Best-of Python

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

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

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

Explanation

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

Data Serialization

protobuf (🥇48 · ⭐ 56K) - Protocol Buffers - Googles data interchange format. BSD-3

GitHub (👨‍💻 1K · 🔀 14K · 📥 37M · 📦 250K · 📋 5.1K - 15% open · ⏱️ 17.08.2022):
```
it clone https://github.com/protocolbuffers/protobuf
```
PyPi (📥 93M / month · 📦 15K · ⏱️ 24.06.2022):
```
ip install protobuf
```
Conda (📥 9.6M · ⏱️ 10.05.2022):
```
onda install -c conda-forge protobuf
```
npm (📥 4.5M / month · 📦 2.8K · ⏱️ 28.07.2022):
```
pm install google-protobuf
```

flatbuffers (🥇40 · ⭐ 19K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2

GitHub (👨‍💻 580 · 🔀 2.8K · 📥 80K · 📦 2.8K · 📋 2K - 6% open · ⏱️ 17.08.2022):
```
it clone https://github.com/google/flatbuffers
```
PyPi (📥 7.7M / month · 📦 210 · ⏱️ 10.05.2021):
```
ip install flatbuffers
```

Conda (📥 410K · ⏱️ 04.03.2022):

onda install -c conda-forge flatbuffers

npm (📥 410K / month · 📦 220 · ⏱️ 25.02.2022):
```
pm install flatbuffers
```

marshmallow (🥈38 · ⭐ 6.2K) - A lightweight library for converting complex objects to and from.. MIT

GitHub (👨‍💻 200 · 🔀 610 · 📦 53K · 📋 1.2K - 13% open · ⏱️ 09.08.2022):
```
it clone https://github.com/marshmallow-code/marshmallow
```
PyPi (📥 17M / month · 📦 10K · ⏱️ 26.06.2022):
```
ip install marshmallow
```

Conda (📥 1.2M · ⏱️ 28.06.2022):

onda install -c conda-forge marshmallow

ultrajson (🥈36 · ⭐ 3.8K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3

GitHub (👨‍💻 82 · 🔀 350 · 📋 330 - 7% open · ⏱️ 08.08.2022):
```
it clone https://github.com/ultrajson/ultrajson
```
PyPi (📥 12M / month · 📦 4.2K · ⏱️ 02.07.2022):
```
ip install ujson
```
Conda (📥 2.2M · ⏱️ 20.05.2022):
```
onda install -c conda-forge ujson
```

orjson (🥈35 · ⭐ 3.6K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2

GitHub (👨‍💻 17 · 🔀 130 · 📦 18K · 📋 260 - 5% open · ⏱️ 14.08.2022):
```
it clone https://github.com/ijl/orjson
```
PyPi (📥 4.7M / month · 📦 550 · ⏱️ 06.07.2022):
```
ip install orjson
```
Conda (📥 430K · ⏱️ 15.08.2022):
```
onda install -c conda-forge orjson
```

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

GitHub (👨‍💻 38 · 🔀 140 · 📥 260K · 📦 59K · 📋 430 - 35% open · ⏱️ 13.08.2022):
```
it clone https://github.com/uqfoundation/dill
```
PyPi (📥 20M / month · 📦 3.4K · ⏱️ 20.05.2022):
```
ip install dill
```
Conda (📥 2.4M · ⏱️ 20.05.2022):
```
onda install -c conda-forge dill
```

simplejson (🥈34 · ⭐ 1.5K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT

GitHub (👨‍💻 39 · 🔀 310 · 📥 5.9K · 📦 88K · 📋 190 - 9% open · ⏱️ 01.07.2022):
```
it clone https://github.com/simplejson/simplejson
```
PyPi (📥 14M / month · 📦 21K · ⏱️ 16.11.2021):
```
ip install simplejson
```
Conda (📥 1.8M · ⏱️ 03.04.2022):
```
onda install -c conda-forge simplejson
```

cloudpickle (🥈34 · ⭐ 1.2K) - Extended pickling support for Python objects. BSD-3

GitHub (👨‍💻 51 · 🔀 130 · 📥 19 · 📦 57K · 📋 220 - 33% open · ⏱️ 11.07.2022):
```
it clone https://github.com/cloudpipe/cloudpickle
```
PyPi (📥 26M / month · 📦 2.6K · ⏱️ 10.09.2021):
```
ip install cloudpickle
```

Conda (📥 9M · ⏱️ 20.05.2022):

onda install -c conda-forge cloudpickle

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

GitHub (👨‍💻 73 · 🔀 210 · 📥 890 · 📋 250 - 1% open · ⏱️ 08.08.2022):
```
it clone https://github.com/msgpack/msgpack-python
```
PyPi (📥 21M / month · 📦 2.1K · ⏱️ 03.06.2022):
```
ip install msgpack
```

Conda (📥 7.9M · ⏱️ 03.06.2022):

onda install -c conda-forge msgpack-python

jsonpickle (🥉33 · ⭐ 1K) - Python library for serializing any arbitrary object graph into JSON... BSD-3

GitHub (👨‍💻 65 · 🔀 150 · 📋 260 - 21% open · ⏱️ 31.07.2022):
```
it clone https://github.com/jsonpickle/jsonpickle
```
PyPi (📥 9.3M / month · 📦 2.3K · ⏱️ 11.05.2022):
```
ip install jsonpickle
```
Conda (📥 970K · ⏱️ 11.05.2022):
```
onda install -c conda-forge jsonpickle
```

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

GitHub (👨‍💻 12 · 🔀 26 · 📦 20K · ⏱️ 21.07.2022):
```
it clone https://github.com/explosion/srsly
```
PyPi (📥 3.9M / month · 📦 260 · ⏱️ 13.04.2022):
```
ip install srsly
```
Conda (📥 970K · ⏱️ 20.07.2022):
```
onda install -c conda-forge srsly
```

python-rapidjson (🥉27 · ⭐ 460) - Python wrapper around rapidjson. MIT

GitHub (👨‍💻 19 · 🔀 40 · 📦 2.6K · 📋 100 - 10% open · ⏱️ 07.07.2022):
```
it clone https://github.com/python-rapidjson/python-rapidjson
```
PyPi (📥 890K / month · 📦 250 · ⏱️ 07.07.2022):
```
ip install python-rapidjson
```

Conda (📥 990K · ⏱️ 19.02.2022):

onda install -c conda-forge python-rapidjson

pysimdjson (🥉26 · ⭐ 550) - Python bindings for the simdjson project. MIT

GitHub (👨‍💻 13 · 🔀 41 · 📦 390 · 📋 77 - 15% open · ⏱️ 04.06.2022):
```
it clone https://github.com/TkTech/pysimdjson
```
PyPi (📥 240K / month · 📦 16 · ⏱️ 29.05.2022):
```
ip install pysimdjson
```
Conda (📥 32K · ⏱️ 29.05.2022):
```
onda install -c conda-forge pysimdjson
```

hickle (🥉24 · ⭐ 430 · 💤) - a HDF5-based python pickle replacement. MIT

GitHub (👨‍💻 22 · 🔀 67 · 📦 390 · 📋 100 - 8% open · ⏱️ 19.12.2021):
```
it clone https://github.com/telegraphic/hickle
```
PyPi (📥 3.9K / month · 📦 83 · ⏱️ 17.12.2021):
```
ip install hickle
```
Conda (📥 19K · ⏱️ 11.07.2019):
```
onda install -c conda-forge hickle
```

