
```
 pip install watchdog
```
Conda (📥 1.7M · ⏱️ 01.01.2023):
```
 conda install -c conda-forge watchdog
```

filesystem_spec (🥇38 · ⭐ 540) - A specification that python filesystems should adhere to. BSD-3

GitHub (👨‍💻 170 · 🔀 230 · 📦 38K · 📋 520 - 35% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/fsspec/filesystem_spec
```
PyPi (📥 73M / month · 📦 400 · ⏱️ 19.05.2022):
```
 pip install fsspec
```
Conda (📥 9.9M · ⏱️ 20.01.2023):
```
 conda install -c conda-forge fsspec
```

filelock (🥈34 · ⭐ 500) - A platform-independent file lock for Python. Unlicense

GitHub (👨‍💻 30 · 🔀 78 · 📦 190K · 📋 85 - 20% open · ⏱️ 30.01.2023):
```
 git clone https://github.com/tox-dev/py-filelock
```
PyPi (📥 54M / month · 📦 2.3K · ⏱️ 28.12.2022):
```
 pip install filelock
```
Conda (📥 11M · ⏱️ 29.12.2022):
```
 conda install -c conda-forge filelock
```

aiofiles (🥈32 · ⭐ 2.2K) - File support for asyncio. Apache-2

GitHub (👨‍💻 30 · 🔀 140 · 📦 74K · 📋 100 - 44% open · ⏱️ 21.12.2022):
```
 git clone https://github.com/Tinche/aiofiles
```
PyPi (📥 6.3M / month · 📦 1.6K · ⏱️ 04.09.2022):
```
 pip install aiofiles
```
Conda (📥 310K · ⏱️ 28.09.2022):
```
 conda install -c conda-forge aiofiles
```

appdirs (🥉31 · ⭐ 960) - A small Python module for determining appropriate platform-specific dirs,.. MIT

GitHub (👨‍💻 34 · 🔀 91 · 📦 200K · 📋 110 - 46% open · ⏱️ 20.01.2023):
```
 git clone https://github.com/ActiveState/appdirs
```
PyPi (📥 13M / month · 📦 15K · ⏱️ 11.05.2020):
```
 pip install appdirs
```
Conda (📥 7.6M · ⏱️ 19.10.2020):
```
 conda install -c conda-forge appdirs
```

pyfilesystem2 (🥉30 · ⭐ 1.8K) - Pythons Filesystem abstraction layer. MIT

GitHub (👨‍💻 47 · 🔀 170 · 📋 360 - 26% open · ⏱️ 18.10.2022):
```
 git clone https://github.com/pyfilesystem/pyfilesystem2
```
PyPi (📥 760K / month · 📦 570 · ⏱️ 02.05.2022):
```
 pip install fs
```
Conda (📥 550K · ⏱️ 02.03.2022):
```
 conda install -c conda-forge fs
```

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

GitHub (👨‍💻 48 · 🔀 140 · 📋 130 - 1% open · ⏱️ 02.01.2023):
```
 git clone https://github.com/jaraco/path
```
PyPi (📥 780K / month · 📦 110 · ⏱️ 30.11.2022):
```
 pip install path
```
Conda (📥 350K · ⏱️ 26.12.2022):
```
 conda install -c conda-forge path
```

Show 3 hidden projects...

scandir (🥉29 · ⭐ 510 · 💀) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3
zipp (🥉29 · ⭐ 34) - Backport of pathlib-compatible object wrapper for zip files. MIT
Unipath (🥉22 · ⭐ 510 · 💀) - An object-oriented approach to Python file/directory operations. MIT

Compatiblity

future (🥇38 · ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT

GitHub (👨‍💻 110 · 🔀 280 · 📦 250K · 📋 390 - 50% open · ⏱️ 29.01.2023):
```
 git clone https://github.com/PythonCharmers/python-future
```
PyPi (📥 34M / month · 📦 17K · ⏱️ 31.10.2019):
```
 pip install future
```
Conda (📥 10M · ⏱️ 13.01.2023):
```
 conda install -c conda-forge future
```

six (🥈36 · ⭐ 920 · 💤) - Python 2 and 3 compatibility library. MIT

GitHub (👨‍💻 65 · 🔀 250 · 📦 1.5M · 📋 290 - 37% open · ⏱️ 26.07.2022):
```
 git clone https://github.com/benjaminp/six
```
PyPi (📥 170M / month · 📦 130K · ⏱️ 05.05.2021):
```
 pip install six
```
Conda (📥 36M · ⏱️ 05.05.2021):
```
 conda install -c conda-forge six
```

typing (🥈32 · ⭐ 1.4K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0

GitHub (👨‍💻 90 · 🔀 220 · 📋 690 - 15% open · ⏱️ 29.01.2023):
```
 git clone https://github.com/python/typing
```
PyPi (📥 9.7M / month · 📦 5.8K · ⏱️ 01.05.2021):
```
 pip install typing
```
Conda (📥 2M · ⏱️ 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 · 📦 33K · 📋 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 · 📦 44K · 📋 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 (📥 9.1M · ⏱️ 14.08.2021):

 conda install -c conda-forge dataclasses

Show 2 hidden projects...

pathlib2 (🥉26 · ⭐ 72 · 💤) - Backport of pathlib aiming to support the full stdlib Python API. MIT
contextlib2 (🥉26 · ⭐ 35 · 💤) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

Cryptography

cryptography (🥇46 · ⭐ 5.3K) - cryptography is a package designed to expose cryptographic.. Apache-2

GitHub (👨‍💻 280 · 🔀 1.1K · 📦 380K · 📋 2.1K - 1% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/pyca/cryptography
```
PyPi (📥 160M / month · 📦 20K · ⏱️ 05.07.2022):
```
 pip install cryptography
```

Conda (📥 32M · ⏱️ 02.01.2023):

 conda install -c conda-forge cryptography

pycryptodomex (🥈38 · ⭐ 2.2K) - A self-contained cryptographic library for Python. BSD-3

GitHub (👨‍💻 130 · 🔀 410 · 📦 56K · 📋 530 - 11% open · ⏱️ 28.01.2023):
```
 git clone https://github.com/Legrandin/pycryptodome
```
PyPi (📥 28M / month · 📦 1.4K · ⏱️ 22.06.2022):
```
 pip install pycryptodomex
```

Conda (📥 1.1M · ⏱️ 27.11.2022):

 conda install -c conda-forge pycryptodomex

tink (🥈35 · ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2

GitHub (👨‍💻 110 · 🔀 1.2K · 📥 1K · 📦 38 · 📋 490 - 24% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/google/tink
```
PyPi (📥 690K / month · 📦 3 · ⏱️ 10.08.2021):
```
 pip install tink
```
npm (📥 200 / month · ⏱️ 25.08.2020):
```
 npm install tink-crypto
```

bcrypt (🥉33 · ⭐ 960) - Modern(-ish) password hashing for your software and your servers. Apache-2

GitHub (👨‍💻 31 · 🔀 130 · 📋 110 - 5% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/pyca/bcrypt
```
PyPi (📥 33M / month · 📦 7.9K · ⏱️ 01.05.2022):
```
 pip install bcrypt
```
Conda (📥 2.8M · ⏱️ 27.10.2022):
```
 conda install -c conda-forge bcrypt
```

asn1crypto (🥉33 · ⭐ 280) - Python ASN.1 library with a focus on performance and a pythonic API. MIT

GitHub (👨‍💻 38 · 🔀 130 · 📦 97K · 📋 180 - 27% open · ⏱️ 18.10.2022):
```
 git clone https://github.com/wbond/asn1crypto
```
PyPi (📥 47M / month · 📦 7K · ⏱️ 15.03.2022):
```
 pip install asn1crypto
```

Conda (📥 7.8M · ⏱️ 15.03.2022):

 conda install -c conda-forge asn1crypto

keyring (🥉32 · ⭐ 960) - Store and access your passwords safely. MIT

GitHub (👨‍💻 110 · 🔀 140 · 📋 470 - 10% open · ⏱️ 16.01.2023):
```
 git clone https://github.com/jaraco/keyring
```
PyPi (📥 24M / month · 📦 3.8K · ⏱️ 18.12.2022):
```
 pip install keyring
```
Conda (📥 2.7M · ⏱️ 22.12.2022):
```
 conda install -c conda-forge keyring
```

rsa (🥉32 · ⭐ 420 · 💤) - Python-RSA is a pure-Python RSA implementation. Apache-2

GitHub (👨‍💻 39 · 🔀 96 · 📦 230K · 📋 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 (📥 9.9M · ⏱️ 20.07.2022):
```
 conda install -c conda-forge rsa
```

Infrastructure & DevOps

ansible (🥇47 · ⭐ 56K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0

GitHub (👨‍💻 6.7K · 🔀 23K · 📦 26K · 📋 31K - 3% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/ansible/ansible
```
PyPi (📥 4.6M / month · 📦 4.1K · ⏱️ 28.06.2022):
```
 pip install ansible
```
Conda (📥 810K · ⏱️ 01.02.2023):
```
 conda install -c conda-forge ansible
```

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

GitHub (👨‍💻 410 · 🔀 3.6K · 📥 1.2K · 📦 1 · 📋 4.3K - 12% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/aws/aws-cli
```
PyPi (📥 130M / month · 📦 3K · ⏱️ 06.07.2022):
```
 pip install awscli
```
Conda (📥 18M · ⏱️ 02.02.2023):
```
 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 · 🔀 980 · 📦 190K · 📋 1K - 14% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/boto/botocore
```
PyPi (📥 260M / month · 📦 8.1K · ⏱️ 06.07.2022):
```
 pip install botocore
```
Conda (📥 19M · ⏱️ 01.02.2023):
```
 conda install -c conda-forge botocore
```

docker-compose (🥈43 · ⭐ 28K) - Define and run multi-container applications with Docker. Apache-2

GitHub (👨‍💻 470 · 🔀 4.7K · 📥 140M · 📦 11K · 📋 6.7K - 3% open · ⏱️ 31.01.2023):
```
 git clone https://github.com/docker/compose
```
PyPi (📥 1.7M / month · 📦 1.2K · ⏱️ 10.05.2021):
```
 pip install docker-compose
```

Conda (📥 290K · ⏱️ 04.11.2022):

 conda install -c conda-forge docker-compose

paramiko (🥈43 · ⭐ 8.1K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1

GitHub (👨‍💻 180 · 🔀 1.9K · 📦 69K · 📋 1.7K - 57% open · ⏱️ 27.01.2023):
```
 git clone https://github.com/paramiko/paramiko
```
PyPi (📥 33M / month · 📦 13K · ⏱️ 20.01.2023):
```
 pip install paramiko
```
Conda (📥 2.6M · ⏱️ 26.01.2023):
```
 conda install -c conda-forge paramiko
```

pulumi (🥈41 · ⭐ 15K) - Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language,.. Apache-2