rtoml (🥉20 · ⭐ 170) - A better TOML library for python implemented in rust. MIT

GitHub (👨‍💻 12 · 🔀 21 · 📦 78 · 📋 12 - 41% open · ⏱️ 11.05.2022):
```
it clone https://github.com/samuelcolvin/rtoml
```
PyPi (📥 24K / month · 📦 14 · ⏱️ 11.05.2022):
```
ip 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 · ⭐ 35K) - Flexible and powerful data analysis / manipulation library for.. BSD-3

GitHub (👨‍💻 3.1K · 🔀 15K · 📥 160K · 📦 790K · 📋 23K - 15% open · ⏱️ 18.08.2022):
```
it clone https://github.com/pandas-dev/pandas
```
PyPi (📥 100M / month · 📦 61K · ⏱️ 23.06.2022):
```
ip install pandas
```
Conda (📥 28M · ⏱️ 23.06.2022):
```
onda install -c conda-forge pandas
```

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

GitHub (👨‍💻 1.5K · 🔀 7.2K · 📥 550K · 📦 1.2M · 📋 11K - 20% open · ⏱️ 17.08.2022):
```
it clone https://github.com/numpy/numpy
```
PyPi (📥 130M / month · 📦 120K · ⏱️ 09.07.2022):
```
ip install numpy
```
Conda (📥 38M · ⏱️ 16.08.2022):
```
onda install -c conda-forge numpy
```

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

GitHub (👨‍💻 180 · 🔀 470 · 📥 2.1K · 📦 170K · 📋 1.4K - 17% open · ⏱️ 01.07.2022):
```
it clone https://github.com/h5py/h5py
```
PyPi (📥 11M / month · 📦 14K · ⏱️ 24.05.2022):
```
ip install h5py
```
Conda (📥 8.7M · ⏱️ 14.08.2022):
```
onda install -c conda-forge h5py
```

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

GitHub (👨‍💻 390 · 🔀 820 · 📦 12K · 📋 3.4K - 28% open · ⏱️ 17.08.2022):
```
it clone https://github.com/pydata/xarray
```
PyPi (📥 1.6M / month · 📦 1.5K · ⏱️ 09.06.2022):
```
ip install xarray
```
Conda (📥 5.7M · ⏱️ 26.07.2022):
```
onda install -c conda-forge xarray
```

polars (🥈36 · ⭐ 7.5K) - Fast multi-threaded DataFrame library in Rust | Python | Node.js. MIT

GitHub (👨‍💻 110 · 🔀 400 · 📦 1.5K · 📋 1.8K - 12% open · ⏱️ 18.08.2022):
```
it clone https://github.com/pola-rs/polars
```
PyPi (📥 140K / month · 📦 30 · ⏱️ 29.06.2022):
```
ip install polars
```

Modin (🥈34 · ⭐ 7.7K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2

GitHub (👨‍💻 100 · 🔀 540 · 📥 200K · 📦 710 · 📋 2.9K - 33% open · ⏱️ 17.08.2022):
```
it clone https://github.com/modin-project/modin
```
PyPi (📥 190K / month · 📦 26 · ⏱️ 25.06.2022):
```
ip install modin
```
Conda (📥 140K · ⏱️ 28.06.2022):
```
onda install -c conda-forge modin-core
```

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

GitHub (👨‍💻 63 · 🔀 180 · 📥 39 · 📋 330 - 18% open · ⏱️ 19.07.2022):
```
it clone https://github.com/pydata/numexpr
```
PyPi (📥 2.5M / month · 📦 3K · ⏱️ 25.06.2022):
```
ip install numexpr
```
Conda (📥 4.7M · ⏱️ 17.07.2022):
```
onda install -c conda-forge numexpr
```

Bottleneck (🥈33 · ⭐ 780) - Fast NumPy array functions written in C. BSD-2

GitHub (👨‍💻 25 · 🔀 87 · 📦 35K · 📋 230 - 16% open · ⏱️ 02.07.2022):
```
it clone https://github.com/pydata/bottleneck
```
PyPi (📥 450K / month · 📦 1.6K · ⏱️ 02.07.2022):
```
ip install Bottleneck
```
Conda (📥 2.5M · ⏱️ 03.07.2022):
```
onda install -c conda-forge bottleneck
```

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

GitHub (👨‍💻 110 · 🔀 230 · 📥 170 · 📋 660 - 23% open · ⏱️ 19.04.2022):
```
it clone https://github.com/PyTables/PyTables
```
PyPi (📥 1M / month · 📦 2.3K · ⏱️ 28.12.2021):
```
ip install tables
```
Conda (📥 4.6M · ⏱️ 13.08.2022):
```
onda install -c conda-forge pytables
```

zarr (🥈32 · ⭐ 970) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT

GitHub (👨‍💻 65 · 🔀 170 · 📦 1.4K · 📋 520 - 42% open · ⏱️ 15.08.2022):
```
it clone https://github.com/zarr-developers/zarr-python
```
PyPi (📥 110K / month · 📦 250 · ⏱️ 23.06.2022):
```
ip install zarr
```
Conda (📥 1.5M · ⏱️ 23.06.2022):
```
onda install -c conda-forge zarr
```

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

GitHub (👨‍💻 51 · 🔀 330 · 📥 1K · 📦 220 · 📋 590 - 18% open · ⏱️ 21.10.2021):
```
it clone https://github.com/databricks/koalas
```
PyPi (📥 1.6M / month · 📦 13 · ⏱️ 19.10.2021):
```
ip install koalas
```
Conda (📥 170K · ⏱️ 20.10.2021):
```
onda install -c conda-forge koalas
```

Vaex (🥉30 · ⭐ 7.2K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT

GitHub (👨‍💻 70 · 🔀 560 · 📥 240 · 📋 1.1K - 36% open · ⏱️ 18.08.2022):
```
it clone https://github.com/vaexio/vaex
```
PyPi (📥 51K / month · 📦 17 · ⏱️ 03.06.2022):
```
ip install vaex
```
Conda (📥 130K · ⏱️ 27.07.2022):
```
onda install -c conda-forge vaex
```

pandera (🥉30 · ⭐ 1.6K) - A light-weight, flexible, and expressive statistical data testing.. MIT

GitHub (👨‍💻 64 · 🔀 120 · 📦 300 · 📋 430 - 27% open · ⏱️ 17.08.2022):
```
it clone https://github.com/pandera-dev/pandera
```
PyPi (📥 460K / month · 📦 26 · ⏱️ 01.05.2022):
```
ip install pandera
```

Conda (📥 11K · ⏱️ 04.04.2022):

onda install -c conda-forge pandera-core

TinyDB (🥉29 · ⭐ 5.3K) - TinyDB is a lightweight document oriented database optimized for your.. MIT

GitHub (👨‍💻 78 · 🔀 450 · 📋 290 - 4% open · ⏱️ 23.07.2022):
```
it clone https://github.com/msiemens/tinydb
```
PyPi (📥 390K / month · 📦 810 · ⏱️ 19.02.2022):
```
ip install tinydb
```
Conda (📥 200K · ⏱️ 19.02.2022):
```
onda install -c conda-forge tinydb
```

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

GitHub (👨‍💻 33 · 🔀 140 · 📥 1.7K · 📋 1.4K - 10% open · ⏱️ 12.08.2022):
```
it clone https://github.com/h2oai/datatable
```
PyPi (📥 65K / month · 📦 21 · ⏱️ 01.07.2021):
```
ip install datatable
```
Conda (📥 15K · ⏱️ 23.12.2020):
```
onda install -c conda-forge datatable
```

Pandaral·lel (🥉28 · ⭐ 2.4K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter

GitHub (👨‍💻 20 · 🔀 150 · 📋 170 - 48% open · ⏱️ 09.08.2022):
```
it clone https://github.com/nalepae/pandarallel
```
PyPi (📥 490K / month · 📦 25 · ⏱️ 15.03.2022):
```
ip install pandarallel
```

Conda (📥 7.8K · ⏱️ 09.04.2022):

onda install -c conda-forge pandarallel

swifter (🥉28 · ⭐ 2.1K) - A package which efficiently applies any function to a pandas.. MIT

GitHub (👨‍💻 17 · 🔀 98 · 📦 660 · 📋 120 - 7% open · ⏱️ 16.08.2022):
```
it clone https://github.com/jmcarpenter2/swifter
```
PyPi (📥 260K / month · 📦 30 · ⏱️ 07.07.2022):
```
ip install swifter
```
Conda (📥 150K · ⏱️ 17.08.2022):
```
onda install -c conda-forge swifter
```

datasketch (🥉28 · ⭐ 1.8K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT

GitHub (👨‍💻 22 · 🔀 240 · 📥 19 · 📦 440 · 📋 140 - 25% open · ⏱️ 02.06.2022):
```
it clone https://github.com/ekzhu/datasketch
```
PyPi (📥 720K / month · 📦 54 · ⏱️ 04.02.2022):
```
ip install datasketch
```

docarray (🥉28 · ⭐ 820) - The data structure for unstructured multimodal data. Apache-2

GitHub (👨‍💻 36 · 🔀 74 · 📦 92 · 📋 140 - 22% open · ⏱️ 18.08.2022):
```
it clone https://github.com/jina-ai/docarray
```
PyPi (📥 95K / month · 📦 1 · ⏱️ 06.07.2022):
```
ip install docarray
```
Conda (📥 34K · ⏱️ 13.08.2022):
```
onda install -c conda-forge docarray
```

StaticFrame (🥉26 · ⭐ 310) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT

GitHub (👨‍💻 20 · 🔀 26 · 📦 11 · 📋 460 - 11% open · ⏱️ 14.08.2022):
```
it clone https://github.com/InvestmentSystems/static-frame
```
PyPi (📥 2.2K / month · 📦 2 · ⏱️ 01.07.2022):
```
ip install static-frame
```

Conda (📥 180K · ⏱️ 14.08.2022):

onda install -c conda-forge static-frame

Pandas Summary (🥉20 · ⭐ 430) - A library for managing, validating, summarizing, and.. Apache-2

GitHub (👨‍💻 8 · 🔀 40 · 📋 13 - 46% open · ⏱️ 14.08.2022):
```
it clone https://github.com/polyaxon/datatile
```
PyPi (📥 47K / month · 📦 57 · ⏱️ 25.11.2021):
```
ip install pandas-summary
```

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

GitHub (👨‍💻 3 · 🔀 58 · 📦 2 · 📋 3 - 66% open · ⏱️ 20.10.2021):
```
it clone https://github.com/firmai/pandapy
```
PyPi (📥 77 / month · ⏱️ 25.01.2020):
```
ip install pandapy
```

Show 8 hidden projects...

Blaze (🥈31 · ⭐ 3.1K · 💀) - NumPy and Pandas interface to Big Data. BSD-3
sklearn-pandas (🥉29 · ⭐ 2.6K) - Pandas integration with sklearn. ❗️Zlib sklearn
Arctic (🥉28 · ⭐ 2.8K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1
pandasql (🥉27 · ⭐ 1.1K · 💀) - sqldf for pandas. MIT
bcolz (🥉27 · ⭐ 940 · 💀) - A columnar data container that can be compressed. BSD-3
pickleDB (🥉22 · ⭐ 690 · 💀) - pickleDB is an open source key-value store using Pythons json module. BSD-3
fletcher (🥉19 · ⭐ 220 · 💀) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT
Bounter (🥉18 · ⭐ 940 · 💀) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT

Data Structures

pyrsistent (🥇34 · ⭐ 1.7K) - Persistent/Immutable/Functional data structures for Python. MIT

GitHub (👨‍💻 65 · 🔀 120 · 📦 160K · 📋 160 - 11% open · ⏱️ 22.07.2022):
```
it clone https://github.com/tobgu/pyrsistent
```
PyPi (📥 36M / month · 📦 2.1K · ⏱️ 14.01.2022):
```
ip install pyrsistent
```
Conda (📥 11M · ⏱️ 03.04.2022):
```
onda install -c conda-forge pyrsistent
```

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

GitHub (👨‍💻 12 · 🔀 48 · 📦 8.5K · 📋 52 - 7% open · ⏱️ 06.08.2022):
```
it clone https://github.com/jab/bidict
```
PyPi (📥 810K / month · 📦 410 · ⏱️ 23.03.2022):
```
ip install bidict
```
Conda (📥 140K · ⏱️ 24.03.2022):
```
onda install -c conda-forge bidict
```

multidict (🥇30 · ⭐ 310) - The multidict implementation. Apache-2

GitHub (👨‍💻 42 · 🔀 73 · 📥 2.5K · 📋 130 - 9% open · ⏱️ 01.08.2022):
```
it clone https://github.com/aio-libs/multidict
```
PyPi (📥 83M / month · 📦 3K · ⏱️ 24.01.2022):
```
ip install multidict
```
Conda (📥 5.6M · ⏱️ 02.04.2022):
```
onda install -c conda-forge multidict
```

python-sortedcontainers (🥈29 · ⭐ 2.7K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2

GitHub (👨‍💻 20 · 🔀 170 · 📋 150 - 13% open · ⏱️ 02.07.2022):
```
it clone https://github.com/grantjenks/python-sortedcontainers
```
PyPi (📥 17M / month · 📦 2K · ⏱️ 16.05.2021):
```
ip install sortedcontainers
```

Conda (📥 7.1M · ⏱️ 17.05.2021):

onda install -c conda-forge sortedcontainers

python-benedict (🥈28 · ⭐ 420) - dict subclass with keylist/keypath support, normalized I/O.. MIT

GitHub (👨‍💻 3 · 🔀 29 · 📦 1K · 📋 68 - 10% open · ⏱️ 08.08.2022):
```
it clone https://github.com/fabiocaccamo/python-benedict
```
PyPi (📥 500K / month · 📦 13 · ⏱️ 27.04.2022):
```
ip install python-benedict
```

Conda (📥 70K · ⏱️ 16.07.2022):

onda install -c conda-forge python-benedict

glom (🥉27 · ⭐ 1.6K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3

GitHub (👨‍💻 19 · 🔀 50 · 📦 520 · 📋 160 - 59% open · ⏱️ 05.07.2022):
```
it clone https://github.com/mahmoud/glom
```
PyPi (📥 1M / month · 📦 76 · ⏱️ 24.01.2022):
```
ip install glom
```
Conda (📥 12K · ⏱️ 11.11.2020):
```
onda install -c conda-forge glom
```

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

GitHub (👨‍💻 13 · 🔀 47 · 📦 4.4K · 📋 41 - 24% open · ⏱️ 22.05.2022):
```
it clone https://github.com/MagicStack/immutables
```
PyPi (📥 1.5M / month · 📦 100 · ⏱️ 22.05.2022):
```
ip install immutables
```
Conda (📥 840K · ⏱️ 22.05.2022):
```
onda install -c conda-forge immutables
```

sqlitedict (🥉27 · ⭐ 870) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2

GitHub (👨‍💻 34 · 🔀 110 · 📦 1.8K · 📋 90 - 32% open · ⏱️ 22.04.2022):
```
it clone https://github.com/RaRe-Technologies/sqlitedict
```
PyPi (📥 210K / month · 📦 190 · ⏱️ 04.03.2022):
```
ip install sqlitedict
```
Conda (📥 39K · ⏱️ 04.03.2022):
```
onda install -c conda-forge sqlitedict
```

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

GitHub (👨‍💻 1 · 🔀 83 · 📥 30 · 📋 140 - 14% open · ⏱️ 02.04.2022):
```
it clone https://github.com/cdgriffith/Box
```
PyPi (📥 1.3M / month · 📦 270 · ⏱️ 02.04.2022):
```
ip install python-box
```
Conda (📥 290K · ⏱️ 09.07.2022):
```
onda install -c conda-forge python-box
```

janus (🥉26 · ⭐ 640) - Thread-safe asyncio-aware queue for Python. Apache-2

GitHub (👨‍💻 23 · 🔀 38 · 📋 36 - 11% open · ⏱️ 17.08.2022):
```
it clone https://github.com/aio-libs/janus
```
PyPi (📥 380K / month · 📦 92 · ⏱️ 17.12.2021):
```
ip install janus
```
Conda (📥 10K · ⏱️ 17.12.2021):
```
onda install -c conda-forge janus
```

ordered-set (🥉26 · ⭐ 160 · 💤) - A mutable set that remembers the order of its entries. One of.. MIT

GitHub (👨‍💻 18 · 🔀 38 · 📋 38 - 7% open · ⏱️ 26.01.2022):
```
it clone https://github.com/rspeer/ordered-set
```
PyPi (📥 4.9M / month · 📦 280 · ⏱️ 26.01.2022):
```
ip install ordered-set
```

Conda (📥 190K · ⏱️ 26.01.2022):

onda install -c conda-forge ordered-set

Show 4 hidden projects...

addict (🥈28 · ⭐ 2.3K · 💀) - The Python Dict thats better than heroin. MIT
munch (🥉27 · ⭐ 620 · 💀) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT
anytree (🥉26 · ⭐ 730 · 💀) - Python tree data library. Apache-2
cleverdict (🥉14 · ⭐ 88) - A JSON-friendly data structure which allows both object attributes and.. MIT

Data Validation

pydantic (🥇43 · ⭐ 11K) - Data parsing and validation using Python type hints. MIT

GitHub (👨‍💻 310 · 🔀 1K · 📦 87K · 📋 1.9K - 24% open · ⏱️ 16.08.2022):
```
it clone https://github.com/samuelcolvin/pydantic
```
PyPi (📥 26M / month · 📦 3.7K · ⏱️ 19.05.2022):
```
ip install pydantic
```
Conda (📥 2.6M · ⏱️ 12.08.2022):
```
onda install -c conda-forge pydantic
```

jsonschema (🥇40 · ⭐ 3.8K) - An implementation of the JSON Schema specification for Python. MIT

GitHub (👨‍💻 100 · 🔀 530 · 📦 240K · 📋 670 - 6% open · ⏱️ 18.08.2022):
```
it clone https://github.com/Julian/jsonschema
```
PyPi (📥 41M / month · 📦 18K · ⏱️ 07.07.2022):
```
ip install jsonschema
```
Conda (📥 13M · ⏱️ 03.08.2022):
```
onda install -c conda-forge jsonschema
```

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

GitHub (👨‍💻 62 · 🔀 180 · 📦 4.3K · 📋 150 - 53% open · ⏱️ 01.12.2021):
```
it clone https://github.com/keleshev/schema
```
PyPi (📥 3.6M / month · 📦 780 · ⏱️ 01.12.2021):
```
ip install schema
```
Conda (📥 58K · ⏱️ 02.12.2021):
```
onda install -c conda-forge schema
```

voluptuous (🥈32 · ⭐ 1.7K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3

GitHub (👨‍💻 88 · 🔀 200 · 📦 5.3K · 📋 240 - 17% open · ⏱️ 13.07.2022):
```
it clone https://github.com/alecthomas/voluptuous
```
PyPi (📥 1.2M / month · 📦 1.3K · ⏱️ 07.04.2022):
```
ip install voluptuous
```
Conda (📥 190K · ⏱️ 07.04.2022):
```
onda install -c conda-forge voluptuous
```

schematics (🥈31 · ⭐ 2.5K · 💤) - Python Data Structures for Humans. BSD-3

GitHub (👨‍💻 120 · 🔀 300 · 📦 1.2K · 📋 340 - 31% open · ⏱️ 17.08.2021):
```
it clone https://github.com/schematics/schematics
```
PyPi (📥 160K / month · 📦 380 · ⏱️ 17.08.2021):
```
ip install schematics
```
Conda (📥 24K · ⏱️ 17.07.2019):
```
onda install -c conda-forge schematics
```

validators (🥉30 · ⭐ 610) - Python Data Validation for Humans. MIT

GitHub (👨‍💻 42 · 🔀 120 · 📦 43K · 📋 130 - 72% open · ⏱️ 06.06.2022):
```
it clone https://github.com/kvesteri/validators
```
PyPi (📥 3.2M / month · 📦 1.5K · ⏱️ 05.06.2022):
```
ip install validators
```
Conda (📥 150K · ⏱️ 18.12.2020):
```
onda install -c conda-forge validators
```

param (🥉30 · ⭐ 280) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3

GitHub (👨‍💻 31 · 🔀 56 · 📦 4.1K · 📋 340 - 41% open · ⏱️ 21.06.2022):
```
it clone https://github.com/holoviz/param
```
PyPi (📥 450K / month · 📦 130 · ⏱️ 20.06.2022):
```
ip install param
```
Conda (📥 700K · ⏱️ 22.06.2022):
```
onda install -c conda-forge param
```

strictyaml (🥉27 · ⭐ 1.1K · 💤) - Type-safe YAML parser and validator. MIT

GitHub (👨‍💻 19 · 🔀 50 · 📦 830 · 📋 150 - 55% open · ⏱️ 05.12.2021):
```
it clone https://github.com/crdoconnor/strictyaml
```
PyPi (📥 280K / month · 📦 160 · ⏱️ 28.11.2021):
```
ip install strictyaml
```
Conda (📥 160K · ⏱️ 12.08.2022):
```
onda install -c conda-forge strictyaml
```

validr (🥉19 · ⭐ 210) - A simple, fast, extensible python library for data validation. MIT

GitHub (👨‍💻 7 · 🔀 12 · 📋 24 - 12% open · ⏱️ 03.05.2022):
```
it clone https://github.com/guyskk/validr
```
PyPi (📥 9.7K / month · 📦 4 · ⏱️ 10.03.2021):
```
ip install validr
```

typical (🥉19 · ⭐ 160) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT

GitHub (👨‍💻 8 · 🔀 9 · 📋 95 - 13% open · ⏱️ 01.02.2022):
```
it clone https://github.com/seandstewart/typical
```
PyPi (📥 11K / month · 📦 3 · ⏱️ 23.12.2021):
```
ip install typical
```
Conda (📥 13K · ⏱️ 23.12.2021):
```
onda install -c conda-forge typical
```

dirty-equals (🥉16 · ⭐ 500) - Doing dirty (but extremely useful) things with equals. MIT

GitHub (👨‍💻 8 · 🔀 17 · 📋 13 - 46% open · ⏱️ 25.06.2022):
```
it clone https://github.com/samuelcolvin/dirty-equals
```
PyPi (📥 9.5K / month · 📦 4 · ⏱️ 18.04.2022):
```
ip install dirty-equals
```

Conda (📥 10K · ⏱️ 29.04.2022):

onda install -c conda-forge dirty-equals

Show 4 hidden projects...

cerberus (🥈32 · ⭐ 2.8K · 💀) - Lightweight, extensible data validation library for Python. ISC
python-email-validator (🥉25 · ⭐ 620) - A robust email syntax and deliverability validation.. ❗️CC0-1.0
valideer (🥉20 · ⭐ 260 · 💀) - Lightweight data validation and adaptation Python library. MIT
dataklasses (🥉7 · ⭐ 740 · 💤) - A different spin on dataclasses. ❗Unlicensed

Algorithms & Design Patterns

🔗 python-patterns ( ⭐ 35K) - Collection of design patterns/idioms in Python.

transitions (🥇30 · ⭐ 4.5K) - A lightweight, object-oriented finite state machine implementation.. MIT

GitHub (👨‍💻 72 · 🔀 480 · 📦 2.4K · 📋 410 - 3% open · ⏱️ 08.03.2022):
```
it clone https://github.com/pytransitions/transitions
```
PyPi (📥 290K / month · 📦 250 · ⏱️ 24.02.2022):
```
ip install transitions
```

Conda (📥 210K · ⏱️ 24.02.2022):

onda install -c conda-forge transitions

algorithms (🥉29 · ⭐ 21K) - Minimal examples of data structures and algorithms in Python. MIT

GitHub (👨‍💻 190 · 🔀 4.4K · 📦 67 · 📋 300 - 67% open · ⏱️ 29.07.2022):
```
it clone https://github.com/keon/algorithms
```
PyPi (📥 4.9K / month · 📦 15 · ⏱️ 04.10.2020):
```
ip install algorithms
```
Conda (📥 880 · ⏱️ 23.04.2021):
```
onda install -c conda-forge algorithms
```

Show 1 hidden projects...

PyPattyrn (🥉20 · ⭐ 1.6K · 💀) - A simple library for implementing common design patterns. MIT

Date & Time Utilities

python-dateutil (🥇38 · ⭐ 1.9K) - Useful extensions to the standard Python datetime features. Apache-2

GitHub (👨‍💻 130 · 🔀 410 · 📥 35K · 📦 770K · 📋 690 - 44% open · ⏱️ 18.04.2022):
```
it clone https://github.com/dateutil/dateutil
```
PyPi (📥 170M / month · 📦 66K · ⏱️ 14.07.2021):
```
ip install python-dateutil
```

Conda (📥 29M · ⏱️ 14.07.2021):

onda install -c conda-forge python-dateutil

arrow (🥈36 · ⭐ 8K · 📉) - Better dates & times for Python. Apache-2

GitHub (👨‍💻 260 · 🔀 610 · 📦 30K · 📋 460 - 15% open · ⏱️ 22.07.2022):
```
it clone https://github.com/arrow-py/arrow
```
PyPi (📥 7.5M / month · 📦 4.6K · ⏱️ 27.01.2022):
```
ip install arrow
```
Conda (📥 1.1M · ⏱️ 27.01.2022):
```
onda install -c conda-forge arrow
```

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

GitHub (👨‍💻 110 · 🔀 410 · 📦 13K · 📋 650 - 47% open · ⏱️ 20.06.2022):
```
it clone https://github.com/scrapinghub/dateparser
```
PyPi (📥 4.6M / month · 📦 1.1K · ⏱️ 17.03.2022):
```
ip install dateparser
```
Conda (📥 78K · ⏱️ 18.03.2022):
```
onda install -c conda-forge dateparser
```

pytz (🥈33 · ⭐ 220 · 📈) - pytz Python historical timezone library and database. MIT

GitHub (👨‍💻 16 · 🔀 66 · 📦 1.1M · 📋 57 - 33% open · ⏱️ 12.08.2022):
```
it clone https://github.com/stub42/pytz
```
PyPi (📥 110M / month · 📦 82K · ⏱️ 20.03.2022):
```
ip install pytz
```
Conda (📥 26M · ⏱️ 15.08.2022):
```
onda install -c conda-forge pytz
```

pendulum (🥉32 · ⭐ 4.9K) - Python datetimes made easy. MIT

GitHub (👨‍💻 86 · 🔀 290 · 📋 460 - 45% open · ⏱️ 16.08.2022):
```
it clone https://github.com/sdispater/pendulum
```
PyPi (📥 9.6M / month · 📦 850 · ⏱️ 24.07.2020):
```
ip install pendulum
```
Conda (📥 540K · ⏱️ 06.04.2022):
```
onda install -c conda-forge pendulum
```

holidays (🥉32 · ⭐ 800) - Generate and work with holidays in Python. MIT

GitHub (👨‍💻 180 · 🔀 330 · 📥 170 · 📋 280 - 7% open · ⏱️ 05.06.2022):
```
it clone https://github.com/dr-prodigy/python-holidays
```
PyPi (📥 4.7M / month · 📦 380 · ⏱️ 05.06.2022):
```
ip install holidays
```
Conda (📥 2M · ⏱️ 15.02.2022):
```
onda install -c conda-forge holidays
```

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

GitHub (👨‍💻 24 · 🔀 43 · 📦 24K · 📋 34 - 38% open · ⏱️ 13.03.2022):
```
it clone https://github.com/gweis/isodate
```
PyPi (📥 54M / month · 📦 2.1K · ⏱️ 13.12.2021):
```
ip install isodate
```
Conda (📥 3M · ⏱️ 15.12.2021):
```
onda install -c conda-forge isodate
```

parsedatetime (🥉27 · ⭐ 650 · 💤) - Parse human-readable date/time strings. Apache-2

GitHub (👨‍💻 55 · 🔀 100 · 📦 4.7K · 📋 160 - 39% open · ⏱️ 20.11.2021):
```
it clone https://github.com/bear/parsedatetime
```
PyPi (📥 3.1M / month · 📦 1.2K · ⏱️ 31.05.2020):
```
ip install parsedatetime
```

Conda (📥 120K · ⏱️ 10.06.2020):

onda install -c conda-forge parsedatetime

tzlocal (🥉27 · ⭐ 160) - A Python module that tries to figure out what your local timezone is. MIT

GitHub (👨‍💻 26 · 🔀 51 · 📋 72 - 4% open · ⏱️ 02.06.2022):
```
it clone https://github.com/regebro/tzlocal
```
PyPi (📥 21M / month · 📦 3.6K · ⏱️ 02.04.2022):
```
ip install tzlocal
```
Conda (📥 1.3M · ⏱️ 26.06.2022):
```
onda install -c conda-forge tzlocal
```

File & Path Utilities

watchdog (🥇37 · ⭐ 5.4K) - Python library and shell utilities to monitor filesystem events. Apache-2

GitHub (👨‍💻 130 · 🔀 650 · 📦 60K · 📋 580 - 28% open · ⏱️ 13.08.2022):
```
it clone https://github.com/gorakhargosh/watchdog
```
PyPi (📥 7.1M / month · 📦 7.8K · ⏱️ 10.06.2022):
```
ip install watchdog
```
Conda (📥 1.3M · ⏱️ 10.06.2022):
```
onda install -c conda-forge watchdog
```

filesystem_spec (🥇37 · ⭐ 460) - A specification that python filesystems should adhere to. BSD-3

GitHub (👨‍💻 150 · 🔀 210 · 📦 31K · 📋 460 - 37% open · ⏱️ 11.08.2022):
```
it clone https://github.com/fsspec/filesystem_spec
```