GitHub (👨‍💻 220 · 🔀 840 · 📥 150K · 📦 2.2K · 📋 5.7K - 28% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/pulumi/pulumi
```
PyPi (📥 760K / month · 📦 120 · ⏱️ 07.07.2022):
```
 pip install pulumi
```
npm (📥 1M / month · 📦 530 · ⏱️ 25.01.2023):
```
 npm install @pulumi/pulumi
```

docker (🥈41 · ⭐ 6.1K) - A Python library for the Docker Engine API. Apache-2

GitHub (👨‍💻 430 · 🔀 1.6K · 📥 150 · 📦 52K · 📋 1.6K - 25% open · ⏱️ 27.01.2023):
```
 git clone https://github.com/docker/docker-py
```
PyPi (📥 29M / month · 📦 3.5K · ⏱️ 07.10.2021):
```
 pip install docker
```

Conda (📥 3M · ⏱️ 23.10.2022):

 conda install -c conda-forge docker-py

kubernetes (🥈38 · ⭐ 5.4K) - Official Python client library for kubernetes. Apache-2

GitHub (👨‍💻 170 · 🔀 3K · 📋 1.2K - 9% open · ⏱️ 31.01.2023):
```
 git clone https://github.com/kubernetes-client/python
```
PyPi (📥 13M / month · 📦 1.2K · ⏱️ 22.06.2022):
```
 pip install kubernetes
```

Conda (📥 380K · ⏱️ 20.10.2022):

 conda install -c conda-forge kubernetes

netmiko (🥉36 · ⭐ 3K) - Multi-vendor library to simplify Paramiko SSH connections to network devices. MIT

GitHub (👨‍💻 210 · 🔀 1.1K · 📦 3K · 📋 1.9K - 12% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/ktbyers/netmiko
```
PyPi (📥 190K / month · 📦 240 · ⏱️ 28.06.2022):
```
 pip install netmiko
```

fabric (🥉34 · ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2

GitHub (👨‍💻 140 · 🔀 1.9K · 📋 1.7K - 25% open · ⏱️ 20.01.2023):
```
 git clone https://github.com/fabric/fabric
```
PyPi (📥 3M / month · 📦 9 · ⏱️ 20.01.2023):
```
 pip install fabric
```
Conda (📥 59K · ⏱️ 22.01.2023):
```
 conda install -c conda-forge fabric
```

schedule (🥉34 · ⭐ 11K · 💤) - Python job scheduling for humans. MIT

GitHub (👨‍💻 51 · 🔀 860 · 📦 23K · 📋 400 - 33% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/dbader/schedule
```
PyPi (📥 2.7M / month · 📦 1.3K · ⏱️ 10.04.2021):
```
 pip install schedule
```
Conda (📥 28K · ⏱️ 10.04.2021):
```
 conda install -c conda-forge schedule
```

plumbum (🥉32 · ⭐ 2.5K) - Plumbum: Shell Combinators. MIT

GitHub (👨‍💻 110 · 🔀 180 · 📋 340 - 35% open · ⏱️ 03.01.2023):
```
 git clone https://github.com/tomerfiliba/plumbum
```
PyPi (📥 1.2M / month · 📦 440 · ⏱️ 23.12.2021):
```
 pip install plumbum
```
Conda (📥 890K · ⏱️ 04.01.2023):
```
 conda install -c conda-forge plumbum
```

sshtunnel (🥉31 · ⭐ 1.1K) - SSH tunnels to remote server. MIT

GitHub (👨‍💻 24 · 🔀 160 · 📦 4.1K · 📋 190 - 29% open · ⏱️ 28.10.2022):
```
 git clone https://github.com/pahaz/sshtunnel
```
PyPi (📥 5M / month · 📦 260 · ⏱️ 11.01.2021):
```
 pip install sshtunnel
```

Conda (📥 100K · ⏱️ 08.11.2021):

 conda install -c conda-forge sshtunnel

pyinfra (🥉30 · ⭐ 2.2K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT

GitHub (👨‍💻 86 · 🔀 300 · 📦 59 · 📋 650 - 18% open · ⏱️ 29.01.2023):
```
 git clone https://github.com/Fizzadar/pyinfra
```
PyPi (📥 20K / month · 📦 11 · ⏱️ 30.06.2022):
```
 pip install pyinfra
```

pypyr (🥉19 · ⭐ 480) - 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 (📥 2.4K / month · 📦 8 · ⏱️ 26.05.2022):
```
 pip install pypyr
```
Conda (📥 6.8K · ⏱️ 26.10.2022):
```
 conda install -c conda-forge pypyr
```

Show 4 hidden projects...

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

Process Utilities

supervisor (🥇37 · ⭐ 7.6K) - Supervisor process control system for Unix.. ❗️Repoze Public License

GitHub (👨‍💻 170 · 🔀 1.2K · 📦 8.4K · 📋 1.1K - 12% open · ⏱️ 27.12.2022):
```
 git clone https://github.com/Supervisor/supervisor
```
PyPi (📥 1.6M / month · 📦 2K · ⏱️ 30.12.2021):
```
 pip install supervisor
```

Conda (📥 230K · ⏱️ 29.12.2022):

 conda install -c conda-forge supervisor

pexpect (🥇37 · ⭐ 2.3K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC

GitHub (👨‍💻 96 · 🔀 450 · 📥 4.3K · 📦 240K · 📋 460 - 40% open · ⏱️ 08.01.2023):
```
 git clone https://github.com/pexpect/pexpect
```
PyPi (📥 29M / month · 📦 16K · ⏱️ 15.12.2021):
```
 pip install pexpect
```
Conda (📥 12M · ⏱️ 01.11.2022):
```
 conda install -c conda-forge pexpect
```

sh (🥉33 · ⭐ 6.5K) - Python process launching. MIT

GitHub (👨‍💻 86 · 🔀 480 · 📦 11K · 📋 430 - 4% open · ⏱️ 05.12.2022):
```
 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
```

Show 1 hidden projects...

ptyprocess (🥉26 · ⭐ 180 · 💀) - Run a subprocess in a pseudo terminal. ISC

Asynchronous Programming

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

GitHub (👨‍💻 63 · 🔀 220 · 📦 210K · 📋 200 - 9% open · ⏱️ 28.01.2023):
```
 git clone https://github.com/python-greenlet/greenlet
```
PyPi (📥 53M / month · 📦 10K · ⏱️ 24.03.2022):
```
 pip install greenlet
```
Conda (📥 5.7M · ⏱️ 28.01.2023):
```
 conda install -c conda-forge greenlet
```

uvloop (🥈36 · ⭐ 9.2K) - Ultra fast asyncio event loop. Apache-2

GitHub (👨‍💻 56 · 🔀 520 · 📥 360 · 📦 63K · 📋 300 - 16% open · ⏱️ 15.01.2023):
```
 git clone https://github.com/MagicStack/uvloop
```
PyPi (📥 19M / month · 📦 1.7K · ⏱️ 10.08.2021):
```
 pip install uvloop
```
Conda (📥 540K · ⏱️ 26.10.2022):
```
 conda install -c conda-forge uvloop
```

anyio (🥈31 · ⭐ 1.2K) - High level asynchronous concurrency and networking framework that works on.. MIT

GitHub (👨‍💻 38 · 🔀 96 · 📋 270 - 15% open · ⏱️ 26.12.2022):
```
 git clone https://github.com/agronholm/anyio
```
PyPi (📥 22M / month · 📦 200 · ⏱️ 13.05.2022):
```
 pip install anyio
```
Conda (📥 4.8M · ⏱️ 19.10.2022):
```
 conda install -c conda-forge anyio
```

asyncer (🥉23 · ⭐ 920) - Asyncer, async and await, focused on developer experience. MIT

GitHub (👨‍💻 10 · 🔀 38 · 📦 270 · 📋 9 - 55% open · ⏱️ 31.01.2023):
```
 git clone https://github.com/tiangolo/asyncer
```
PyPi (📥 39K / month · 📦 9 · ⏱️ 04.01.2022):
```
 pip install asyncer
```
Conda (📥 1.9K · ⏱️ 05.11.2022):
```
 conda install -c conda-forge asyncer
```

aiomisc (🥉23 · ⭐ 300) - aiomisc - miscellaneous utils for asyncio. MIT

GitHub (👨‍💻 14 · 🔀 19 · 📦 240 · 📋 17 - 41% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/aiokitchen/aiomisc
```
PyPi (📥 13K / month · 📦 30 · ⏱️ 14.06.2022):
```
 pip install aiomisc
```

unsync (🥉20 · ⭐ 810 · 💤) - Unsynchronize asyncio. MIT

GitHub (👨‍💻 11 · 🔀 51 · 📦 160 · 📋 29 - 10% open · ⏱️ 06.02.2022):
```
 git clone https://github.com/alex-sherman/unsync
```
PyPi (📥 15K / month · 📦 16 · ⏱️ 21.10.2021):
```
 pip install unsync
```
Conda (📥 8.5K · ⏱️ 06.06.2022):
```
 conda install -c conda-forge unsync
```

Show 1 hidden projects...

stopit (🥉20 · ⭐ 97 · 💀) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

Configuration

python-dotenv (🥇38 · ⭐ 5.6K) - Reads key-value pairs from a .env file and can set them as.. BSD-3

GitHub (👨‍💻 87 · 🔀 350 · 📦 370K · 📋 240 - 12% open · ⏱️ 21.01.2023):
```
 git clone https://github.com/theskumar/python-dotenv
```
PyPi (📥 24M / month · 📦 6.7K · ⏱️ 24.03.2022):
```
 pip install python-dotenv
```

Conda (📥 2.1M · ⏱️ 21.01.2023):

 conda install -c conda-forge python-dotenv

traitlets (🥇38 · ⭐ 540) - A lightweight Traits like module. BSD-3

GitHub (👨‍💻 110 · 🔀 190 · 📥 83 · 📦 280K · 📋 280 - 31% open · ⏱️ 30.01.2023):
```
 git clone https://github.com/ipython/traitlets
```
PyPi (📥 22M / month · 📦 15K · ⏱️ 30.01.2023):
```
 pip install traitlets
```

Conda (📥 18M · ⏱️ 30.01.2023):

 conda install -c conda-forge traitlets

Dynaconf (🥈34 · ⭐ 2.9K) - Configuration Management for Python. MIT

GitHub (👨‍💻 100 · 🔀 250 · 📦 3.9K · 📋 400 - 25% open · ⏱️ 31.01.2023):
```
 git clone https://github.com/rochacbruno/dynaconf
```
PyPi (📥 4.1M / month · 📦 180 · ⏱️ 06.06.2022):
```
 pip install dynaconf
```
Conda (📥 40K · ⏱️ 22.09.2022):
```
 conda install -c conda-forge dynaconf
```

python-decouple (🥈33 · ⭐ 2.3K) - Strict separation of config from code. MIT

GitHub (👨‍💻 33 · 🔀 170 · 📥 10 · 📦 88K · 📋 84 - 11% open · ⏱️ 09.01.2023):
```
 git clone https://github.com/henriquebastos/python-decouple
```
PyPi (📥 1.1M / month · 📦 3.2K · ⏱️ 02.02.2022):
```
 pip install python-decouple
```