PyPi (📥 44M / month · 📦 400 · ⏱️ 19.05.2022):
```
ip install fsspec
```
Conda (📥 7.1M · ⏱️ 29.07.2022):
```
onda install -c conda-forge fsspec
```

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

GitHub (👨‍💻 46 · 🔀 170 · 📋 350 - 23% open · ⏱️ 02.08.2022):
```
it clone https://github.com/pyfilesystem/pyfilesystem2
```
PyPi (📥 480K / month · 📦 560 · ⏱️ 02.05.2022):
```
ip install fs
```
Conda (📥 480K · ⏱️ 02.03.2022):
```
onda install -c conda-forge fs
```

appdirs (🥈31 · ⭐ 900) - A small Python module for determining appropriate platform-specific dirs,.. MIT

GitHub (👨‍💻 34 · 🔀 89 · 📦 180K · 📋 110 - 47% open · ⏱️ 21.07.2022):
```
it clone https://github.com/ActiveState/appdirs
```
PyPi (📥 12M / month · 📦 15K · ⏱️ 11.05.2020):
```
ip install appdirs
```
Conda (📥 5.8M · ⏱️ 19.10.2020):
```
onda install -c conda-forge appdirs
```

filelock (🥈31 · ⭐ 440) - A platform-independent file lock for Python. Unlicense

GitHub (👨‍💻 27 · 🔀 74 · 📋 77 - 23% open · ⏱️ 10.08.2022):
```
it clone https://github.com/tox-dev/py-filelock
```
PyPi (📥 39M / month · 📦 2.3K · ⏱️ 31.05.2022):
```
ip install filelock
```
Conda (📥 7.7M · ⏱️ 10.08.2022):
```
onda install -c conda-forge filelock
```

aiofiles (🥉29 · ⭐ 2K) - File support for asyncio. Apache-2

GitHub (👨‍💻 25 · 🔀 130 · 📋 92 - 48% open · ⏱️ 02.08.2022):
```
it clone https://github.com/Tinche/aiofiles
```
PyPi (📥 5.9M / month · 📦 1.4K · ⏱️ 27.11.2021):
```
ip install aiofiles
```
Conda (📥 240K · ⏱️ 15.12.2021):
```
onda install -c conda-forge aiofiles
```

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

GitHub (👨‍💻 22 · 🔀 63 · 📦 14K · 📋 100 - 10% open · ⏱️ 23.01.2022):
```
it clone https://github.com/benhoyt/scandir
```
PyPi (📥 4.9M / month · 📦 2.2K · ⏱️ 09.03.2019):
```
ip install scandir
```
Conda (📥 1.2M · ⏱️ 08.04.2022):
```
onda install -c conda-forge scandir
```

path (🥉25 · ⭐ 1K) - Object-oriented file system path manipulation. MIT

GitHub (👨‍💻 46 · 🔀 140 · 📋 130 - 0% open · ⏱️ 25.02.2022):
```
it clone https://github.com/jaraco/path
```
PyPi (📥 820K / month · 📦 96 · ⏱️ 25.02.2022):
```
ip install path
```
Conda (📥 260K · ⏱️ 06.04.2022):
```
onda install -c conda-forge path
```

Show 2 hidden projects...

zipp (🥉28 · ⭐ 28) - Backport of pathlib-compatible object wrapper for zip files. MIT
Unipath (🥉22 · ⭐ 500 · 💀) - An object-oriented approach to Python file/directory operations. MIT

Compatiblity

future (🥇36 · ⭐ 1.2K · 💤) - Easy, clean, reliable Python 2/3 compatibility. MIT

GitHub (👨‍💻 110 · 🔀 260 · 📦 230K · 📋 380 - 48% open · ⏱️ 30.11.2021):
```
it clone https://github.com/PythonCharmers/python-future
```
PyPi (📥 33M / month · 📦 17K · ⏱️ 31.10.2019):
```
ip install future
```
Conda (📥 7.8M · ⏱️ 03.04.2022):
```
onda install -c conda-forge future
```

six (🥈35 · ⭐ 890) - Python 2 and 3 compatibility library. MIT

GitHub (👨‍💻 65 · 🔀 240 · 📦 1.3M · 📋 290 - 37% open · ⏱️ 26.07.2022):
```
it clone https://github.com/benjaminp/six
```
PyPi (📥 170M / month · 📦 130K · ⏱️ 05.05.2021):
```
ip install six
```
Conda (📥 29M · ⏱️ 05.05.2021):
```
onda install -c conda-forge six
```

typing (🥈33 · ⭐ 1.3K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0

GitHub (👨‍💻 88 · 🔀 220 · 📋 660 - 14% open · ⏱️ 07.07.2022):
```
it clone https://github.com/python/typing
```
PyPi (📥 9.6M / month · 📦 5.8K · ⏱️ 01.05.2021):
```
ip install typing
```
Conda (📥 1.3M · ⏱️ 01.05.2021):
```
onda install -c conda-forge typing
```

dataclasses (🥉27 · ⭐ 550) - A backport of the dataclasses module for Python 3.6. Apache-2

GitHub (👨‍💻 12 · 🔀 51 · 📦 37K · 📋 120 - 5% open · ⏱️ 22.03.2022):
```
it clone https://github.com/ericvsmith/dataclasses
```
PyPi (📥 12M / month · 📦 2.1K · ⏱️ 13.11.2020):
```
ip install dataclasses
```

Conda (📥 6.7M · ⏱️ 14.08.2021):

onda install -c conda-forge dataclasses

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

GitHub (👨‍💻 19 · 🔀 46 · 📦 31K · 📋 72 - 8% open · ⏱️ 11.01.2022):
```
it clone https://github.com/agronholm/pythonfutures
```
PyPi (📥 12M / month · 📦 8K · ⏱️ 09.10.2021):
```
ip install futures
```
Conda (📥 1.2M · ⏱️ 18.03.2020):
```
onda install -c conda-forge futures
```

Show 2 hidden projects...

pathlib2 (🥉27 · ⭐ 69) - Backport of pathlib aiming to support the full stdlib Python API. MIT
contextlib2 (🥉26 · ⭐ 34) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

Cryptography

cryptography (🥇43 · ⭐ 5K) - cryptography is a package designed to expose cryptographic.. BSD-3

GitHub (👨‍💻 270 · 🔀 1.1K · 📦 300K · 📋 2.1K - 2% open · ⏱️ 17.08.2022):
```
it clone https://github.com/pyca/cryptography
```
PyPi (📥 120M / month · 📦 20K · ⏱️ 05.07.2022):
```
ip install cryptography
```

Conda (📥 25M · ⏱️ 07.07.2022):

onda install -c conda-forge cryptography

pycryptodomex (🥈37 · ⭐ 2.1K) - A self-contained cryptographic library for Python. BSD-3

GitHub (👨‍💻 120 · 🔀 380 · 📦 47K · 📋 510 - 17% open · ⏱️ 25.06.2022):
```
it clone https://github.com/Legrandin/pycryptodome
```
PyPi (📥 24M / month · 📦 1.4K · ⏱️ 22.06.2022):
```
ip install pycryptodomex
```

Conda (📥 790K · ⏱️ 07.07.2022):

onda install -c conda-forge pycryptodomex

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

GitHub (👨‍💻 100 · 🔀 1.1K · 📥 960 · 📦 29 · 📋 430 - 25% open · ⏱️ 12.08.2022):
```
it clone https://github.com/google/tink
```
PyPi (📥 800K / month · 📦 3 · ⏱️ 10.08.2021):
```
ip install tink
```
npm (📥 600 / month · ⏱️ 25.08.2020):
```
pm install tink-crypto
```

bcrypt (🥉34 · ⭐ 890) - Modern(-ish) password hashing for your software and your servers. Apache-2

GitHub (👨‍💻 31 · 🔀 130 · 📋 99 - 3% open · ⏱️ 17.08.2022):
```
it clone https://github.com/pyca/bcrypt
```
PyPi (📥 30M / month · 📦 7.9K · ⏱️ 01.05.2022):
```
ip install bcrypt
```
Conda (📥 2.1M · ⏱️ 01.05.2022):
```
onda install -c conda-forge bcrypt
```

keyring (🥉34 · ⭐ 890) - Store and access your passwords safely. MIT

GitHub (👨‍💻 100 · 🔀 120 · 📋 450 - 9% open · ⏱️ 08.08.2022):
```
it clone https://github.com/jaraco/keyring
```
PyPi (📥 24M / month · 📦 3.8K · ⏱️ 08.06.2022):
```
ip install keyring
```
Conda (📥 2M · ⏱️ 09.08.2022):
```
onda install -c conda-forge keyring
```

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

GitHub (👨‍💻 38 · 🔀 110 · 📦 91K · 📋 150 - 20% open · ⏱️ 29.06.2022):
```
it clone https://github.com/wbond/asn1crypto
```
PyPi (📥 39M / month · 📦 7K · ⏱️ 15.03.2022):
```
ip install asn1crypto
```
Conda (📥 7.1M · ⏱️ 15.03.2022):
```
onda install -c conda-forge asn1crypto
```

rsa (🥉31 · ⭐ 390) - Python-RSA is a pure-Python RSA implementation. Apache-2

GitHub (👨‍💻 39 · 🔀 90 · 📋 110 - 15% open · ⏱️ 20.07.2022):
```
it clone https://github.com/sybrenstuvel/python-rsa
```
PyPi (📥 120M / month · 📦 6.9K · ⏱️ 24.11.2021):
```
ip install rsa
```
Conda (📥 7.6M · ⏱️ 20.07.2022):
```
onda install -c conda-forge rsa
```

Infrastructure & DevOps

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

GitHub (👨‍💻 6.6K · 🔀 22K · 📦 23K · 📋 31K - 3% open · ⏱️ 17.08.2022):
```
it clone https://github.com/ansible/ansible
```
PyPi (📥 4.9M / month · 📦 4.1K · ⏱️ 28.06.2022):
```
ip install ansible
```
Conda (📥 690K · ⏱️ 03.08.2022):
```
onda install -c conda-forge ansible
```

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

GitHub (👨‍💻 400 · 🔀 3.3K · 📥 1K · 📦 1 · 📋 4.1K - 14% open · ⏱️ 17.08.2022):
```
it clone https://github.com/aws/aws-cli
```
PyPi (📥 110M / month · 📦 3K · ⏱️ 06.07.2022):
```
ip install awscli
```
Conda (📥 13M · ⏱️ 21.07.2022):
```
onda install -c conda-forge awscli
```

botocore (🥇44 · ⭐ 1.2K) - The low-level, core functionality of boto 3. Apache-2

GitHub (👨‍💻 180 · 🔀 920 · 📦 150K · 📋 950 - 15% open · ⏱️ 17.08.2022):
```
it clone https://github.com/boto/botocore
```
PyPi (📥 220M / month · 📦 8.1K · ⏱️ 06.07.2022):
```
ip install botocore
```
Conda (📥 15M · ⏱️ 18.08.2022):
```
onda install -c conda-forge botocore
```

docker-compose (🥈43 · ⭐ 27K) - Define and run multi-container applications with Docker. Apache-2

GitHub (👨‍💻 430 · 🔀 4.5K · 📥 150M · 📦 9.7K · 📋 6.4K - 6% open · ⏱️ 17.08.2022):
```
it clone https://github.com/docker/compose
```
PyPi (📥 1.7M / month · 📦 1.2K · ⏱️ 10.05.2021):
```
ip install docker-compose
```

Conda (📥 230K · ⏱️ 22.03.2022):

onda install -c conda-forge docker-compose

docker (🥈42 · ⭐ 5.9K) - A Python library for the Docker Engine API. Apache-2

GitHub (👨‍💻 420 · 🔀 1.6K · 📥 9 · 📦 42K · 📋 1.6K - 26% open · ⏱️ 12.08.2022):
```
it clone https://github.com/docker/docker-py
```
PyPi (📥 28M / month · 📦 3.5K · ⏱️ 07.10.2021):
```
ip install docker
```
Conda (📥 2.4M · ⏱️ 07.12.2021):
```
onda install -c conda-forge docker-py
```

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

GitHub (👨‍💻 180 · 🔀 740 · 📥 61K · 📦 1.7K · 📋 5.1K - 27% open · ⏱️ 18.08.2022):
```
it clone https://github.com/pulumi/pulumi
```
PyPi (📥 180K / month · 📦 120 · ⏱️ 07.07.2022):
```
ip install pulumi
```
npm (📥 640K / month · 📦 440 · ⏱️ 17.08.2022):
```
pm install @pulumi/pulumi
```

paramiko (🥈40 · ⭐ 7.8K · 📉) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1

GitHub (👨‍💻 180 · 🔀 1.9K · 📦 61K · 📋 1.6K - 57% open · ⏱️ 10.06.2022):
```
it clone https://github.com/paramiko/paramiko
```
PyPi (📥 29M / month · 📦 13K · ⏱️ 17.05.2022):
```
ip install paramiko
```
Conda (📥 2.1M · ⏱️ 17.05.2022):
```
onda install -c conda-forge paramiko
```

kubernetes (🥈38 · ⭐ 5K) - Official Python client library for kubernetes. Apache-2

GitHub (👨‍💻 160 · 🔀 2.7K · 📋 1.1K - 9% open · ⏱️ 15.08.2022):
```
it clone https://github.com/kubernetes-client/python
```
PyPi (📥 11M / month · 📦 1.2K · ⏱️ 22.06.2022):
```
ip install kubernetes
```
Conda (📥 320K · ⏱️ 23.05.2022):
```
onda install -c conda-forge kubernetes
```

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

GitHub (👨‍💻 200 · 🔀 1.1K · 📦 2.6K · 📋 1.8K - 13% open · ⏱️ 11.08.2022):
```
it clone https://github.com/ktbyers/netmiko
```
PyPi (📥 140K / month · 📦 240 · ⏱️ 28.06.2022):
```
ip install netmiko
```

schedule (🥉35 · ⭐ 9.8K) - Python job scheduling for humans. MIT

GitHub (👨‍💻 51 · 🔀 860 · 📦 19K · 📋 400 - 33% open · ⏱️ 23.04.2022):
```
it clone https://github.com/dbader/schedule
```
PyPi (📥 1.9M / month · 📦 1.3K · ⏱️ 10.04.2021):
```
ip install schedule
```
Conda (📥 18K · ⏱️ 10.04.2021):
```
onda install -c conda-forge schedule
```

fabric (🥉33 · ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2

GitHub (👨‍💻 140 · 🔀 1.9K · 📋 1.7K - 25% open · ⏱️ 14.07.2022):
```
it clone https://github.com/fabric/fabric
```
PyPi (📥 2.4M / month · ⏱️ 14.07.2022):
```
ip install fabric
```
Conda (📥 51K · ⏱️ 16.07.2022):
```
onda install -c conda-forge fabric
```

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

GitHub (👨‍💻 110 · 🔀 170 · 📋 340 - 35% open · ⏱️ 17.08.2022):
```
it clone https://github.com/tomerfiliba/plumbum
```
PyPi (📥 1M / month · 📦 440 · ⏱️ 23.12.2021):
```
ip install plumbum
```
Conda (📥 830K · ⏱️ 23.12.2021):
```
onda install -c conda-forge plumbum
```

pyinfra (🥉30 · ⭐ 1.6K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT

GitHub (👨‍💻 72 · 🔀 280 · 📦 50 · 📋 610 - 18% open · ⏱️ 14.08.2022):
```
it clone https://github.com/Fizzadar/pyinfra
```
PyPi (📥 23K / month · 📦 11 · ⏱️ 30.06.2022):
```
ip install pyinfra
```

pypyr (🥉21 · ⭐ 430) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2

GitHub (👨‍💻 9 · 🔀 20 · 📦 67 · 📋 120 - 15% open · ⏱️ 04.08.2022):
```
it clone https://github.com/pypyr/pypyr
```
PyPi (📥 980 / month · 📦 8 · ⏱️ 26.05.2022):
```
ip install pypyr
```
Conda (📥 3K · ⏱️ 25.04.2022):
```
onda install -c conda-forge pypyr
```

Show 5 hidden projects...

sshtunnel (🥉29 · ⭐ 1K · 💀) - SSH tunnels to remote server. MIT
storm (🥉25 · ⭐ 3.9K · 💀) - Manage your SSH like a boss. MIT
fabtools (🥉25 · ⭐ 1.3K · 💀) - Tools for writing awesome Fabric files. BSD-2
parallel-ssh (🥉25 · ⭐ 1K) - Asynchronous parallel SSH client library. ❗️LGPL-2.1
wssh (🥉17 · ⭐ 1.3K · 💀) - SSH to WebSockets Bridge. MIT

Process Utilities

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

GitHub (👨‍💻 94 · 🔀 440 · 📥 4.3K · 📦 200K · 📋 440 - 39% open · ⏱️ 06.02.2022):
```
it clone https://github.com/pexpect/pexpect
```
PyPi (📥 24M / month · 📦 16K · ⏱️ 15.12.2021):
```
ip install pexpect
```
Conda (📥 9.1M · ⏱️ 12.10.2020):
```
onda install -c conda-forge pexpect
```

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

GitHub (👨‍💻 160 · 🔀 1.2K · 📦 7.5K · 📋 1.1K - 12% open · ⏱️ 09.08.2022):
```
it clone https://github.com/Supervisor/supervisor
```
PyPi (📥 1.6M / month · 📦 1.9K · ⏱️ 30.12.2021):
```
ip install supervisor
```
Conda (📥 200K · ⏱️ 12.04.2022):
```
onda install -c conda-forge supervisor
```

sh (🥈35 · ⭐ 6.3K) - Python process launching. MIT

GitHub (👨‍💻 84 · 🔀 460 · 📦 9.9K · 📋 420 - 3% open · ⏱️ 08.08.2022):
```
it clone https://github.com/amoffat/sh
```
PyPi (📥 3.2M / month · 📦 2.6K · ⏱️ 15.05.2021):
```
ip install sh
```
Conda (📥 130K · ⏱️ 20.06.2022):
```
onda install -c conda-forge sh
```

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

GitHub (👨‍💻 16 · 🔀 60 · 📋 34 - 50% open · ⏱️ 31.10.2021):
```
it clone https://github.com/pexpect/ptyprocess
```
PyPi (📥 24M / month · 📦 13K · ⏱️ 28.12.2020):
```
ip install ptyprocess
```
Conda (📥 8.8M · ⏱️ 31.12.2020):
```
onda install -c conda-forge ptyprocess
```

Asynchronous Programming

uvloop (🥇37 · ⭐ 8.8K · 📈) - Ultra fast asyncio event loop. Apache-2

GitHub (👨‍💻 49 · 🔀 510 · 📥 350 · 📦 49K · 📋 300 - 25% open · ⏱️ 13.08.2022):
```
it clone https://github.com/MagicStack/uvloop
```
PyPi (📥 8.6M / month · 📦 1.7K · ⏱️ 10.08.2021):
```
ip install uvloop
```
Conda (📥 470K · ⏱️ 02.11.2021):
```
onda install -c conda-forge uvloop
```

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

GitHub (👨‍💻 62 · 🔀 220 · 📦 160K · 📋 180 - 12% open · ⏱️ 24.03.2022):
```
it clone https://github.com/python-greenlet/greenlet
```
PyPi (📥 44M / month · 📦 10K · ⏱️ 24.03.2022):
```
ip install greenlet
```
Conda (📥 4M · ⏱️ 02.04.2022):
```
onda install -c conda-forge greenlet
```

anyio (🥈29 · ⭐ 960) - High level asynchronous concurrency and networking framework that works on.. MIT

GitHub (👨‍💻 33 · 🔀 78 · 📋 250 - 17% open · ⏱️ 16.08.2022):
```
it clone https://github.com/agronholm/anyio
```
PyPi (📥 14M / month · 📦 190 · ⏱️ 13.05.2022):
```
ip install anyio
```
Conda (📥 2.5M · ⏱️ 09.08.2022):
```
onda install -c conda-forge anyio
```

aiomisc (🥉22 · ⭐ 270) - aiomisc - miscellaneous utils for asyncio. MIT

GitHub (👨‍💻 13 · 🔀 18 · 📦 210 · 📋 13 - 23% open · ⏱️ 11.08.2022):
```
it clone https://github.com/aiokitchen/aiomisc
```
PyPi (📥 7.4K / month · 📦 30 · ⏱️ 14.06.2022):
```
ip install aiomisc
```

unsync (🥉21 · ⭐ 770) - Unsynchronize asyncio. MIT

GitHub (👨‍💻 11 · 🔀 47 · 📦 130 · 📋 28 - 10% open · ⏱️ 06.02.2022):
```
it clone https://github.com/alex-sherman/unsync
```
PyPi (📥 9.8K / month · 📦 15 · ⏱️ 21.10.2021):
```
ip install unsync
```
Conda (📥 6K · ⏱️ 06.06.2022):
```
onda install -c conda-forge unsync
```

asyncer (🥉16 · ⭐ 690) - Asyncer, async and await, focused on developer experience. MIT

GitHub (👨‍💻 7 · 🔀 26 · 📋 6 - 50% open · ⏱️ 12.05.2022):
```
it clone https://github.com/tiangolo/asyncer
```
PyPi (📥 27K / month · ⏱️ 04.01.2022):
```
ip install asyncer
```
Conda (📥 540 · ⏱️ 10.01.2022):
```
onda install -c conda-forge asyncer
```

Show 1 hidden projects...

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

Configuration

python-dotenv (🥇36 · ⭐ 5.2K) - Reads key-value pairs from a .env file and can set them as.. BSD-3

GitHub (👨‍💻 79 · 🔀 320 · 📦 270K · 📋 220 - 10% open · ⏱️ 23.07.2022):
```
it clone https://github.com/theskumar/python-dotenv
```
PyPi (📥 18M / month · 📦 6.7K · ⏱️ 24.03.2022):
```
ip install python-dotenv
```

Conda (📥 1.7M · ⏱️ 24.03.2022):

onda install -c conda-forge python-dotenv

Dynaconf (🥈33 · ⭐ 2.6K) - Configuration Management for Python. MIT

GitHub (👨‍💻 94 · 🔀 230 · 📦 3.1K · 📋 370 - 23% open · ⏱️ 18.08.2022):
```
it clone https://github.com/rochacbruno/dynaconf
```
PyPi (📥 1.5M / month · 📦 180 · ⏱️ 06.06.2022):
```
ip install dynaconf
```
Conda (📥 27K · ⏱️ 26.07.2022):
```
onda install -c conda-forge dynaconf
```

omegaconf (🥈32 · ⭐ 1.2K) - Flexible Python configuration system. The last one you will ever need. BSD-3

GitHub (👨‍💻 24 · 🔀 67 · 📦 5.2K · 📋 460 - 12% open · ⏱️ 15.08.2022):
```
it clone https://github.com/omry/omegaconf
```
PyPi (📥 1.6M / month · 📦 160 · ⏱️ 27.05.2022):
```
ip install omegaconf
```
Conda (📥 540K · ⏱️ 08.06.2022):
```
onda install -c conda-forge omegaconf
```

python-decouple (🥉31 · ⭐ 2.2K) - Strict separation of config from code. MIT

GitHub (👨‍💻 32 · 🔀 160 · 📥 10 · 📦 74K · 📋 79 - 10% open · ⏱️ 11.05.2022):
```
it clone https://github.com/henriquebastos/python-decouple
```
PyPi (📥 990K / month · 📦 3.2K · ⏱️ 02.02.2022):
```
ip install python-decouple
```

Conda (📥 46K · ⏱️ 02.02.2022):

onda install -c conda-forge python-decouple

hydra (🥉29 · ⭐ 6.2K) - Hydra is a framework for elegantly configuring complex applications. MIT

GitHub (👨‍💻 100 · 🔀 490 · 📦 10 · 📋 1.1K - 14% open · ⏱️ 17.08.2022):
```
it clone https://github.com/facebookresearch/hydra
```
PyPi (📥 9.1K / month · 📦 6 · ⏱️ 03.08.2016):
```
ip install hydra
```
Conda (📥 380K · ⏱️ 30.06.2022):
```
onda install -c conda-forge hydra-core
```

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

GitHub (👨‍💻 22 · 🔀 96 · 📦 4.4K · 📋 80 - 51% open · ⏱️ 27.05.2022):
```
it clone https://github.com/google/gin-config
```
PyPi (📥 340K / month · 📦 77 · ⏱️ 03.11.2021):
```
ip install gin-config
```
Conda (📥 11K · ⏱️ 07.01.2022):
```
onda install -c conda-forge gin-config
```

everett (🥉22 · ⭐ 130 · 💤) - configuration library for python projects. MPL-2.0

GitHub (👨‍💻 5 · 🔀 29 · 📦 480 · 📋 70 - 5% open · ⏱️ 13.01.2022):
```
it clone https://github.com/willkg/everett
```
PyPi (📥 230K / month · 📦 45 · ⏱️ 13.01.2022):
```
ip install everett
```
Conda (📥 23K · ⏱️ 13.01.2022):
```
onda install -c conda-forge everett
```

Show 2 hidden projects...

traitlets (🥈34 · ⭐ 510) - A lightweight Traits like module. ❗Unlicensed
configobj (🥉29 · ⭐ 280 · 💀) - Python 3+ compatible port of the configobj library. BSD-3

CLI Development

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

GitHub (👨‍💻 330 · 🔀 1.3K · 📦 890K · 📋 1.4K - 4% open · ⏱️ 01.08.2022):
```
it clone https://github.com/pallets/click
```
PyPi (📥 140M / month · 📦 69K · ⏱️ 28.04.2022):
```
ip install click
```
Conda (📥 17M · ⏱️ 29.04.2022):
```
onda install -c conda-forge click
```

rich (🥇42 · ⭐ 39K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT

GitHub (👨‍💻 180 · 🔀 1.3K · 📦 26K · 📋 900 - 9% open · ⏱️ 17.08.2022):
```
it clone https://github.com/Textualize/rich
```
PyPi (📥 13M / month · 📦 2.1K · ⏱️ 24.05.2022):
```
ip install rich
```
Conda (📥 1.4M · ⏱️ 11.07.2022):
```
onda install -c conda-forge rich
```

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

GitHub (👨‍💻 49 · 🔀 1.3K · 📦 14K · 📋 280 - 44% open · ⏱️ 16.04.2022):
```
it clone https://github.com/google/python-fire
```
PyPi (📥 3.8M / month · 📦 1.4K · ⏱️ 22.01.2021):
```
ip install fire
```
Conda (📥 230K · ⏱️ 22.01.2021):
```
onda install -c conda-forge fire
```

python-prompt-toolkit (🥈36 · ⭐ 7.9K) - Library for building powerful interactive command.. BSD-3

GitHub (👨‍💻 210 · 🔀 630 · 📋 1K - 50% open · ⏱️ 27.06.2022):
```
it clone https://github.com/prompt-toolkit/python-prompt-toolkit
```
PyPi (📥 20M / month · 📦 1.1K · ⏱️ 27.06.2022):
```
ip install prompt_toolkit
```

Conda (📥 8.9M · ⏱️ 27.06.2022):

onda install -c conda-forge prompt-toolkit

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

GitHub (👨‍💻 48 · 🔀 210 · 📋 240 - 48% open · ⏱️ 20.06.2022):
```
it clone https://github.com/tartley/colorama
```
PyPi (📥 110M / month · 📦 20K · ⏱️ 16.06.2022):
```
ip install colorama
```
Conda (📥 12M · ⏱️ 16.06.2022):
```
onda install -c conda-forge colorama
```

Typer (🥈34 · ⭐ 8.6K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT

GitHub (👨‍💻 24 · 🔀 320 · 📋 300 - 60% open · ⏱️ 17.07.2022):
```
it clone https://github.com/tiangolo/typer
```
PyPi (📥 7.1M / month · 📦 1.3K · ⏱️ 06.07.2022):
```
ip install typer
```
Conda (📥 720K · ⏱️ 13.07.2022):
```
onda install -c conda-forge typer
```

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

GitHub (👨‍💻 56 · 🔀 100 · 📥 170 · 📦 19K · 📋 200 - 22% open · ⏱️ 03.01.2022):
```
it clone https://github.com/kislyuk/argcomplete
```
PyPi (📥 14M / month · 📦 1.8K · ⏱️ 03.01.2022):
```
ip install argcomplete
```

Conda (📥 680K · ⏱️ 04.01.2022):

onda install -c conda-forge argcomplete

cleo (🥉30 · ⭐ 890) - Cleo allows you to create beautiful and testable command-line interfaces. MIT

GitHub (👨‍💻 29 · 🔀 61 · 📋 73 - 47% open · ⏱️ 11.08.2022):
```
it clone https://github.com/sdispater/cleo
```
PyPi (📥 7.2M / month · 📦 210 · ⏱️ 03.06.2022):
```
ip install cleo
```
Conda (📥 240K · ⏱️ 14.07.2022):
```
onda install -c conda-forge cleo
```

asciimatics (🥉29 · ⭐ 3.1K) - A cross platform package to do curses-like operations, plus.. Apache-2

GitHub (👨‍💻 40 · 🔀 230 · 📦 680 · 📋 280 - 8% open · ⏱️ 03.07.2022):
```
it clone https://github.com/peterbrittain/asciimatics
```
PyPi (📥 37K / month · 📦 110 · ⏱️ 23.04.2022):
```
ip install asciimatics
```

Conda (📥 100K · ⏱️ 15.11.2021):

onda install -c conda-forge asciimatics

wcwidth (🥉29 · ⭐ 290 · 💤) - Python library that measures the width of unicode strings rendered to.. MIT

GitHub (👨‍💻 11 · 🔀 45 · 📦 300K · 📋 32 - 37% open · ⏱️ 28.09.2021):
```
it clone https://github.com/jquast/wcwidth
```
PyPi (📥 24M / month · 📦 13K · ⏱️ 23.06.2020):
```
ip install wcwidth
```
Conda (📥 12M · ⏱️ 24.09.2020):
```
onda install -c conda-forge wcwidth
```

ConfigArgParse (🥉28 · ⭐ 610 · 💤) - A drop-in replacement for argparse that allows options to.. MIT