Conda (📥 55K · ⏱️ 09.01.2023):

 conda install -c conda-forge python-decouple

omegaconf (🥉32 · ⭐ 1.4K) - Flexible Python configuration system. The last one you will ever need. BSD-3

GitHub (👨‍💻 28 · 🔀 75 · 📦 8.6K · 📋 490 - 14% open · ⏱️ 20.12.2022):
```
 git clone https://github.com/omry/omegaconf
```
PyPi (📥 2.6M / month · 📦 170 · ⏱️ 27.05.2022):
```
 pip install omegaconf
```

Conda (📥 730K · ⏱️ 09.12.2022):

 conda install -c conda-forge omegaconf

hydra (🥉30 · ⭐ 6.8K) - Hydra is a framework for elegantly configuring complex applications. MIT

GitHub (👨‍💻 110 · 🔀 540 · 📦 12 · 📋 1.2K - 15% open · ⏱️ 31.01.2023):
```
 git clone https://github.com/facebookresearch/hydra
```
PyPi (📥 24K / month · 📦 6 · ⏱️ 03.08.2016):
```
 pip install hydra
```

Conda (📥 480K · ⏱️ 21.12.2022):

 conda install -c conda-forge hydra-core

configobj (🥉30 · ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3

GitHub (👨‍💻 9 · 🔀 68 · 📥 11 · 📦 24K · 📋 160 - 39% open · ⏱️ 18.01.2023):
```
 git clone https://github.com/DiffSK/configobj
```
PyPi (📥 2.9M / month · 📦 3.4K · ⏱️ 26.08.2014):
```
 pip install configobj
```

Conda (📥 550K · ⏱️ 20.01.2023):

 conda install -c conda-forge configobj

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

GitHub (👨‍💻 23 · 🔀 100 · 📦 5.3K · 📋 83 - 49% open · ⏱️ 05.12.2022):
```
 git clone https://github.com/google/gin-config
```
PyPi (📥 320K / month · 📦 77 · ⏱️ 03.11.2021):
```
 pip install gin-config
```

Conda (📥 15K · ⏱️ 07.01.2022):

 conda install -c conda-forge gin-config

everett (🥉24 · ⭐ 140) - configuration library for python projects. MPL-2.0

GitHub (👨‍💻 6 · 🔀 28 · 📦 610 · 📋 74 - 4% open · ⏱️ 06.12.2022):
```
 git clone https://github.com/willkg/everett
```
PyPi (📥 100K / month · 📦 45 · ⏱️ 13.01.2022):
```
 pip install everett
```
Conda (📥 30K · ⏱️ 27.10.2022):
```
 conda install -c conda-forge everett
```

CLI Development

click (🥇44 · ⭐ 13K) - Python composable command line interface toolkit. BSD-3

GitHub (👨‍💻 340 · 🔀 1.3K · 📦 1.1M · 📋 1.5K - 8% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/pallets/click
```
PyPi (📥 130M / month · 📦 70K · ⏱️ 28.04.2022):
```
 pip install click
```
Conda (📥 23M · ⏱️ 26.10.2022):
```
 conda install -c conda-forge click
```

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

GitHub (👨‍💻 210 · 🔀 1.5K · 📦 50K · 📋 1K - 9% open · ⏱️ 28.01.2023):
```
 git clone https://github.com/Textualize/rich
```
PyPi (📥 19M / month · 📦 2.3K · ⏱️ 24.05.2022):
```
 pip install rich
```
Conda (📥 2.9M · ⏱️ 28.01.2023):
```
 conda install -c conda-forge rich
```

python-fire (🥈39 · ⭐ 24K) - Python Fire is a library for automatically generating command.. Apache-2

GitHub (👨‍💻 57 · 🔀 1.4K · 📦 17K · 📋 300 - 43% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/google/python-fire
```
PyPi (📥 5.7M / month · 📦 1.5K · ⏱️ 22.01.2021):
```
 pip install fire
```
Conda (📥 390K · ⏱️ 22.01.2021):
```
 conda install -c conda-forge fire
```

python-prompt-toolkit (🥈38 · ⭐ 8.1K) - Library for building powerful interactive command.. BSD-3

GitHub (👨‍💻 210 · 🔀 660 · 📋 1.1K - 50% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/prompt-toolkit/python-prompt-toolkit
```
PyPi (📥 22M / month · 📦 1.1K · ⏱️ 27.06.2022):
```
 pip install prompt_toolkit
```

Conda (📥 13M · ⏱️ 07.12.2022):

 conda install -c conda-forge prompt-toolkit

Typer (🥈36 · ⭐ 10K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT

GitHub (👨‍💻 32 · 🔀 410 · 📋 360 - 57% open · ⏱️ 31.01.2023):
```
 git clone https://github.com/tiangolo/typer
```
PyPi (📥 8.8M / month · 📦 1.3K · ⏱️ 06.07.2022):
```
 pip install typer
```
Conda (📥 1M · ⏱️ 07.11.2022):
```
 conda install -c conda-forge typer
```

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

GitHub (👨‍💻 51 · 🔀 220 · 📦 540K · 📋 240 - 42% open · ⏱️ 04.11.2022):
```
 git clone https://github.com/tartley/colorama
```
PyPi (📥 120M / month · 📦 20K · ⏱️ 25.10.2022):
```
 pip install colorama
```
Conda (📥 17M · ⏱️ 25.10.2022):
```
 conda install -c conda-forge colorama
```

wcwidth (🥉34 · ⭐ 320) - Python library that measures the width of unicode strings rendered to a.. MIT

GitHub (👨‍💻 14 · 🔀 49 · 📦 360K · 📋 41 - 46% open · ⏱️ 15.01.2023):
```
 git clone https://github.com/jquast/wcwidth
```
PyPi (📥 30M / month · 📦 13K · ⏱️ 23.06.2020):
```
 pip install wcwidth
```
Conda (📥 15M · ⏱️ 16.01.2023):
```
 conda install -c conda-forge wcwidth
```

argcomplete (🥉33 · ⭐ 1.2K) - Python and tab completion, better together. Apache-2

GitHub (👨‍💻 61 · 🔀 100 · 📥 190 · 📦 23K · 📋 210 - 24% open · ⏱️ 15.01.2023):
```
 git clone https://github.com/kislyuk/argcomplete
```
PyPi (📥 17M / month · 📦 1.8K · ⏱️ 03.01.2022):
```
 pip install argcomplete
```

Conda (📥 890K · ⏱️ 04.01.2022):

 conda install -c conda-forge argcomplete

cleo (🥉32 · ⭐ 1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT

GitHub (👨‍💻 31 · 🔀 73 · 📦 4.6K · 📋 91 - 30% open · ⏱️ 22.01.2023):
```
 git clone https://github.com/sdispater/cleo
```
PyPi (📥 11M / month · 📦 210 · ⏱️ 03.06.2022):
```
 pip install cleo
```
Conda (📥 380K · ⏱️ 23.11.2022):
```
 conda install -c conda-forge cleo
```

asciimatics (🥉29 · ⭐ 3.2K) - A cross platform package to do curses-like operations, plus.. Apache-2

GitHub (👨‍💻 41 · 🔀 240 · 📦 760 · 📋 290 - 8% open · ⏱️ 17.01.2023):
```
 git clone https://github.com/peterbrittain/asciimatics
```
PyPi (📥 60K / month · 📦 110 · ⏱️ 23.04.2022):
```
 pip install asciimatics
```

Conda (📥 120K · ⏱️ 10.11.2022):

 conda install -c conda-forge asciimatics

questionary (🥉28 · ⭐ 1K) - Python library to build pretty command line user prompts Easy to use.. MIT

GitHub (👨‍💻 33 · 🔀 63 · 📦 5.1K · 📋 110 - 30% open · ⏱️ 15.08.2022):
```
 git clone https://github.com/tmbo/questionary
```
PyPi (📥 910K / month · 📦 240 · ⏱️ 15.07.2021):
```
 pip install questionary
```

Conda (📥 27K · ⏱️ 14.03.2022):

 conda install -c conda-forge questionary

docopt-ng (🥉19 · ⭐ 110) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT

GitHub (👨‍💻 47 · 🔀 13 · 📋 24 - 58% open · ⏱️ 09.09.2022):
```
 git clone https://github.com/jazzband/docopt-ng
```
PyPi (📥 12K / 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 (📥 760 / month · ⏱️ 21.06.2020):
```
 pip install colout
```

Show 5 hidden projects...

docopt (🥈36 · ⭐ 7.7K · 💀) - Pythonic command line arguments parser, that will make you smile. MIT
blessings (🥉29 · ⭐ 1.4K · 💀) - A thin, practical wrapper around terminal capabilities in Python. MIT
ConfigArgParse (🥉27 · ⭐ 640 · 💀) - A drop-in replacement for argparse that allows options to.. MIT
clint (🥉24 · ⭐ 83 · 💀) - Python Command-line Application Tools. ISC
bashplotlib (🥉21 · ⭐ 1.7K · 💀) - plotting in the terminal. MIT

Development Tools

🔗 best-of-python-dev ( ⭐ 660) - A ranked list of awesome python developer tools and libraries. Updated..

Data Caching

cachetools (🥇33 · ⭐ 1.6K) - Extensible memoizing collections and decorators. MIT

GitHub (👨‍💻 8 · 🔀 140 · 📋 220 - 2% open · ⏱️ 22.01.2023):
```
 git clone https://github.com/tkem/cachetools
```
PyPi (📥 73M / month · 📦 3K · ⏱️ 09.01.2023):
```
 pip install cachetools
```

Conda (📥 7.4M · ⏱️ 23.01.2023):

 conda install -c conda-forge cachetools

aiocache (🥈30 · ⭐ 780) - Asyncio cache manager for redis, memcached and memory. BSD-3

GitHub (👨‍💻 39 · 🔀 120 · 📦 1K · 📋 270 - 13% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/aio-libs/aiocache
```
PyPi (📥 160K / month · 📦 100 · ⏱️ 31.07.2019):
```
 pip install aiocache
```

beaker (🥈30 · ⭐ 500) - WSGI middleware for sessions and caching. BSD-3

GitHub (👨‍💻 87 · 🔀 140 · 📦 4.1K · 📋 120 - 52% open · ⏱️ 29.01.2023):
```
 git clone https://github.com/bbangert/beaker
```
PyPi (📥 340K / month · 📦 1.4K · ⏱️ 26.08.2019):
```
 pip install beaker
```
Conda (📥 66K · ⏱️ 11.12.2022):
```
 conda install -c conda-forge beaker
```

pylibmc (🥉28 · ⭐ 460) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3

GitHub (👨‍💻 52 · 🔀 130 · 📥 54 · 📦 4.4K · 📋 190 - 10% open · ⏱️ 26.08.2022):
```
 git clone https://github.com/lericson/pylibmc
```
PyPi (📥 220K / month · 📦 2.4K · ⏱️ 15.08.2019):
```
 pip install pylibmc
```
Conda (📥 200K · ⏱️ 30.10.2022):
```
 conda install -c conda-forge pylibmc
```

cachier (🥉24 · ⭐ 420) - Persistent, stale-free, local and cross-machine caching for Python.. MIT