GitHub (👨‍💻 48 · 🔀 100 · 📦 8.3K · 📋 190 - 36% open · ⏱️ 06.10.2021):
```
it clone https://github.com/bw2/ConfigArgParse
```
PyPi (📥 2.1M / month · 📦 1.4K · ⏱️ 03.10.2021):
```
ip install configargparse
```

Conda (📥 350K · ⏱️ 04.10.2021):

onda install -c conda-forge configargparse

questionary (🥉27 · ⭐ 920) - Python library to build pretty command line user prompts Easy to use.. MIT

GitHub (👨‍💻 33 · 🔀 57 · 📋 100 - 24% open · ⏱️ 15.08.2022):
```
it clone https://github.com/tmbo/questionary
```
PyPi (📥 970K / month · 📦 240 · ⏱️ 15.07.2021):
```
ip install questionary
```

Conda (📥 16K · ⏱️ 14.03.2022):

onda install -c conda-forge questionary

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

GitHub (👨‍💻 30 · 🔀 55 · 📦 5 · 📋 68 - 17% open · ⏱️ 12.05.2022):
```
it clone https://github.com/nojhan/colout
```
PyPi (📥 780 / month · ⏱️ 21.06.2020):
```
ip install colout
```

Show 5 hidden projects...

docopt (🥈35 · ⭐ 7.7K · 💀) - Pythonic command line arguments parser, that will make you smile. MIT
blessings (🥉29 · ⭐ 1.3K · 💀) - A thin, practical wrapper around terminal capabilities in Python. MIT
clint (🥉25 · ⭐ 78 · 💀) - Python Command-line Application Tools. ISC
bashplotlib (🥉21 · ⭐ 1.7K · 💀) - plotting in the terminal. MIT
docopt-ng (🥉21 · ⭐ 94) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT

Development Tools

🔗 best-of-python-dev ( ⭐ 550) - A ranked list of awesome python developer tools and libraries. Updated..

Data Caching

cachetools (🥇32 · ⭐ 1.4K · 📉) - Extensible memoizing collections and decorators. MIT

GitHub (👨‍💻 7 · 🔀 130 · 📋 210 - 2% open · ⏱️ 29.05.2022):
```
it clone https://github.com/tkem/cachetools
```
PyPi (📥 78M / month · 📦 3K · ⏱️ 29.05.2022):
```
ip install cachetools
```
Conda (📥 5.6M · ⏱️ 09.08.2022):
```
onda install -c conda-forge cachetools
```

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

GitHub (👨‍💻 52 · 🔀 130 · 📦 4K · 📋 190 - 12% open · ⏱️ 05.08.2022):
```
it clone https://github.com/lericson/pylibmc
```
PyPi (📥 180K / month · 📦 2.4K · ⏱️ 15.08.2019):
```
ip install pylibmc
```
Conda (📥 180K · ⏱️ 05.08.2022):
```
onda install -c conda-forge pylibmc
```

beaker (🥉28 · ⭐ 490 · 💤) - WSGI middleware for sessions and caching. BSD-3

GitHub (👨‍💻 86 · 🔀 130 · 📦 3.6K · 📋 120 - 53% open · ⏱️ 07.12.2021):
```
it clone https://github.com/bbangert/beaker
```
PyPi (📥 330K / month · 📦 1.4K · ⏱️ 26.08.2019):
```
ip install beaker
```
Conda (📥 62K · ⏱️ 27.08.2019):
```
onda install -c conda-forge beaker
```

aiocache (🥉27 · ⭐ 720) - Asyncio cache manager for redis, memcached and memory. BSD-3

GitHub (👨‍💻 32 · 🔀 110 · 📦 850 · 📋 260 - 19% open · ⏱️ 12.05.2022):
```
it clone https://github.com/aio-libs/aiocache
```
PyPi (📥 170K / month · 📦 94 · ⏱️ 31.07.2019):
```
ip install aiocache
```

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

GitHub (👨‍💻 14 · 🔀 46 · 📦 280 · 📋 53 - 39% open · ⏱️ 04.06.2022):
```
it clone https://github.com/shaypal5/cachier
```
PyPi (📥 8.1K / month · 📦 25 · ⏱️ 25.11.2021):
```
ip install cachier
```

Show 1 hidden projects...

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

GUI Development

🔗 best-of-web-python - Web UI ( ⭐ 1.6K) - Collection of libraries to implement web-based UIs.

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

GitHub (👨‍💻 570 · 🔀 2.9K · 📥 27K · 📦 7.5K · 📋 4.7K - 19% open · ⏱️ 16.08.2022):
```
it clone https://github.com/kivy/kivy
```
PyPi (📥 61K / month · 📦 580 · ⏱️ 06.03.2022):
```
ip install kivy
```
Conda (📥 250K · ⏱️ 13.04.2022):
```
onda install -c conda-forge kivy
```

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

GitHub (👨‍💻 18 · 🔀 1.6K · 📦 5.7K · 📋 2.9K - 23% open · ⏱️ 14.08.2022):
```
it clone https://github.com/PySimpleGUI/PySimpleGUI
```
PyPi (📥 120K / month · 📦 230 · ⏱️ 22.05.2022):
```
ip install pysimplegui
```

Conda (📥 67K · ⏱️ 28.07.2022):

onda install -c conda-forge pysimplegui

DearPyGui (🥈31 · ⭐ 8.5K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT

GitHub (👨‍💻 46 · 🔀 440 · 📦 480 · 📋 1K - 21% open · ⏱️ 11.08.2022):
```
it clone https://github.com/hoffstadt/DearPyGui
```
PyPi (📥 7.3K / month · 📦 17 · ⏱️ 06.05.2022):
```
ip install dearpygui
```

Eel (🥈30 · ⭐ 5.1K · 💤) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT

GitHub (👨‍💻 38 · 🔀 510 · 📦 3.9K · 📋 460 - 31% open · ⏱️ 19.10.2021):
```
it clone https://github.com/ChrisKnott/Eel
```
PyPi (📥 51K / month · 📦 60 · ⏱️ 17.08.2020):
```
ip install eel
```

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

GitHub (👨‍💻 100 · 🔀 900 · 📥 270 · 📦 590 · 📋 570 - 22% open · ⏱️ 08.05.2022):
```
it clone https://github.com/chriskiehl/Gooey
```
PyPi (📥 4.2K / month · 📦 74 · ⏱️ 29.01.2022):
```
ip install gooey
```
Conda (📥 51K · ⏱️ 29.12.2021):
```
onda install -c conda-forge gooey
```

toga (🥉29 · ⭐ 3.2K) - A Python native, OS native GUI toolkit. BSD-3

GitHub (👨‍💻 210 · 🔀 540 · 📋 590 - 23% open · ⏱️ 18.08.2022):
```
it clone https://github.com/beeware/toga
```
PyPi (📥 1.4K / month · 📦 33 · ⏱️ 06.07.2022):
```
ip install toga
```
npm (📥 47 / month · ⏱️ 23.04.2017):
```
pm install @pybee/toga
```

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

GitHub (👨‍💻 37 · 🔀 260 · 📦 110 · 📋 440 - 19% open · ⏱️ 22.07.2022):
```
it clone https://github.com/flexxui/flexx
```
PyPi (📥 690 / month · 📦 21 · ⏱️ 12.04.2022):
```
ip install flexx
```
Conda (📥 90K · ⏱️ 12.04.2022):
```
onda install -c conda-forge flexx
```

Show 2 hidden projects...

Phoenix (🥉28 · ⭐ 1.8K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows
enaml (🥉27 · ⭐ 1.2K) - Declarative User Interfaces for Python. ❗Unlicensed

Computer & Machine Vision

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

Machine Learning & Data Engineering

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

Text Data

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

chardet (🥇35 · ⭐ 1.8K) - Python character encoding detector. ❗️LGPL-2.1

GitHub (👨‍💻 48 · 🔀 240 · 📋 130 - 40% open · ⏱️ 22.07.2022):
```
it clone https://github.com/chardet/chardet
```
PyPi (📥 58M / month · 📦 39K · ⏱️ 25.06.2022):
```
ip install chardet
```
Conda (📥 17M · ⏱️ 25.06.2022):
```
onda install -c conda-forge chardet
```
npm (📥 15 / month · 📦 1 · ⏱️ 20.08.2017):
```
pm install @pypi/chardet
```

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

GitHub (👨‍💻 55 · 🔀 240 · 📦 42K · 📋 130 - 10% open · ⏱️ 11.07.2022):
```
it clone https://github.com/carpedm20/emoji
```
PyPi (📥 16M / month · 📦 1.3K · ⏱️ 08.03.2022):
```
ip install emoji
```
Conda (📥 28K · ⏱️ 08.03.2022):
```
onda install -c conda-forge emoji
```

phonenumbers (🥈34 · ⭐ 3.1K) - Python port of Googles libphonenumber. Apache-2

GitHub (👨‍💻 26 · 🔀 390 · 📋 150 - 3% open · ⏱️ 04.08.2022):
```
it clone https://github.com/daviddrysdale/python-phonenumbers
```
PyPi (📥 4.3M / month · 📦 1.4K · ⏱️ 01.07.2022):
```
ip install phonenumbers
```

Conda (📥 600K · ⏱️ 04.08.2022):

onda install -c conda-forge phonenumbers

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

GitHub (👨‍💻 64 · 🔀 160 · ⏱️ 13.06.2022):
```
it clone https://github.com/jmoiron/humanize
```
PyPi (📥 4.2M / month · 📦 1.9K · ⏱️ 30.06.2022):
```
ip install humanize
```
Conda (📥 270K · ⏱️ 08.08.2022):
```
onda install -c conda-forge humanize
```

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

GitHub (👨‍💻 30 · 🔀 90 · 📋 56 - 3% open · ⏱️ 27.04.2022):
```
it clone https://github.com/un33k/python-slugify
```
PyPi (📥 8M / month · 📦 2.7K · ⏱️ 27.04.2022):
```
ip install python-slugify
```

Conda (📥 950K · ⏱️ 28.04.2022):

onda install -c conda-forge python-slugify

inflect (🥉29 · ⭐ 680) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT

GitHub (👨‍💻 45 · 🔀 77 · 📋 92 - 19% open · ⏱️ 30.07.2022):
```
it clone https://github.com/jaraco/inflect
```
PyPi (📥 2M / month · 📦 920 · ⏱️ 01.05.2022):
```
ip install inflect
```
Conda (📥 240K · ⏱️ 31.07.2022):
```
onda install -c conda-forge inflect
```

pyahocorasick (🥉26 · ⭐ 740) - Python module (C extension and plain python) implementing Aho-.. BSD-3

GitHub (👨‍💻 24 · 🔀 110 · 📦 1.2K · 📋 120 - 20% open · ⏱️ 04.05.2022):
```
it clone https://github.com/WojciechMula/pyahocorasick
```
PyPi (📥 410K / month · 📦 96 · ⏱️ 04.05.2022):
```
ip install pyahocorasick
```

Conda (📥 150K · ⏱️ 15.04.2022):

onda install -c conda-forge pyahocorasick

Show 4 hidden projects...

awesome-slugify (🥉22 · ⭐ 470 · 💀) - Python flexible slugify function. ❗️GPL-3.0
price-parser (🥉20 · ⭐ 240 · 💀) - Extract price amount and currency symbol from a raw text.. BSD-3
coolname (🥉19 · ⭐ 94 · 💀) - Random Name and Slug Generator. BSD-2
millify (🥉14 · ⭐ 67 · 💀) - Convert long numbers into a human-readable format in Python. MIT

Web Development

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

Database Clients

Libraries for connecting to, operating, and querying databases.

redis (🥇45 · ⭐ 11K) - Redis Python Client. MIT

GitHub (👨‍💻 340 · 🔀 2.2K · 📦 150K · 📋 1.2K - 10% open · ⏱️ 14.08.2022):
```
it clone https://github.com/redis/redis-py
```
PyPi (📥 27M / month · 📦 27K · ⏱️ 27.06.2022):
```
ip install redis
```
Conda (📥 760K · ⏱️ 27.06.2022):
```
onda install -c conda-forge redis-py
```

boto3 (🥇45 · ⭐ 7.5K) - AWS SDK for Python. Apache-2

GitHub (👨‍💻 140 · 🔀 1.6K · 📦 190K · 📋 2.7K - 8% open · ⏱️ 18.08.2022):
```
it clone https://github.com/boto/boto3
```
PyPi (📥 400M / month · 📦 16K · ⏱️ 06.07.2022):
```
ip install boto3
```
Conda (📥 11M · ⏱️ 18.08.2022):
```
onda install -c conda-forge boto3
```

SQLAlchemy (🥇45 · ⭐ 5.8K) - The Database Toolkit for Python. MIT

GitHub (👨‍💻 560 · 🔀 940 · 📥 38K · 📦 430K · 📋 6.8K - 2% open · ⏱️ 17.08.2022):
```
it clone https://github.com/sqlalchemy/sqlalchemy
```
PyPi (📥 54M / month · 📦 45K · ⏱️ 24.06.2022):
```
ip install SQLAlchemy
```
Conda (📥 8.5M · ⏱️ 08.08.2022):
```
onda install -c conda-forge sqlalchemy
```

azure-storage-blob (🥇42 · ⭐ 3K) - This repository is for active development of the Azure SDK.. MIT

GitHub (👨‍💻 430 · 🔀 1.9K · 📦 2K · 📋 7.1K - 12% open · ⏱️ 18.08.2022):
```
it clone https://github.com/Azure/azure-sdk-for-python
```
PyPi (📥 39M / month · 📦 530 · ⏱️ 15.06.2022):
```
ip install azure-storage-blob
```

Conda (📥 540K · ⏱️ 05.08.2022):

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

peewee (🥇40 · ⭐ 9.4K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT

GitHub (👨‍💻 150 · 🔀 1.3K · 📦 17K · ⏱️ 11.08.2022):
```
it clone https://github.com/coleifer/peewee
```
PyPi (📥 1.2M / month · 📦 3.6K · ⏱️ 17.06.2022):
```
ip install peewee
```
Conda (📥 420K · ⏱️ 12.07.2022):
```
onda install -c conda-forge peewee
```

google-cloud-storage (🥇40 · ⭐ 4K) - Google Cloud Client Library for Python. Apache-2

GitHub (👨‍💻 320 · 🔀 1.4K · 📋 3.4K - 0% open · ⏱️ 10.08.2022):
```
it clone https://github.com/googleapis/google-cloud-python
```
PyPi (📥 48M / month · 📦 1.7K · ⏱️ 08.06.2022):