GitHub (👨‍💻 11 · 🔀 48 · 📦 320 · 📋 59 - 37% open · ⏱️ 06.12.2022):
```
 git clone https://github.com/shaypal5/cachier
```
PyPi (📥 10K / 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 ( ⭐ 1.8K) - 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 · 🔀 3K · 📥 29K · 📦 8.7K · 📋 4.8K - 20% open · ⏱️ 30.01.2023):
```
 git clone https://github.com/kivy/kivy
```
PyPi (📥 86K / month · 📦 580 · ⏱️ 06.03.2022):
```
 pip install kivy
```
Conda (📥 280K · ⏱️ 05.01.2023):
```
 conda install -c conda-forge kivy
```

PySimpleGUI (🥈37 · ⭐ 11K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0

GitHub (👨‍💻 18 · 🔀 1.7K · 📦 7.1K · 📋 3.2K - 21% open · ⏱️ 30.01.2023):
```
 git clone https://github.com/PySimpleGUI/PySimpleGUI
```
PyPi (📥 180K / month · 📦 230 · ⏱️ 22.05.2022):
```
 pip install pysimplegui
```

Conda (📥 91K · ⏱️ 17.10.2022):

 conda install -c conda-forge pysimplegui

DearPyGui (🥈32 · ⭐ 9.6K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT

GitHub (👨‍💻 55 · 🔀 500 · 📦 720 · 📋 1.2K - 19% open · ⏱️ 31.01.2023):
```
 git clone https://github.com/hoffstadt/DearPyGui
```
PyPi (📥 13K / month · 📦 17 · ⏱️ 06.05.2022):
```
 pip install dearpygui
```

Eel (🥈32 · ⭐ 5.4K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT

GitHub (👨‍💻 40 · 🔀 550 · 📦 4.7K · 📋 480 - 32% open · ⏱️ 09.12.2022):
```
 git clone https://github.com/ChrisKnott/Eel
```
PyPi (📥 87K / month · 📦 67 · ⏱️ 17.08.2020):
```
 pip install eel
```

toga (🥉31 · ⭐ 3.4K) - A Python native, OS native GUI toolkit. BSD-3

GitHub (👨‍💻 220 · 🔀 570 · 📥 1K · 📋 620 - 19% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/beeware/toga
```
PyPi (📥 1.4K / month · 📦 33 · ⏱️ 06.07.2022):
```
 pip install toga
```
npm (📥 28 / month · 📦 2 · ⏱️ 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 · 📥 380 · 📦 660 · 📋 580 - 22% open · ⏱️ 08.05.2022):
```
 git clone https://github.com/chriskiehl/Gooey
```
PyPi (📥 4.5K / month · 📦 74 · ⏱️ 29.01.2022):
```
 pip install gooey
```
Conda (📥 60K · ⏱️ 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 (📥 470 / month · 📦 21 · ⏱️ 12.04.2022):
```
 pip install flexx
```
Conda (📥 95K · ⏱️ 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 (🥉27 · ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed

Computer & Machine Vision

🔗 best-of-ml-python - Computer Vision ( ⭐ 13K) - Collection of computer vision and image processing..

Machine Learning & Data Engineering

🔗 best-of-ml-python ( ⭐ 13K) - A ranked list of awesome machine learning Python libraries. Updated..

Text Data

🔗 best-of-ml-python - NLP ( ⭐ 13K) - Collection of text processing and NLP libraries.

phonenumbers (🥇35 · ⭐ 3.2K) - Python port of Googles libphonenumber. Apache-2

GitHub (👨‍💻 27 · 🔀 400 · 📋 160 - 3% open · ⏱️ 29.01.2023):
```
 git clone https://github.com/daviddrysdale/python-phonenumbers
```
PyPi (📥 4.7M / month · 📦 1.4K · ⏱️ 01.07.2022):
```
 pip install phonenumbers
```

Conda (📥 690K · ⏱️ 29.01.2023):

 conda install -c conda-forge phonenumbers

chardet (🥇34 · ⭐ 1.8K) - Python character encoding detector. ❗️LGPL-2.1

GitHub (👨‍💻 48 · 🔀 240 · 📋 140 - 40% open · ⏱️ 02.12.2022):
```
 git clone https://github.com/chardet/chardet
```
PyPi (📥 61M / month · 📦 39K · ⏱️ 25.06.2022):
```
 pip install chardet
```
Conda (📥 19M · ⏱️ 02.12.2022):
```
 conda install -c conda-forge chardet
```
npm (📥 11 / month · 📦 1 · ⏱️ 20.08.2017):
```
 npm install @pypi/chardet
```

emoji (🥈33 · ⭐ 1.6K) - emoji terminal output for Python. BSD-3

GitHub (👨‍💻 59 · 🔀 250 · 📦 49K · 📋 150 - 9% open · ⏱️ 12.12.2022):
```
 git clone https://github.com/carpedm20/emoji
```
PyPi (📥 2M / month · 📦 1.3K · ⏱️ 08.03.2022):
```
 pip install emoji
```
Conda (📥 40K · ⏱️ 02.11.2022):
```
 conda install -c conda-forge emoji
```

humanize (🥈32 · ⭐ 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 · ⏱️ 29.01.2023):
```
 pip install humanize
```
Conda (📥 330K · ⏱️ 31.01.2023):
```
 conda install -c conda-forge humanize
```

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

GitHub (👨‍💻 32 · 🔀 94 · 📋 63 - 1% open · ⏱️ 27.01.2023):
```
 git clone https://github.com/un33k/python-slugify
```
PyPi (📥 12M / month · 📦 2.7K · ⏱️ 27.04.2022):
```
 pip install python-slugify
```

Conda (📥 1.3M · ⏱️ 30.01.2023):

 conda install -c conda-forge python-slugify

inflect (🥉31 · ⭐ 770) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT

GitHub (👨‍💻 47 · 🔀 85 · 📋 95 - 20% open · ⏱️ 19.01.2023):
```
 git clone https://github.com/jaraco/inflect
```
PyPi (📥 4M / month · 📦 920 · ⏱️ 20.10.2022):
```
 pip install inflect
```
Conda (📥 290K · ⏱️ 21.10.2022):
```
 conda install -c conda-forge inflect
```

pyahocorasick (🥉29 · ⭐ 770) - Python module (C extension and plain python) implementing Aho-.. BSD-3

GitHub (👨‍💻 29 · 🔀 120 · 📦 1.4K · 📋 130 - 17% open · ⏱️ 14.01.2023):
```
 git clone https://github.com/WojciechMula/pyahocorasick
```
PyPi (📥 570K / month · 📦 97 · ⏱️ 04.05.2022):
```
 pip install pyahocorasick
```

Conda (📥 170K · ⏱️ 16.01.2023):

 conda install -c conda-forge pyahocorasick

coolname (🥉24 · ⭐ 110) - Random Name and Slug Generator. BSD-2

GitHub (👨‍💻 3 · 🔀 11 · 📦 820 · 📋 9 - 22% open · ⏱️ 09.01.2023):
```
 git clone https://github.com/alexanderlukanin13/coolname
```
PyPi (📥 240K / month · 📦 45 · ⏱️ 02.08.2018):
```
 pip install coolname
```
Conda (📥 40K · ⏱️ 09.01.2023):
```
 conda install -c conda-forge coolname
```

price-parser (🥉20 · ⭐ 260 · 📉) - Extract price amount and currency symbol from a raw text.. BSD-3

GitHub (👨‍💻 13 · 🔀 42 · 📦 200 · 📋 28 - 67% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/scrapinghub/price-parser
```
PyPi (📥 83K / month · 📦 2 · ⏱️ 25.11.2020):
```
 pip install price-parser
```

Show 2 hidden projects...

awesome-slugify (🥉21 · ⭐ 470 · 💀) - Python flexible slugify function. ❗️GPL-3.0
millify (🥉15 · ⭐ 74 · 💀) - Convert long numbers into a human-readable format in Python. MIT

Web Development

🔗 best-of-web-python ( ⭐ 1.8K) - A ranked list of awesome python libraries for web development. Updated..

Database Clients

Libraries for connecting to, operating, and querying databases.

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

GitHub (👨‍💻 370 · 🔀 2.3K · 📋 1.4K - 11% open · ⏱️ 29.01.2023):
```
 git clone https://github.com/redis/redis-py
```
PyPi (📥 26M / month · 📦 27K · ⏱️ 27.06.2022):
```
 pip install redis
```
Conda (📥 880K · ⏱️ 12.01.2023):
```
 conda install -c conda-forge redis-py
```

boto3 (🥇44 · ⭐ 7.9K) - AWS SDK for Python. Apache-2

GitHub (👨‍💻 140 · 🔀 1.7K · 📦 250K · 📋 2.9K - 5% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/boto/boto3
```
PyPi (📥 530M / month · 📦 16K · ⏱️ 09.12.2022):
```
 pip install boto3
```
Conda (📥 14M · ⏱️ 02.02.2023):
```
 conda install -c conda-forge boto3
```

SQLAlchemy (🥇44 · ⭐ 6.7K · 📉) - The Database Toolkit for Python. MIT

GitHub (👨‍💻 590 · 🔀 1K · 📥 40K · 📦 500K · 📋 7.1K - 2% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/sqlalchemy/sqlalchemy
```
PyPi (📥 60M / month · 📦 46K · ⏱️ 26.01.2023):
```
 pip install SQLAlchemy
```

Conda (📥 11M · ⏱️ 01.02.2023):

 conda install -c conda-forge sqlalchemy

azure-storage-blob (🥇42 · ⭐ 3.5K) - This repository is for active development of the Azure SDK.. MIT

GitHub (👨‍💻 530 · 🔀 2.2K · 📦 2.1K · 📋 7.8K - 11% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/Azure/azure-sdk-for-python
```
PyPi (📥 36M / month · 📦 540 · ⏱️ 15.06.2022):
```
 pip install azure-storage-blob
```

Conda (📥 870K · ⏱️ 19.10.2022):

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

peewee (🥇41 · ⭐ 9.7K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT

GitHub (👨‍💻 150 · 🔀 1.4K · 📦 19K · ⏱️ 01.02.2023):
```
 git clone https://github.com/coleifer/peewee
```
PyPi (📥 1.5M / month · 📦 3.6K · ⏱️ 17.06.2022):
```
 pip install peewee
```
Conda (📥 470K · ⏱️ 11.11.2022):
```
 conda install -c conda-forge peewee
```

google-cloud-storage (🥇41 · ⭐ 4.1K) - Google Cloud Client Library for Python. Apache-2

GitHub (👨‍💻 330 · 🔀 1.4K · 📋 3.4K - 0% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/googleapis/google-cloud-python
```
PyPi (📥 47M / month · 📦 1.7K · ⏱️ 08.06.2022):
```
 pip install google-cloud-storage
```

Conda (📥 3M · ⏱️ 07.12.2022):

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

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

GitHub (👨‍💻 190 · 🔀 1.1K · 📥 2.6K · 📦 33K · 📋 1K - 3% open · ⏱️ 27.01.2023):
```
 git clone https://github.com/elastic/elasticsearch-py
```
PyPi (📥 18M / month · 📦 6K · ⏱️ 30.06.2022):
```
 pip install elasticsearch
```

Conda (📥 760K · ⏱️ 28.01.2023):

 conda install -c conda-forge elasticsearch

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

GitHub (👨‍💻 380 · 🔀 1.2K · 📦 19K · 📋 1.7K - 22% open · ⏱️ 28.01.2023):
```
 git clone https://github.com/MongoEngine/mongoengine
```
PyPi (📥 930K / month · 📦 3.6K · ⏱️ 21.03.2022):
```
 pip install mongoengine
```

Conda (📥 190K · ⏱️ 21.01.2023):

 conda install -c conda-forge mongoengine

PyMySQL (🥈38 · ⭐ 7.2K) - Pure Python MySQL Client. MIT

GitHub (👨‍💻 120 · 🔀 1.4K · 📦 150K · 📋 630 - 5% open · ⏱️ 19.01.2023):
```
 git clone https://github.com/PyMySQL/PyMySQL
```
PyPi (📥 36M / month · 📦 10K · ⏱️ 09.01.2021):
```
 pip install PyMySQL
```
Conda (📥 990K · ⏱️ 09.01.2021):
```
 conda install -c conda-forge pymysql
```

pymongo (🥈38 · ⭐ 3.8K) - PyMongo - the Official MongoDB Python driver. Apache-2

GitHub (👨‍💻 200 · 🔀 1.1K · ⏱️ 31.01.2023):

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

PyPi (📥 20M / month · 📦 20K · ⏱️ 13.04.2022):
```
 pip install pymongo
```
Conda (📥 940K · ⏱️ 18.11.2022):
```
 conda install -c conda-forge pymongo
```

alembic (🥈38 · ⭐ 1.7K) - A database migrations tool for SQLAlchemy. MIT

GitHub (👨‍💻 160 · 🔀 170 · 📦 140K · 📋 920 - 10% open · ⏱️ 25.01.2023):
```
 git clone https://github.com/sqlalchemy/alembic
```
PyPi (📥 20M / month · 📦 11K · ⏱️ 14.01.2023):
```
 pip install alembic
```
Conda (📥 3M · ⏱️ 24.12.2022):
```
 conda install -c conda-forge alembic
```

kafka-python (🥈37 · ⭐ 5.1K · 💤) - Python client for Apache Kafka. Apache-2

GitHub (👨‍💻 210 · 🔀 1.3K · 📥 1.8K · 📦 13K · 📋 1.4K - 18% open · ⏱️ 27.03.2022):
```
 git clone https://github.com/dpkp/kafka-python
```
PyPi (📥 7.5M / month · 📦 1.3K · ⏱️ 30.09.2020):
```
 pip install kafka-python
```

Conda (📥 370K · ⏱️ 30.09.2020):

 conda install -c conda-forge kafka-python

python-bigquery (🥈37 · ⭐ 560) - Google BigQuery API client library. Apache-2

GitHub (👨‍💻 120 · 🔀 220 · 📦 16K · 📋 530 - 18% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/googleapis/python-bigquery
```
PyPi (📥 48M / month · 📦 1K · ⏱️ 09.06.2022):
```
 pip install google-cloud-bigquery
```

Conda (📥 2.4M · ⏱️ 02.02.2023):

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

confluent-kafka-python (🥈36 · ⭐ 3.1K) - Confluents Kafka Python Client. Apache-2

GitHub (👨‍💻 100 · 🔀 810 · 📦 4.8K · 📋 1.1K - 22% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/confluentinc/confluent-kafka-python
```
PyPi (📥 9.3M / month · 📦 370 · ⏱️ 16.06.2022):
```
 pip install confluent-kafka
```

Conda (📥 620K · ⏱️ 28.10.2022):

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

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

GitHub (👨‍💻 110 · 🔀 300 · 📦 19K · 📋 410 - 44% open · ⏱️ 17.01.2023):
```
 git clone https://github.com/kvesteri/sqlalchemy-utils
```
PyPi (📥 4.4M / month · 📦 2K · ⏱️ 29.12.2021):
```
 pip install sqlalchemy-utils
```

Conda (📥 430K · ⏱️ 23.12.2022):

 conda install -c conda-forge sqlalchemy-utils

AWS Data Wrangler (🥈35 · ⭐ 3.3K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2

GitHub (👨‍💻 120 · 🔀 570 · 📥 170K · 📦 760 · 📋 840 - 4% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/awslabs/aws-data-wrangler
```
PyPi (📥 19M / month · 📦 34 · ⏱️ 28.06.2022):
```
 pip install awswrangler
```

Conda (📥 300K · ⏱️ 12.01.2023):

 conda install -c conda-forge awswrangler

Ibis (🥈35 · ⭐ 2.4K) - Expressive analytics in Python at any scale. Apache-2

GitHub (👨‍💻 120 · 🔀 380 · 📥 52 · 📦 400 · 📋 2K - 4% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/ibis-project/ibis
```
PyPi (📥 110K / month · 📦 40 · ⏱️ 28.04.2022):
```
 pip install ibis-framework
```

Conda (📥 260K · ⏱️ 27.01.2023):

 conda install -c conda-forge ibis-framework

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

GitHub (👨‍💻 460 · 🔀 890 · 📦 2.7K · 📋 180 - 38% open · ⏱️ 30.01.2023):
```
 git clone https://github.com/apache/libcloud
```
PyPi (📥 170K / month · 📦 850 · ⏱️ 26.05.2022):
```
 pip install apache-libcloud
```

s3fs (🥈35 · ⭐ 630) - S3 Filesystem. BSD-3

GitHub (👨‍💻 110 · 🔀 220 · 📦 11K · 📋 360 - 27% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/fsspec/s3fs
```
PyPi (📥 67M / month · 📦 510 · ⏱️ 19.05.2022):
```
 pip install s3fs
```
Conda (📥 5.1M · ⏱️ 20.01.2023):
```
 conda install -c conda-forge s3fs
```

tortoise-orm (🥈34 · ⭐ 3.4K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2

GitHub (👨‍💻 120 · 🔀 290 · 📥 9 · 📦 3.9K · 📋 880 - 47% open · ⏱️ 13.01.2023):
```
 git clone https://github.com/tortoise/tortoise-orm
```
PyPi (📥 85K / month · 📦 54 · ⏱️ 20.05.2022):
```
 pip install tortoise-orm
```

Conda (📥 9.8K · ⏱️ 11.07.2022):

 conda install -c conda-forge tortoise-orm

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

GitHub (👨‍💻 130 · 🔀 760 · 📥 160 · 📦 7.1K · 📋 1.3K - 10% open · ⏱️ 27.10.2022):
```
 git clone https://github.com/elastic/elasticsearch-dsl-py
```
PyPi (📥 2.9M / month · 📦 950 · ⏱️ 15.07.2021):
```
 pip install elasticsearch-dsl
```

Conda (📥 6.6K · ⏱️ 02.05.2022):

 conda install -c anaconda elasticsearch-dsl

Prometheus Client (🥈33 · ⭐ 3.2K) - Prometheus instrumentation library for Python.. Apache-2

GitHub (👨‍💻 130 · 🔀 710 · 📋 460 - 16% open · ⏱️ 23.01.2023):
```
 git clone https://github.com/prometheus/client_python
```
PyPi (📥 18M / month · 📦 540 · ⏱️ 08.04.2022):
```
 pip install prometheus_client
```

Conda (📥 9.1M · ⏱️ 24.01.2023):

 conda install -c conda-forge prometheus_client

PynamoDB (🥈33 · ⭐ 2.1K) - A pythonic interface to Amazons DynamoDB. MIT

GitHub (👨‍💻 100 · 🔀 410 · 📦 1.2K · 📋 600 - 43% open · ⏱️ 29.01.2023):
```
 git clone https://github.com/pynamodb/PynamoDB
```
PyPi (📥 1.3M / month · 📦 150 · ⏱️ 09.02.2022):
```
 pip install pynamodb
```
Conda (📥 240K · ⏱️ 31.01.2023):
```
 conda install -c conda-forge pynamodb
```

Motor (🥈33 · ⭐ 2.1K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2

GitHub (👨‍💻 41 · 🔀 190 · 📦 47K · ⏱️ 11.01.2023):
```
 git clone https://github.com/mongodb/motor
```
PyPi (📥 1.2M / month · 📦 1.1K · ⏱️ 28.04.2022):
```
 pip install motor
```
Conda (📥 53K · ⏱️ 25.10.2022):
```
 conda install -c conda-forge motor
```

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

GitHub (👨‍💻 85 · 🔀 200 · 📦 1.5K · 📋 380 - 12% open · ⏱️ 31.01.2023):
```
 git clone https://github.com/nithinmurali/pygsheets
```
PyPi (📥 1.3M / month · 📦 82 · ⏱️ 05.02.2021):
```
 pip install pygsheets
```

pandas-gbq (🥈33 · ⭐ 350) - Google BigQuery connector for pandas. BSD-3

GitHub (👨‍💻 40 · 🔀 110 · 📥 270 · 📦 5.4K · 📋 290 - 19% open · ⏱️ 30.01.2023):
```
 git clone https://github.com/googleapis/python-bigquery-pandas
```
PyPi (📥 6.6M / month · 📦 290 · ⏱️ 09.06.2022):
```
 pip install pandas-gbq
```

Conda (📥 1.6M · ⏱️ 20.01.2023):

 conda install -c conda-forge pandas-gbq

sqlmodel (🥉32 · ⭐ 9.3K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic

GitHub (👨‍💻 54 · 🔀 400 · 📦 2.8K · 📋 360 - 59% open · ⏱️ 31.01.2023):
```
 git clone https://github.com/tiangolo/sqlmodel
```
PyPi (📥 310K / month · 📦 48 · ⏱️ 30.08.2022):
```
 pip install sqlmodel
```
Conda (📥 7.9K · ⏱️ 30.08.2022):
```
 conda install -c conda-forge sqlmodel
```

Databases (🥉32 · ⭐ 3.3K) - Async database support for Python. BSD-3

GitHub (👨‍💻 52 · 🔀 220 · 📦 16K · 📋 300 - 40% open · ⏱️ 16.01.2023):
```
 git clone https://github.com/encode/databases
```
PyPi (📥 300K / month · 📦 100 · ⏱️ 30.05.2022):
```
 pip install databases
```

Conda (📥 170K · ⏱️ 02.11.2022):

 conda install -c conda-forge databases

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

GitHub (👨‍💻 73 · 🔀 380 · 📥 5.2K · 📋 310 - 7% open · ⏱️ 17.01.2023):
```
 git clone https://github.com/PyMySQL/mysqlclient
```
PyPi (📥 4.5M / month · 📦 7.1K · ⏱️ 22.06.2022):
```
 pip install mysqlclient
```

Conda (📥 220K · ⏱️ 28.10.2022):

 conda install -c conda-forge mysqlclient

PyPika (🥉32 · ⭐ 1.9K · 💤) - PyPika is a python SQL query builder that exposes the full.. Apache-2

GitHub (👨‍💻 90 · 🔀 230 · 📦 11K · 📋 370 - 34% open · ⏱️ 15.03.2022):
```
 git clone https://github.com/kayak/pypika
```
PyPi (📥 2.1M / month · 📦 64 · ⏱️ 15.03.2022):
```
 pip install pypika
```
Conda (📥 1.5K · ⏱️ 25.10.2021):
```
 conda install -c conda-forge pypika
```

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

GitHub (👨‍💻 190 · 🔀 500 · 📦 4.6K · ⏱️ 24.01.2023):
```
 git clone https://github.com/datastax/python-driver
```
PyPi (📥 1.3M / month · 📦 680 · ⏱️ 18.03.2021):
```
 pip install cassandra-driver
```

Conda (📥 140K · ⏱️ 07.11.2022):

 conda install -c conda-forge cassandra-driver

neo4j-driver (🥉32 · ⭐ 770) - Neo4j Bolt driver for Python. Apache-2

GitHub (👨‍💻 41 · 🔀 170 · 📦 3.1K · 📋 220 - 3% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/neo4j/neo4j-python-driver
```
PyPi (📥 210K / month · 📦 230 · ⏱️ 07.07.2022):
```
 pip install neo4j-driver
```