```
ip install google-cloud-storage
```

Conda (📥 1.9M · ⏱️ 09.06.2022):

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

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

GitHub (👨‍💻 190 · 🔀 1.1K · 📥 2.2K · 📦 30K · 📋 970 - 3% open · ⏱️ 09.08.2022):
```
it clone https://github.com/elastic/elasticsearch-py
```
PyPi (📥 16M / month · 📦 6K · ⏱️ 30.06.2022):
```
ip install elasticsearch
```

Conda (📥 640K · ⏱️ 30.06.2022):

onda install -c conda-forge elasticsearch

MongoEngine (🥈39 · ⭐ 3.8K) - A Python Object-Document-Mapper for working with MongoDB. MIT

GitHub (👨‍💻 380 · 🔀 1.2K · 📦 17K · 📋 1.6K - 22% open · ⏱️ 17.07.2022):
```
it clone https://github.com/MongoEngine/mongoengine
```
PyPi (📥 840K / month · 📦 3.6K · ⏱️ 21.03.2022):
```
ip install mongoengine
```

Conda (📥 160K · ⏱️ 18.07.2022):

onda install -c conda-forge mongoengine

PyMySQL (🥈38 · ⭐ 7K) - Pure Python MySQL Client. MIT

GitHub (👨‍💻 120 · 🔀 1.4K · 📦 130K · 📋 620 - 5% open · ⏱️ 22.07.2022):
```
it clone https://github.com/PyMySQL/PyMySQL
```
PyPi (📥 32M / month · 📦 10K · ⏱️ 09.01.2021):
```
ip install PyMySQL
```
Conda (📥 740K · ⏱️ 09.01.2021):
```
onda install -c conda-forge pymysql
```

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

GitHub (👨‍💻 210 · 🔀 1.3K · 📥 1.7K · 📦 11K · 📋 1.4K - 17% open · ⏱️ 27.03.2022):
```
it clone https://github.com/dpkp/kafka-python
```
PyPi (📥 7.5M / month · 📦 1.3K · ⏱️ 30.09.2020):
```
ip install kafka-python
```

Conda (📥 320K · ⏱️ 30.09.2020):

onda install -c conda-forge kafka-python

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

GitHub (👨‍💻 190 · 🔀 1.1K · ⏱️ 16.08.2022):
```
it clone https://github.com/mongodb/mongo-python-driver
```
PyPi (📥 21M / month · 📦 20K · ⏱️ 13.04.2022):
```
ip install pymongo
```
Conda (📥 760K · ⏱️ 25.07.2022):
```
onda install -c conda-forge pymongo
```

alembic (🥈38 · ⭐ 1.5K) - A database migrations tool for SQLAlchemy. MIT

GitHub (👨‍💻 150 · 🔀 150 · 📦 110K · 📋 880 - 10% open · ⏱️ 19.07.2022):
```
it clone https://github.com/sqlalchemy/alembic
```
PyPi (📥 21M / month · 📦 11K · ⏱️ 31.05.2022):
```
ip install alembic
```
Conda (📥 2M · ⏱️ 14.07.2022):
```
onda install -c conda-forge alembic
```

confluent-kafka-python (🥈36 · ⭐ 2.9K) - Confluents Kafka Python Client. Apache-2

GitHub (👨‍💻 95 · 🔀 770 · 📦 4K · 📋 1K - 24% open · ⏱️ 15.08.2022):
```
it clone https://github.com/confluentinc/confluent-kafka-python
```
PyPi (📥 8.1M / month · 📦 370 · ⏱️ 16.06.2022):
```
ip install confluent-kafka
```

Conda (📥 470K · ⏱️ 11.07.2022):

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

SQLAlchemy-Utils (🥈36 · ⭐ 960) - Various utility functions and datatypes for SQLAlchemy. BSD-3

GitHub (👨‍💻 110 · 🔀 280 · 📦 16K · 📋 400 - 46% open · ⏱️ 16.08.2022):
```
it clone https://github.com/kvesteri/sqlalchemy-utils
```
PyPi (📥 4.4M / month · 📦 2K · ⏱️ 29.12.2021):
```
ip install sqlalchemy-utils
```

Conda (📥 390K · ⏱️ 06.02.2022):

onda install -c conda-forge sqlalchemy-utils

python-bigquery (🥈36 · ⭐ 480) - Google BigQuery API client library. Apache-2

GitHub (👨‍💻 120 · 🔀 190 · 📦 13K · 📋 480 - 18% open · ⏱️ 17.08.2022):
```
it clone https://github.com/googleapis/python-bigquery
```
PyPi (📥 59M / month · 📦 990 · ⏱️ 09.06.2022):
```
ip install google-cloud-bigquery
```

Conda (📥 2M · ⏱️ 09.06.2022):

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

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

GitHub (👨‍💻 450 · 🔀 890 · 📦 2.5K · 📋 180 - 35% open · ⏱️ 23.07.2022):
```
it clone https://github.com/apache/libcloud
```
PyPi (📥 130K / month · 📦 840 · ⏱️ 26.05.2022):
```
ip install apache-libcloud
```

Elasticsearch DSL (🥈34 · ⭐ 3.5K) - High level Python client for Elasticsearch. Apache-2

GitHub (👨‍💻 130 · 🔀 730 · 📥 130 · 📦 6.4K · 📋 1.2K - 8% open · ⏱️ 14.07.2022):
```
it clone https://github.com/elastic/elasticsearch-dsl-py
```
PyPi (📥 2.6M / month · 📦 930 · ⏱️ 15.07.2021):
```
ip install elasticsearch-dsl
```

Conda (📥 5.7K · ⏱️ 02.05.2022):

onda install -c anaconda elasticsearch-dsl

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

GitHub (👨‍💻 41 · 🔀 180 · 📦 34K · ⏱️ 17.08.2022):
```
it clone https://github.com/mongodb/motor
```
PyPi (📥 4M / month · 📦 1.1K · ⏱️ 28.04.2022):
```
ip install motor
```
Conda (📥 44K · ⏱️ 28.04.2022):
```
onda install -c conda-forge motor
```

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

GitHub (👨‍💻 110 · 🔀 340 · 📥 35 · 📋 1.8K - 4% open · ⏱️ 18.08.2022):
```
it clone https://github.com/ibis-project/ibis
```
PyPi (📥 500K / month · 📦 40 · ⏱️ 28.04.2022):
```
ip install ibis-framework
```

Conda (📥 240K · ⏱️ 27.07.2022):

onda install -c conda-forge ibis-framework

AWS Data Wrangler (🥈33 · ⭐ 3K) - Pandas on AWS - Easy integration with Athena, Glue,.. Apache-2

GitHub (👨‍💻 110 · 🔀 500 · 📥 150K · 📋 730 - 4% open · ⏱️ 16.08.2022):
```
it clone https://github.com/awslabs/aws-data-wrangler
```
PyPi (📥 13M / month · 📦 34 · ⏱️ 28.06.2022):
```
ip install awswrangler
```

Conda (📥 230K · ⏱️ 29.06.2022):

onda install -c conda-forge awswrangler

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

GitHub (👨‍💻 70 · 🔀 360 · 📥 5.2K · 📋 290 - 5% open · ⏱️ 05.08.2022):
```
it clone https://github.com/PyMySQL/mysqlclient
```
PyPi (📥 3.9M / month · 📦 7.1K · ⏱️ 22.06.2022):
```
ip install mysqlclient
```

Conda (📥 170K · ⏱️ 20.06.2022):

onda install -c conda-forge mysqlclient

PyPika (🥈33 · ⭐ 1.7K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2

GitHub (👨‍💻 90 · 🔀 220 · 📦 4.6K · 📋 370 - 33% open · ⏱️ 15.03.2022):
```
it clone https://github.com/kayak/pypika
```
PyPi (📥 1.8M / month · 📦 64 · ⏱️ 15.03.2022):
```
ip install pypika
```
Conda (📥 830 · ⏱️ 25.10.2021):
```
onda install -c conda-forge pypika
```

s3fs (🥈33 · ⭐ 570) - S3 Filesystem. BSD-3

GitHub (👨‍💻 99 · 🔀 190 · 📦 9.4K · 📋 340 - 25% open · ⏱️ 03.08.2022):
```
it clone https://github.com/fsspec/s3fs
```
PyPi (📥 44M / month · 📦 510 · ⏱️ 19.05.2022):
```
ip install s3fs
```
Conda (📥 3.9M · ⏱️ 29.07.2022):
```
onda install -c conda-forge s3fs
```

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

GitHub (👨‍💻 37 · 🔀 110 · 📥 260 · 📦 4.4K · 📋 270 - 18% open · ⏱️ 10.08.2022):
```
it clone https://github.com/googleapis/python-bigquery-pandas
```
PyPi (📥 17M / month · 📦 290 · ⏱️ 09.06.2022):
```
ip install pandas-gbq
```
Conda (📥 1.4M · ⏱️ 16.06.2022):
```
onda install -c conda-forge pandas-gbq
```

s3transfer (🥈33 · ⭐ 150) - Amazon S3 Transfer Manager for Python. Apache-2

GitHub (👨‍💻 33 · 🔀 99 · 📦 120K · 📋 64 - 50% open · ⏱️ 08.07.2022):
```
it clone https://github.com/boto/s3transfer
```
PyPi (📥 180M / month · 📦 4.2K · ⏱️ 31.05.2022):
```
ip install s3transfer
```
Conda (📥 11M · ⏱️ 31.05.2022):
```
onda install -c conda-forge s3transfer
```

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

GitHub (👨‍💻 45 · 🔀 210 · 📦 8.3K · 📋 290 - 39% open · ⏱️ 09.08.2022):
```
it clone https://github.com/encode/databases
```
PyPi (📥 240K / month · 📦 100 · ⏱️ 30.05.2022):
```
ip install databases
```
Conda (📥 150K · ⏱️ 15.11.2021):
```
onda install -c conda-forge databases
```

Prometheus Client (🥉32 · ⭐ 2.9K) - Prometheus instrumentation library for Python.. Apache-2

GitHub (👨‍💻 120 · 🔀 680 · 📋 430 - 14% open · ⏱️ 06.05.2022):
```
it clone https://github.com/prometheus/client_python
```
PyPi (📥 19M / month · 📦 540 · ⏱️ 08.04.2022):
```
ip install prometheus_client
```

Conda (📥 6.7M · ⏱️ 08.04.2022):

onda install -c conda-forge prometheus_client

influxdb (🥉32 · ⭐ 1.6K · 💤) - Python client for InfluxDB. MIT

GitHub (👨‍💻 140 · 🔀 500 · 📦 5.9K · 📋 520 - 27% open · ⏱️ 09.09.2021):
```
it clone https://github.com/influxdata/influxdb-python
```
PyPi (📥 1.9M / month · 📦 1.2K · ⏱️ 11.11.2020):
```
ip install influxdb
```
Conda (📥 71K · ⏱️ 12.11.2020):
```
onda install -c conda-forge influxdb
```

pygsheets (🥉32 · ⭐ 1.3K) - Google Sheets Python API v4. MIT

GitHub (👨‍💻 81 · 🔀 190 · 📦 1.2K · 📋 370 - 11% open · ⏱️ 09.08.2022):
```
it clone https://github.com/nithinmurali/pygsheets
```
PyPi (📥 1.3M / month · 📦 82 · ⏱️ 05.02.2021):
```
ip install pygsheets
```

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

GitHub (👨‍💻 180 · 🔀 490 · 📦 4.1K · ⏱️ 17.05.2022):
```
it clone https://github.com/datastax/python-driver
```
PyPi (📥 1M / month · 📦 680 · ⏱️ 18.03.2021):
```
ip install cassandra-driver
```

Conda (📥 120K · ⏱️ 13.08.2022):

onda install -c conda-forge cassandra-driver

cx-Oracle (🥉32 · ⭐ 830) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3

GitHub (👨‍💻 17 · 🔀 330 · 📦 6.4K · 📋 620 - 5% open · ⏱️ 08.06.2022):
```
it clone https://github.com/oracle/python-cx_Oracle
```
PyPi (📥 3.5M / month · 📦 250 · ⏱️ 04.11.2021):
```
ip install cx-Oracle
```
Conda (📥 310K · ⏱️ 09.04.2022):
```
onda install -c conda-forge cx_oracle
```

minio (🥉32 · ⭐ 530) - MinIO Client SDK for Python. Apache-2

GitHub (👨‍💻 100 · 🔀 240 · 📦 3K · 📋 470 - 1% open · ⏱️ 25.07.2022):
```
it clone https://github.com/minio/minio-py
```
PyPi (📥 1.4M / month · 📦 340 · ⏱️ 11.06.2022):
```
ip install minio
```
Conda (📥 88K · ⏱️ 26.07.2022):
```
onda install -c conda-forge minio
```

tortoise-orm (🥉31 · ⭐ 3K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2

GitHub (👨‍💻 100 · 🔀 270 · 📥 9 · 📋 790 - 43% open · ⏱️ 16.08.2022):
```
it clone https://github.com/tortoise/tortoise-orm
```
PyPi (📥 74K / month · 📦 53 · ⏱️ 20.05.2022):
```
ip install tortoise-orm
```

Conda (📥 5.4K · ⏱️ 11.07.2022):

onda install -c conda-forge tortoise-orm

PynamoDB (🥉31 · ⭐ 2K) - A pythonic interface to Amazons DynamoDB. MIT

GitHub (👨‍💻 97 · 🔀 400 · 📦 1.1K · 📋 560 - 45% open · ⏱️ 18.07.2022):
```
it clone https://github.com/pynamodb/PynamoDB
```
PyPi (📥 1.4M / month · 📦 150 · ⏱️ 09.02.2022):
```
ip install pynamodb
```
Conda (📥 190K · ⏱️ 09.06.2022):
```
onda install -c conda-forge pynamodb
```

neo4j-driver (🥉31 · ⭐ 730) - Neo4j Bolt driver for Python. Apache-2

GitHub (👨‍💻 38 · 🔀 160 · 📋 200 - 2% open · ⏱️ 08.08.2022):
```
it clone https://github.com/neo4j/neo4j-python-driver
```
PyPi (📥 240K / month · 📦 230 · ⏱️ 07.07.2022):
```
ip install neo4j-driver
```

Conda (📥 140K · ⏱️ 07.07.2022):

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

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

GitHub (👨‍💻 76 · 🔀 280 · 📦 2.5K · 📋 270 - 4% open · ⏱️ 03.06.2022):
```
it clone https://github.com/pudo/dataset
```
PyPi (📥 77K / month · 📦 560 · ⏱️ 16.12.2021):
```
ip install dataset
```
Conda (📥 2.6K · ⏱️ 16.12.2021):
```
onda install -c conda-forge dataset
```

Pony (🥉29 · ⭐ 3K) - Pony Object Relational Mapper. Apache-2

GitHub (👨‍💻 23 · 🔀 210 · 📥 28 · 📦 2.6K · 📋 600 - 45% open · ⏱️ 25.05.2022):
```
it clone https://github.com/ponyorm/pony
```
PyPi (📥 54K / month · 📦 350 · ⏱️ 27.01.2022):
```
ip install pony
```
Conda (📥 72K · ⏱️ 28.01.2022):
```
onda install -c conda-forge pony
```