Conda (📥 160K · ⏱️ 28.01.2023):

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

minio (🥉32 · ⭐ 600) - MinIO Client SDK for Python. Apache-2

GitHub (👨‍💻 110 · 🔀 260 · 📦 3.7K · 📋 500 - 2% open · ⏱️ 09.01.2023):
```
 git clone https://github.com/minio/minio-py
```
PyPi (📥 1.2M / month · 📦 340 · ⏱️ 11.06.2022):
```
 pip install minio
```
Conda (📥 110K · ⏱️ 07.01.2023):
```
 conda install -c conda-forge minio
```

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

GitHub (👨‍💻 34 · 🔀 110 · 📦 160K · 📋 74 - 56% open · ⏱️ 27.12.2022):
```
 git clone https://github.com/boto/s3transfer
```
PyPi (📥 200M / month · 📦 4.2K · ⏱️ 31.05.2022):
```
 pip install s3transfer
```

Conda (📥 14M · ⏱️ 31.05.2022):

 conda install -c conda-forge s3transfer

dataset (🥉30 · ⭐ 4.3K · 📈) - Easy-to-use data handling for SQL data stores with support for.. MIT

GitHub (👨‍💻 76 · 🔀 280 · 📦 2.7K · 📋 280 - 8% open · ⏱️ 30.01.2023):
```
 git clone https://github.com/pudo/dataset
```
PyPi (📥 50K / month · 📦 570 · ⏱️ 16.12.2021):
```
 pip install dataset
```
Conda (📥 4.4K · ⏱️ 01.02.2023):
```
 conda install -c conda-forge dataset
```

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

GitHub (👨‍💻 24 · 🔀 220 · 📥 45 · 📦 2.9K · 📋 600 - 46% open · ⏱️ 15.12.2022):
```
 git clone https://github.com/ponyorm/pony
```
PyPi (📥 66K / month · 📦 350 · ⏱️ 27.01.2022):
```
 pip install pony
```
Conda (📥 83K · ⏱️ 28.01.2022):
```
 conda install -c conda-forge pony
```

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

GitHub (👨‍💻 140 · 🔀 500 · 📦 6.5K · 📋 520 - 27% open · ⏱️ 15.11.2022):
```
 git clone https://github.com/influxdata/influxdb-python
```
PyPi (📥 1.5M / month · 📦 1.2K · ⏱️ 11.11.2020):
```
 pip install influxdb
```
Conda (📥 110K · ⏱️ 12.11.2020):
```
 conda install -c conda-forge influxdb
```

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

GitHub (👨‍💻 72 · 🔀 300 · 📥 3.5K · 📦 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
```

cx-Oracle (🥉30 · ⭐ 840 · 💤) - Python interface to Oracle Database now superseded by python-.. BSD-3

GitHub (👨‍💻 17 · 🔀 340 · 📦 6.9K · 📋 630 - 6% open · ⏱️ 08.06.2022):
```
 git clone https://github.com/oracle/python-cx_Oracle
```
PyPi (📥 2.5M / month · 📦 280 · ⏱️ 04.11.2021):
```
 pip install cx-Oracle
```

Conda (📥 360K · ⏱️ 29.10.2022):

 conda install -c conda-forge cx_oracle

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

GitHub (👨‍💻 65 · 🔀 330 · 📦 2.9K · 📋 160 - 23% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/django-haystack/pysolr
```
PyPi (📥 230K / month · 📦 1.3K · ⏱️ 01.06.2022):
```
 pip install pysolr
```
Conda (📥 20K · ⏱️ 28.04.2020):
```
 conda install -c conda-forge pysolr
```

gino (🥉28 · ⭐ 2.5K · 💤) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3

GitHub (👨‍💻 46 · 🔀 150 · 📦 1.4K · 📋 320 - 18% open · ⏱️ 12.02.2022):
```
 git clone https://github.com/python-gino/gino
```
PyPi (📥 20K / month · 📦 44 · ⏱️ 12.02.2022):
```
 pip install gino
```

piccolos (🥉28 · ⭐ 970) - A fast, user friendly ORM and query builder which supports asyncio. MIT

GitHub (👨‍💻 38 · 🔀 66 · 📦 140 · 📋 280 - 29% open · ⏱️ 31.01.2023):
```
 git clone https://github.com/piccolo-orm/piccolo
```
PyPi (📥 9.9K / month · 📦 8 · ⏱️ 06.07.2022):
```
 pip install piccolo
```

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

GitHub (👨‍💻 19 · 🔀 160 · 📦 720 · 📋 220 - 14% open · ⏱️ 12.07.2022):
```
 git clone https://github.com/python-happybase/happybase
```
PyPi (📥 170K / month · 📦 230 · ⏱️ 14.05.2019):
```
 pip install happybase
```

Conda (📥 120K · ⏱️ 01.07.2019):

 conda install -c conda-forge happybase

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

GitHub (👨‍💻 32 · 🔀 52 · 📦 2K · 📋 250 - 0% open · ⏱️ 10.03.2022):
```
 git clone https://github.com/cloudant/python-cloudant
```
PyPi (📥 99K / month · 📦 290 · ⏱️ 26.08.2021):
```
 pip install cloudant
```
Conda (📥 100K · ⏱️ 26.08.2021):
```
 conda install -c conda-forge cloudant
```

prisma (🥉25 · ⭐ 970) - Prisma Client Python is an auto-generated and fully type-safe database.. Apache-2

GitHub (👨‍💻 20 · 🔀 43 · 📦 130 · 📋 290 - 48% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/RobertCraigie/prisma-client-py
```
PyPi (📥 9.1K / month · 📦 1 · ⏱️ 21.05.2022):
```
 pip install prisma
```

umongo (🥉25 · ⭐ 430) - sync/async MongoDB ODM, yes. MIT

GitHub (👨‍💻 15 · 🔀 64 · 📦 10K · 📋 200 - 21% open · ⏱️ 21.09.2022):
```
 git clone https://github.com/Scille/umongo
```
PyPi (📥 40K / month · 📦 14 · ⏱️ 23.12.2021):
```
 pip install umongo
```
Conda (📥 3.1K · ⏱️ 23.12.2021):
```
 conda install -c conda-forge umongo
```

filedepot (🥉23 · ⭐ 140) - Toolkit for storing files and attachments in web applications. MIT

GitHub (👨‍💻 19 · 🔀 39 · 📦 700 · 📋 47 - 23% open · ⏱️ 04.01.2023):
```
 git clone https://github.com/amol-/depot
```
PyPi (📥 7.9K / month · 📦 49 · ⏱️ 27.07.2020):
```
 pip install filedepot
```

ODMantic (🥉22 · ⭐ 750) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC

GitHub (👨‍💻 17 · 🔀 72 · 📋 140 - 42% open · ⏱️ 03.01.2023):
```
 git clone https://github.com/art049/odmantic
```
PyPi (📥 21K / month · 📦 1 · ⏱️ 01.06.2022):
```
 pip install odmantic
```

PugSQL (🥉20 · ⭐ 590 · 💤) - A HugSQL-inspired database library for Python. Apache-2

GitHub (👨‍💻 12 · 🔀 20 · 📦 47 · 📋 37 - 45% open · ⏱️ 27.05.2022):
```
 git clone https://github.com/mcfunley/pugsql
```
PyPi (📥 26K / month · 📦 1 · ⏱️ 13.03.2022):
```
 pip install pugsql
```

psycopg3 (🥉18 · ⭐ 920) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0

GitHub (👨‍💻 33 · 🔀 83 · 📋 270 - 12% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/psycopg/psycopg
```

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

GitHub (👨‍💻 12 · 🔀 16 · 📦 120 · 📋 23 - 21% open · ⏱️ 24.05.2022):
```
 git clone https://github.com/claws/aioprometheus
```
PyPi (📥 110K / month · 📦 12 · ⏱️ 24.05.2022):
```
 pip install aioprometheus
```

Show 13 hidden projects...

psycopg2 (🥈37 · ⭐ 2.9K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution
pyodbc (🥈33 · ⭐ 2.6K) - Python ODBC bridge. ❗️MIT-0
google-cloud-bigtable (🥉31 · ⭐ 43) - Google Cloud Bigtable API client library. Apache-2
Records (🥉29 · ⭐ 6.9K · 💀) - SQL for Humans. ISC
py2neo (🥉29 · ⭐ 1.2K · 💀) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
mongo-connector (🥉27 · ⭐ 1.9K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
pyhdb (🥉24 · ⭐ 300 · 💀) - SAP HANA Connector in pure Python. Apache-2
PyMODM (🥉22 · ⭐ 350 · 💀) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
db.py (🥉21 · ⭐ 1.2K · 💀) - db.py is an easier way to interact with your databases. BSD-2
gsheets-db-api (🥉20 · ⭐ 190 · 💀) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
Queries (🥉19 · ⭐ 250 · 💀) - PostgreSQL database access simplified. BSD-3
lazydata (🥉16 · ⭐ 630 · 💀) - Lazydata: Scalable data dependencies for Python projects. Apache-2
SuperSQLite (🥉14 · ⭐ 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 (👨‍💻 500 · 🔀 1.7K · 📦 100K · 📋 620 - 3% open · ⏱️ 27.01.2023):
```
 git clone https://github.com/joke2k/faker
```
PyPi (📥 7.2M / month · 📦 2.9K · ⏱️ 24.01.2023):
```
 pip install Faker
```
Conda (📥 710K · ⏱️ 25.01.2023):
```
 conda install -c conda-forge faker
```

Datasets (🥇41 · ⭐ 15K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2

GitHub (👨‍💻 490 · 🔀 2K · 📦 9.9K · 📋 2.1K - 24% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/huggingface/datasets
```
PyPi (📥 1.9M / month · 📦 220 · ⏱️ 15.06.2022):
```
 pip install datasets
```
Conda (📥 160K · ⏱️ 27.01.2023):
```
 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 · 🔀 450 · 📥 24K · 📦 27K · 📋 1.7K - 15% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/xlwings/xlwings
```
PyPi (📥 84K / month · 📦 620 · ⏱️ 06.07.2022):
```
 pip install xlwings
```
Conda (📥 540K · ⏱️ 30.01.2023):
```
 conda install -c conda-forge xlwings
```

Tablib (🥈35 · ⭐ 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT

GitHub (👨‍💻 120 · 🔀 570 · 📦 28K · 📋 250 - 14% open · ⏱️ 21.01.2023):
```
 git clone https://github.com/jazzband/tablib
```
PyPi (📥 1.5M / month · 📦 1.3K · ⏱️ 09.04.2022):
```
 pip install tablib
```
Conda (📥 81K · ⏱️ 16.01.2023):
```
 conda install -c conda-forge tablib
```

python-magic (🥈34 · ⭐ 2.3K) - A python wrapper for libmagic. MIT

GitHub (👨‍💻 58 · 🔀 260 · 📦 37K · 📋 190 - 17% open · ⏱️ 23.01.2023):
```
 git clone https://github.com/ahupp/python-magic
```
PyPi (📥 7M / month · 📦 3.1K · ⏱️ 07.06.2022):
```
 pip install python-magic
```

Conda (📥 190K · ⏱️ 03.11.2022):

 conda install -c conda-forge python-magic

csvkit (🥈33 · ⭐ 5.3K) - A suite of utilities for converting to and working with CSV, the king of.. MIT

GitHub (👨‍💻 100 · 🔀 580 · 📦 1.3K · 📋 870 - 7% open · ⏱️ 06.01.2023):
```
 git clone https://github.com/wireservice/csvkit
```
PyPi (📥 170K / month · 📦 370 · ⏱️ 06.03.2022):
```
 pip install csvkit
```
Conda (📥 80K · ⏱️ 04.01.2023):
```
 conda install -c conda-forge csvkit
```

xmltodict (🥈33 · ⭐ 5K · 💤) - Python module that makes working with XML feel like you are working.. MIT

GitHub (👨‍💻 49 · 🔀 460 · 📦 48K · 📋 230 - 30% open · ⏱️ 08.05.2022):
```
 git clone https://github.com/martinblech/xmltodict
```
PyPi (📥 22M / month · 📦 5.1K · ⏱️ 08.05.2022):
```
 pip install xmltodict
```

Conda (📥 2.3M · ⏱️ 08.05.2022):

 conda install -c conda-forge xmltodict

smart-open (🥈33 · ⭐ 2.8K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT

GitHub (👨‍💻 100 · 🔀 340 · 📋 370 - 18% open · ⏱️ 19.01.2023):
```
 git clone https://github.com/RaRe-Technologies/smart_open
```
PyPi (📥 12M / month · 📦 480 · ⏱️ 24.04.2022):
```
 pip install smart-open
```

Conda (📥 1.6M · ⏱️ 08.01.2023):

 conda install -c conda-forge smart_open

gdown (🥈31 · ⭐ 2.7K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT

GitHub (👨‍💻 15 · 🔀 240 · 📦 13K · 📋 130 - 12% open · ⏱️ 08.12.2022):
```
 git clone https://github.com/wkentaro/gdown
```
PyPi (📥 730K / month · 📦 210 · ⏱️ 26.06.2022):
```
 pip install gdown
```
Conda (📥 140K · ⏱️ 05.12.2022):
```
 conda install -c conda-forge gdown
```

pandas-datareader (🥈30 · ⭐ 2.6K · 💤) - Extract data from a wide range of Internet sources.. BSD-3

GitHub (👨‍💻 85 · 🔀 610 · 📋 510 - 22% open · ⏱️ 16.03.2022):
```
 git clone https://github.com/pydata/pandas-datareader
```
PyPi (📥 570K / month · 📦 790 · ⏱️ 13.07.2021):
```
 pip install pandas-datareader
```

Conda (📥 240K · ⏱️ 14.07.2021):

 conda install -c conda-forge pandas-datareader

SDV (🥈30 · ⭐ 1.3K) - Synthetic Data Generation for tabular, relational and time series data. MIT

GitHub (👨‍💻 41 · 🔀 200 · 📦 140 · 📋 720 - 20% open · ⏱️ 24.01.2023):
```
 git clone https://github.com/sdv-dev/SDV
```
PyPi (📥 38K / month · 📦 5 · ⏱️ 01.07.2022):
```
 pip install sdv
```
Conda (📥 6.5K · ⏱️ 25.01.2023):
```
 conda install -c conda-forge sdv
```

snorkel (🥉29 · ⭐ 5.4K) - A system for quickly generating training data with weak supervision. Apache-2

GitHub (👨‍💻 78 · 🔀 830 · 📥 1K · 📦 260 · 📋 980 - 2% open · ⏱️ 31.10.2022):
```
 git clone https://github.com/snorkel-team/snorkel
```
PyPi (📥 48K / month · 📦 12 · ⏱️ 19.11.2021):
```
 pip install snorkel
```
Conda (📥 37K · ⏱️ 29.07.2022):
```
 conda install -c conda-forge snorkel
```

Intake (🥉29 · ⭐ 860) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2

GitHub (👨‍💻 79 · 🔀 120 · 📦 820 · 📋 330 - 29% open · ⏱️ 10.01.2023):
```
 git clone https://github.com/intake/intake
```
PyPi (📥 15K / month · 📦 100 · ⏱️ 09.01.2022):
```
 pip install intake
```
Conda (📥 320K · ⏱️ 26.08.2022):
```
 conda install -c conda-forge intake
```

textract (🥉27 · ⭐ 3.4K · 💤) - extract text from any document. no muss. no fuss. MIT

GitHub (👨‍💻 40 · 🔀 500 · 📋 220 - 41% open · ⏱️ 10.03.2022):
```
 git clone https://github.com/deanmalmgren/textract
```
PyPi (📥 140K / month · 📦 120 · ⏱️ 10.03.2022):
```
 pip install textract
```
Conda (📥 18K · ⏱️ 10.03.2022):
```
 conda install -c conda-forge textract
```

img2dataset (🥉25 · ⭐ 1.5K) - Easily turn large sets of image urls to an image dataset. Can.. MIT

GitHub (👨‍💻 20 · 🔀 150 · 📥 710 · 📦 22 · 📋 160 - 38% open · ⏱️ 16.01.2023):
```
 git clone https://github.com/rom1504/img2dataset
```
PyPi (📥 9.2K / month · 📦 1 · ⏱️ 27.06.2022):
```
 pip install img2dataset
```

rows (🥉23 · ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0

GitHub (👨‍💻 31 · 🔀 140 · 📥 38 · 📦 150 · 📋 320 - 52% open · ⏱️ 25.01.2023):
```
 git clone https://github.com/turicas/rows
```
PyPi (📥 1.6K / month · 📦 29 · ⏱️ 14.02.2019):
```
 pip install rows
```

Upgini (🥉19 · ⭐ 180) - Free automated data enrichment library for machine learning searches.. BSD-3

GitHub (👨‍💻 9 · 🔀 17 · 📦 1 · ⏱️ 01.02.2023):
```
 git clone https://github.com/upgini/upgini
```
PyPi (📥 3.5K / month · ⏱️ 30.06.2022):
```
 pip install upgini
```

Squirrel (🥉14 · ⭐ 250) - A Python library that enables ML teams to share, load, and transform.. Apache-2

GitHub (👨‍💻 12 · 🔀 6 · 📋 5 - 60% open · ⏱️ 31.01.2023):
```
 git clone https://github.com/merantix-momentum/squirrel-core
```
PyPi (📥 840 / month · ⏱️ 06.07.2022):
```
 pip install squirrel-core
```

Conda (📦 1 · ⏱️ 18.11.2022):

 conda install -c anaconda squirrel-core

Show 12 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
Singer (🥉24 · ⭐ 1.1K · 💀) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0
messytables (🥉24 · ⭐ 380 · 💀) - Tools for parsing messy tabular data. This is now superseded by.. MIT
camelot (🥉23 · ⭐ 1.8K · 💀) - A Python library to extract tabular data from PDFs. MIT
deepdish (🥉23 · ⭐ 260 · 💀) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
pyexcel-xlsx (🥉23 · ⭐ 110 · 💀) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
datatest (🥉21 · ⭐ 270 · 💀) - Tools for test driven data-wrangling and data validation. Apache-2
borb (🥉20 · ⭐ 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 · ⭐ 740 · 💀) - 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 (👨‍💻 2.7K · 🔀 12K · 📥 420K · 📦 5.4K · 📋 6.9K - 12% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/apache/airflow
```
PyPi (📥 12M / month · ⏱️ 20.01.2023):
```
 pip install apache-airflow
```
Conda (📥 830K · ⏱️ 21.01.2023):
```
 conda install -c conda-forge airflow
```
Docker Hub (📥 100M · ⭐ 420 · ⏱️ 20.01.2023):
```
 docker pull apache/airflow
```

Celery (🥇44 · ⭐ 21K · 📉) - Asynchronous task queue/job queue based on distributed message passing. BSD-3

GitHub (👨‍💻 1.3K · 🔀 4.4K · 📦 85K · 📋 4.9K - 12% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/celery/celery
```
PyPi (📥 6.1M / month · 📦 15K · ⏱️ 01.08.2022):
```
 pip install celery
```
Conda (📥 1.1M · ⏱️ 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 · 📦 1.7K · 📋 3.3K - 21% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/PrefectHQ/prefect
```
PyPi (📥 550K / month · 📦 72 · ⏱️ 05.07.2022):
```
 pip install prefect
```
Conda (📥 380K · ⏱️ 30.01.2023):
```
 conda install -c conda-forge prefect
```

Beam (🥇42 · ⭐ 6.4K) - Unified programming model to define and execute data processing.. Apache-2

GitHub (👨‍💻 1.4K · 🔀 3.8K · 📦 2 · 📋 5.4K - 78% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/apache/beam
```
PyPi (📥 8.4M / month · 📦 160 · ⏱️ 27.06.2022):
```
 pip install apache-beam
```

Conda (📥 32K · ⏱️ 14.01.2023):

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

rq (🥇39 · ⭐ 8.7K) - Simple job queues for Python. BSD-3

GitHub (👨‍💻 280 · 🔀 1.3K · 📦 12K · 📋 1K - 14% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/rq/rq
```
PyPi (📥 790K / month · 📦 1.7K · ⏱️ 15.01.2023):
```
 pip install rq
```
Conda (📥 85K · ⏱️ 30.06.2021):
```
 conda install -c conda-forge rq
```

Dagster (🥇39 · ⭐ 6.4K) - An orchestration platform for the development, production, and.. Apache-2

GitHub (👨‍💻 270 · 🔀 810 · 📦 740 · 📋 5.2K - 29% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/dagster-io/dagster
```
PyPi (📥 590K / month · 📦 99 · ⏱️ 06.07.2022):
```
 pip install dagster
```
Conda (📥 770K · ⏱️ 01.02.2023):
```
 conda install -c conda-forge dagster
```

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

GitHub (👨‍💻 110 · 🔀 360 · 📦 250K · 📋 800 - 47% open · ⏱️ 25.11.2022):
```
 git clone https://github.com/joblib/joblib
```
PyPi (📥 25M / month · 📦 5.3K · ⏱️ 20.09.2022):
```
 pip install joblib
```
Conda (📥 15M · ⏱️ 10.10.2022):
```
 conda install -c conda-forge joblib
```

Great Expectations (🥈37 · ⭐ 7.9K) - Always know what to expect from your data. Apache-2

GitHub (👨‍💻 360 · 🔀 1.2K · 📋 1.6K - 17% open · ⏱️ 02.02.2023):
```
 git clone https://github.com/great-expectations/great_expectations
```
PyPi (📥 7.2M / month · 📦 8 · ⏱️ 04.11.2022):
```
 pip install great_expectations
```

Conda (📥 590K · ⏱️ 27.01.2023):

 conda install -c conda-forge great-expectations

dbt (🥈37 · ⭐ 6.4K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2

GitHub (👨‍💻 260 · 🔀 1.1K · 📥 840 · 📦 1.1K · 📋 3.6K - 11% open · ⏱️ 31.01.2023):
```
 git clone https://github.com/dbt-labs/dbt-core
```
PyPi (📥 110K / month · 📦 30 · ⏱️ 06.12.2021):
```
 pip install dbt
```
Conda (📥 230K · ⏱️ 09.12.2021):
```
 conda install -c conda-forge dbt
```

luigi (🥈36 · ⭐ 16K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2

GitHub (👨‍💻 600 · 🔀 2.4K · 📦 1.9K · 📋 980 - 11% open · ⏱️ 18.01.2023):
```
 git clone https://github.com/spotify/luigi
```
PyPi (📥 440K / month · 📦 400 · ⏱️ 20.06.2022):
```
 pip install luigi
```
Conda (📥 12K · 📦 2 · ⏱️ 02.05.2022):
```
 conda install -c anaconda luigi
```

Kedro (🥈36 · ⭐ 8K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2

GitHub (👨‍💻 180 · 🔀 760 · 📦 1.3K · 📋 1.1K - 21% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/kedro-org/kedro
```
PyPi (📥 470K / month · 📦 40 · ⏱️ 09.05.2022):
```
 pip install kedro
```

ploomber (🥈32 · ⭐ 2.9K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2

GitHub (👨‍💻 72 · 🔀 200 · 📦 67 · 📋 820 - 16% open · ⏱️ 31.01.2023):
```
 git clone https://github.com/ploomber/ploomber
```
PyPi (📥 59K / month · 📦 5 · ⏱️ 04.07.2022):
```
 pip install ploomber
```
Conda (📥 47K · ⏱️ 31.01.2023):
```
 conda install -c conda-forge ploomber
```

Activeloop (🥈31 · ⭐ 5.2K) - Data Lake for Deep Learning. Build, manage, query, version, &.. MPL-2.0

GitHub (👨‍💻 110 · 🔀 420 · 📦 23 · 📋 400 - 11% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/activeloopai/Hub
```
PyPi (📥 3.6K / month · 📦 53 · ⏱️ 28.06.2022):
```
 pip install hub
```

huey (🥈31 · ⭐ 4.3K) - a little task queue for python. MIT

GitHub (👨‍💻 67 · 🔀 360 · 📦 1.1K · ⏱️ 13.01.2023):
```
 git clone https://github.com/coleifer/huey
```
PyPi (📥 71K / month · 📦 170 · ⏱️ 28.12.2021):
```
 pip install huey
```
Conda (📥 29K · ⏱️ 16.10.2019):
```
 conda install -c conda-forge huey
```

petl (🥈31 · ⭐ 1.1K) - Python Extract Transform and Load Tables of Data. MIT

GitHub (👨‍💻 58 · 🔀 180 · 📦 920 · 📋 450 - 17% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/petl-developers/petl
```
PyPi (📥 330K / month · 📦 79 · ⏱️ 08.06.2022):
```
 pip install petl
```
Conda (📥 160K · ⏱️ 23.11.2022):
```
 conda install -c conda-forge petl
```

zenml (🥈30 · ⭐ 2.6K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2

GitHub (👨‍💻 59 · 🔀 260 · 📥 1 · 📦 50 · 📋 160 - 22% open · ⏱️ 26.01.2023):
```
 git clone https://github.com/zenml-io/zenml
```
PyPi (📥 6.7K / month · ⏱️ 28.06.2022):
```
 pip install zenml
```

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

GitHub (👨‍💻 80 · 🔀 310 · 📦 200 · 📋 460 - 21% open · ⏱️ 18.01.2023):
```
 git clone https://github.com/combust/mleap
```
PyPi (📥 110K / month · 📦 26 · ⏱️ 04.04.2022):
```
 pip install mleap
```
Conda (📥 61K · ⏱️ 23.12.2022):
```
 conda install -c conda-forge mleap
```

whylogs (🥉29 · ⭐ 2.1K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2

GitHub (👨‍💻 21 · 🔀 89 · 📥 71 · 📦 58 · 📋 320 - 15% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/whylabs/whylogs
```
PyPi (📥 43K / month · 📦 2 · ⏱️ 06.07.2022):
```
 pip install whylogs
```

arq (🥉28 · ⭐ 1.5K) - Fast job queuing and RPC in python with asyncio and redis. MIT

GitHub (👨‍💻 52 · 🔀 120 · 📦 290 · 📋 180 - 29% open · ⏱️ 14.12.2022):
```
 git clone https://github.com/samuelcolvin/arq
```
PyPi (📥 34K / month · 📦 13 · ⏱️ 09.03.2022):
```
 pip install arq
```
Conda (📥 5.6K · ⏱️ 02.12.2022):
```
 conda install -c conda-forge arq
```

PyFunctional (🥉27 · ⭐ 2.1K) - Python library for creating data pipelines with chain functional.. MIT

GitHub (👨‍💻 27 · 🔀 120 · 📦 530 · 📋 130 - 6% open · ⏱️ 12.10.2022):
```
 git clone https://github.com/EntilZha/PyFunctional
```
PyPi (📥 310K / month · 📦 15 · ⏱️ 12.01.2021):
```
 pip install pyfunctional
```

streamparse (🥉26 · ⭐ 1.5K · 💤) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2

GitHub (👨‍💻 43 · 🔀 220 · 📦 57 · 📋 330 - 21% open · ⏱️ 18.07.2022):
```
 git clone https://github.com/Parsely/streamparse
```
PyPi (📥 2.2K / month · 📦 27 · ⏱️ 10.01.2022):
```
 pip install streamparse
```

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

GitHub (👨‍💻 63 · 🔀 27 · 📦 32 · 📋 5 - 20% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/databand-ai/dbnd
```
PyPi (📥 57K / month · 📦 24 · ⏱️ 06.07.2022):
```
 pip install dbnd
```

Optimus (🥉25 · ⭐ 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 (📥 26K / month · ⏱️ 30.05.2019):
```
 pip install optimuspyspark
```

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

GitHub (👨‍💻 26 · 🔀 69 · 📦 25 · 📋 81 - 53% open · ⏱️ 17.01.2023):
```
 git clone https://github.com/closeio/tasktiger
```
PyPi (📥 1.1K / month · 📦 10 · ⏱️ 02.12.2021):
```
 pip install tasktiger
```

Pypeline (🥉23 · ⭐ 1.4K · 💤) - Concurrent data pipelines in Python . MIT

GitHub (👨‍💻 13 · 🔀 84 · 📦 86 · 📋 63 - 26% open · ⏱️ 23.06.2022):
```
 git clone https://github.com/cgarciae/pypeln
```
PyPi (📥 16K / month · 📦 9 · ⏱️ 06.01.2022):
```
 pip install pypeln
```
Conda (📥 12K ·

README.md

Best-of Python

Contents

Explanation

Data Serialization

Data Containers & Dataframes

Data Structures

Data Validation

Algorithms & Design Patterns

Date & Time Utilities

File & Path Utilities

Compatiblity

Cryptography

Infrastructure & DevOps

Process Utilities

Asynchronous Programming

Configuration

CLI Development

Development Tools

Data Caching

GUI Development

Computer & Machine Vision

Machine Learning & Data Engineering

Text Data

Web Development

Database Clients

Data Loading & Extraction

Data Pipelines & Streaming

License

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README.md

Best-of Python

Contents

Explanation

Data Serialization

Data Containers & Dataframes

Data Structures

Data Validation

Algorithms & Design Patterns

Date & Time Utilities

File & Path Utilities

Compatiblity

Cryptography

Infrastructure & DevOps

Process Utilities

Asynchronous Programming

Configuration

CLI Development

Development Tools

Data Caching

GUI Development

Computer & Machine Vision

Machine Learning & Data Engineering

Text Data

Web Development

Database Clients

Data Loading & Extraction

Data Pipelines & Streaming