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

GitHub (👨‍💻 33 · 🔀 220 · 📋 770 - 1% open · ⏱️ 10.12.2021):
```
it clone https://github.com/py2neo-org/py2neo
```
PyPi (📥 170K / month · 📦 620 · ⏱️ 14.10.2021):
```
ip install py2neo
```
Conda (📥 47K · ⏱️ 14.10.2021):
```
onda install -c conda-forge py2neo
```

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

GitHub (👨‍💻 72 · 🔀 300 · 📥 3.2K · 📦 1.2K · 📋 280 - 9% open · ⏱️ 12.03.2022):
```
it clone https://github.com/grokzen/redis-py-cluster
```
PyPi (📥 2.1M / month · 📦 200 · ⏱️ 30.05.2021):
```
ip install redis-py-cluster
```

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

GitHub (👨‍💻 65 · 🔀 320 · 📦 2.7K · 📋 150 - 21% open · ⏱️ 12.04.2022):
```
it clone https://github.com/django-haystack/pysolr
```
PyPi (📥 180K / month · 📦 1.3K · ⏱️ 01.06.2022):
```
ip install pysolr
```
Conda (📥 19K · ⏱️ 28.04.2020):
```
onda install -c conda-forge pysolr
```

HappyBase (🥉27 · ⭐ 590) - A developer-friendly Python library to interact with Apache HBase. MIT

GitHub (👨‍💻 19 · 🔀 150 · 📦 650 · 📋 210 - 14% open · ⏱️ 12.07.2022):
```
it clone https://github.com/python-happybase/happybase
```
PyPi (📥 72K / month · 📦 230 · ⏱️ 14.05.2019):
```
ip install happybase
```
Conda (📥 96K · ⏱️ 01.07.2019):
```
onda install -c conda-forge happybase
```

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

GitHub (👨‍💻 32 · 🔀 53 · 📦 1.8K · 📋 250 - 0% open · ⏱️ 10.03.2022):
```
it clone https://github.com/cloudant/python-cloudant
```
PyPi (📥 77K / month · 📦 290 · ⏱️ 26.08.2021):
```
ip install cloudant
```
Conda (📥 95K · ⏱️ 26.08.2021):
```
onda install -c conda-forge cloudant
```

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

GitHub (👨‍💻 15 · 🔀 64 · 📦 6.6K · 📋 200 - 20% open · ⏱️ 23.12.2021):
```
it clone https://github.com/Scille/umongo
```
PyPi (📥 150K / month · 📦 14 · ⏱️ 23.12.2021):
```
ip install umongo
```
Conda (📥 1.6K · ⏱️ 23.12.2021):
```
onda install -c conda-forge umongo
```

sqlmodel (🥉25 · ⭐ 7.9K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic

GitHub (👨‍💻 10 · 🔀 330 · 📋 320 - 71% open · ⏱️ 16.04.2022):
```
it clone https://github.com/tiangolo/sqlmodel
```
PyPi (📥 170K / month · 📦 48 · ⏱️ 28.12.2021):
```
ip install sqlmodel
```
Conda (📥 3K · ⏱️ 28.12.2021):
```
onda install -c conda-forge sqlmodel
```

gino (🥉25 · ⭐ 2.5K) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3

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

piccolos (🥉25 · ⭐ 820) - A fast, user friendly ORM and query builder which supports asyncio. MIT

GitHub (👨‍💻 29 · 🔀 46 · 📦 93 · 📋 200 - 25% open · ⏱️ 18.08.2022):
```
it clone https://github.com/piccolo-orm/piccolo
```
PyPi (📥 7.5K / month · 📦 8 · ⏱️ 06.07.2022):
```
ip install piccolo
```

prisma (🥉23 · ⭐ 760) - Prisma Client Python is an auto-generated and fully type-safe database.. Apache-2

GitHub (👨‍💻 12 · 🔀 33 · 📦 58 · 📋 230 - 49% open · ⏱️ 04.08.2022):
```
it clone https://github.com/RobertCraigie/prisma-client-py
```
PyPi (📥 4.5K / month · 📦 1 · ⏱️ 21.05.2022):
```
ip install prisma
```

ODMantic (🥉21 · ⭐ 610) - Async ODM (Object Document Mapper) for MongoDB based on python type hints. ISC

GitHub (👨‍💻 15 · 🔀 57 · 📋 110 - 59% open · ⏱️ 16.08.2022):
```
it clone https://github.com/art049/odmantic
```
PyPi (📥 15K / month · 📦 1 · ⏱️ 01.06.2022):
```
ip install odmantic
```

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

GitHub (👨‍💻 18 · 🔀 35 · 📦 580 · 📋 41 - 14% open · ⏱️ 21.09.2021):
```
it clone https://github.com/amol-/depot
```
PyPi (📥 4.2K / month · 📦 51 · ⏱️ 27.07.2020):
```
ip install filedepot
```

aioprometheus (🥉20 · ⭐ 120) - A Prometheus Python client library for asyncio-based applications. MIT

GitHub (👨‍💻 12 · 🔀 16 · 📦 100 · 📋 23 - 21% open · ⏱️ 24.05.2022):
```
it clone https://github.com/claws/aioprometheus
```
PyPi (📥 77K / month · 📦 12 · ⏱️ 24.05.2022):
```
ip install aioprometheus
```

Queries (🥉19 · ⭐ 250 · 💤) - PostgreSQL database access simplified. BSD-3

GitHub (👨‍💻 11 · 🔀 30 · 📦 110 · 📋 21 - 33% open · ⏱️ 16.11.2021):
```
it clone https://github.com/gmr/queries
```
PyPi (📥 2.7K / month · 📦 27 · ⏱️ 16.11.2021):
```
ip install queries
```

psycopg3 (🥉18 · ⭐ 760) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0

GitHub (👨‍💻 26 · 🔀 66 · 📋 180 - 12% open · ⏱️ 17.08.2022):
```
it clone https://github.com/psycopg/psycopg
```

PugSQL (🥉17 · ⭐ 540) - A HugSQL-inspired database library for Python. Apache-2

GitHub (👨‍💻 12 · 🔀 18 · 📋 37 - 45% open · ⏱️ 27.05.2022):
```
it clone https://github.com/mcfunley/pugsql
```
PyPi (📥 10K / month · 📦 1 · ⏱️ 13.03.2022):
```
ip install pugsql
```

Show 11 hidden projects...

psycopg2 (🥈37 · ⭐ 2.7K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution
pyodbc (🥉32 · ⭐ 2.5K) - Python ODBC bridge. ❗️MIT-0
google-cloud-bigtable (🥉30 · ⭐ 34) - Google Cloud Bigtable API client library. Apache-2
Records (🥉29 · ⭐ 6.9K · 💀) - SQL for Humans. ISC
mongo-connector (🥉26 · ⭐ 1.9K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
pyhdb (🥉24 · ⭐ 300 · 💀) - SAP HANA Connector in pure Python. Apache-2
PyMODM (🥉22 · ⭐ 340 · 💀) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
db.py (🥉21 · ⭐ 1.2K · 💀) - db.py is an easier way to interact with your databases. BSD-2
gsheets-db-api (🥉19 · ⭐ 180 · 💀) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
SuperSQLite (🥉15 · ⭐ 700 · 💀) - A supercharged SQLite library for Python. MIT
lazydata (🥉15 · ⭐ 630 · 💀) - Lazydata: Scalable data dependencies for Python projects. Apache-2

Data Loading & Extraction

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

Faker (🥇42 · ⭐ 15K · 📈) - Faker is a Python package that generates fake data for you. MIT

GitHub (👨‍💻 470 · 🔀 1.6K · 📦 66K · 📋 580 - 3% open · ⏱️ 17.08.2022):
```
it clone https://github.com/joke2k/faker
```
PyPi (📥 6.3M / month · 📦 2.9K · ⏱️ 06.07.2022):
```
ip install Faker
```
Conda (📥 620K · ⏱️ 18.08.2022):
```
onda install -c conda-forge faker
```

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

GitHub (👨‍💻 440 · 🔀 1.8K · 📦 5.8K · 📋 1.8K - 31% open · ⏱️ 16.08.2022):
```
it clone https://github.com/huggingface/datasets
```
PyPi (📥 1.3M / month · 📦 220 · ⏱️ 15.06.2022):
```
ip install datasets
```
Conda (📥 37K · ⏱️ 25.07.2022):
```
onda install -c conda-forge datasets
```

xlwings (🥇37 · ⭐ 2.4K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3

GitHub (👨‍💻 57 · 🔀 430 · 📥 30K · 📦 24K · 📋 1.5K - 15% open · ⏱️ 08.08.2022):
```
it clone https://github.com/xlwings/xlwings
```
PyPi (📥 680K / month · 📦 620 · ⏱️ 06.07.2022):
```
ip install xlwings
```
Conda (📥 450K · ⏱️ 08.08.2022):
```
onda install -c conda-forge xlwings
```

xmltodict (🥈35 · ⭐ 4.9K) - Python module that makes working with XML feel like you are working.. MIT

GitHub (👨‍💻 49 · 🔀 460 · 📦 42K · 📋 220 - 27% open · ⏱️ 08.05.2022):
```
it clone https://github.com/martinblech/xmltodict
```
PyPi (📥 18M / month · 📦 5.1K · ⏱️ 08.05.2022):
```
ip install xmltodict
```
Conda (📥 1.8M · ⏱️ 08.05.2022):
```
onda install -c conda-forge xmltodict
```

python-magic (🥈35 · ⭐ 2.2K) - A python wrapper for libmagic. MIT

GitHub (👨‍💻 55 · 🔀 250 · 📦 30K · 📋 190 - 17% open · ⏱️ 20.06.2022):
```
it clone https://github.com/ahupp/python-magic
```
PyPi (📥 5.6M / month · 📦 3.1K · ⏱️ 07.06.2022):
```
ip install python-magic
```

Conda (📥 160K · ⏱️ 10.06.2022):

onda install -c conda-forge python-magic

Tablib (🥈33 · ⭐ 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT

GitHub (👨‍💻 120 · 🔀 570 · 📦 15K · 📋 240 - 14% open · ⏱️ 11.07.2022):
```
it clone https://github.com/jazzband/tablib
```
PyPi (📥 1.2M / month · 📦 1.3K · ⏱️ 09.04.2022):
```
ip install tablib
```
Conda (📥 75K · ⏱️ 09.04.2022):
```
onda install -c conda-forge tablib
```

snorkel (🥈32 · ⭐ 5.2K) - A system for quickly generating training data with weak supervision. Apache-2

GitHub (👨‍💻 78 · 🔀 830 · 📥 980 · 📦 190 · 📋 970 - 2% open · ⏱️ 29.07.2022):
```
it clone https://github.com/snorkel-team/snorkel
```
PyPi (📥 66K / month · 📦 12 · ⏱️ 19.11.2021):
```
ip install snorkel
```
Conda (📥 30K · ⏱️ 29.07.2022):
```
onda install -c conda-forge snorkel
```

csvkit (🥈32 · ⭐ 5.1K) - A suite of utilities for converting to and working with CSV, the king of.. MIT

GitHub (👨‍💻 100 · 🔀 570 · 📦 1.1K · 📋 860 - 8% open · ⏱️ 11.04.2022):
```
it clone https://github.com/wireservice/csvkit
```
PyPi (📥 160K / month · 📦 370 · ⏱️ 06.03.2022):
```
ip install csvkit
```
Conda (📥 66K · ⏱️ 20.03.2022):
```
onda install -c conda-forge csvkit
```

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

GitHub (👨‍💻 51 · 🔀 430 · 📦 100K · ⏱️ 21.08.2021):
```
it clone https://github.com/python-excel/xlrd
```
PyPi (📥 18M / month · 📦 8.1K · ⏱️ 11.12.2020):
```
ip install xlrd
```
Conda (📥 2.6M · ⏱️ 09.01.2021):
```
onda install -c conda-forge xlrd
```

smart-open (🥈31 · ⭐ 2.6K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT

GitHub (👨‍💻 95 · 🔀 320 · 📋 350 - 16% open · ⏱️ 29.07.2022):
```
it clone https://github.com/RaRe-Technologies/smart_open
```
PyPi (📥 11M / month · 📦 460 · ⏱️ 24.04.2022):
```
ip install smart-open
```
Conda (📥 1.2M · ⏱️ 24.04.2022):
```
onda install -c conda-forge smart_open
```

gdown (🥈30 · ⭐ 2.3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT

GitHub (👨‍💻 14 · 🔀 200 · 📦 9.5K · 📋 110 - 15% open · ⏱️ 26.06.2022):
```
it clone https://github.com/wkentaro/gdown
```
PyPi (📥 360K / month · 📦 210 · ⏱️ 26.06.2022):
```
ip install gdown
```
Conda (📥 83K · ⏱️ 11.07.2022):
```
onda install -c conda-forge gdown
```

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

GitHub (👨‍💻 85 · 🔀 590 · 📋 500 - 20% open · ⏱️ 16.03.2022):
```
it clone https://github.com/pydata/pandas-datareader
```
PyPi (📥 320K / month · 📦 790 · ⏱️ 13.07.2021):
```
ip install pandas-datareader
```

Conda (📥 190K · ⏱️ 14.07.2021):

onda install -c conda-forge pandas-datareader

SDV (🥈29 · ⭐ 970) - Synthetic Data Generation for tabular, relational and time series data. MIT

GitHub (👨‍💻 41 · 🔀 160 · 📦 79 · 📋 580 - 20% open · ⏱️ 17.08.2022):
```
it clone https://github.com/sdv-dev/SDV
```
PyPi (📥 33K / month · 📦 5 · ⏱️ 01.07.2022):
```
ip install sdv
```
Conda (📥 2.7K · ⏱️ 22.07.2022):
```
onda install -c conda-forge sdv
```

textract (🥉28 · ⭐ 3.3K) - extract text from any document. no muss. no fuss. MIT

GitHub (👨‍💻 40 · 🔀 480 · 📋 210 - 40% open · ⏱️ 10.03.2022):
```
it clone https://github.com/deanmalmgren/textract
```
PyPi (📥 130K / month · 📦 120 · ⏱️ 10.03.2022):
```
ip install textract
```
Conda (📥 16K · ⏱️ 10.03.2022):
```
onda install -c conda-forge textract
```

Intake (🥉27 · ⭐ 790) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2

GitHub (👨‍💻 76 · 🔀 120 · 📦 480 · 📋 310 - 27% open · ⏱️ 17.08.2022):
```
it clone https://github.com/intake/intake
```
PyPi (📥 23K / month · 📦 93 · ⏱️ 09.01.2022):
```
ip install intake
```
Conda (📥 210K · ⏱️ 10.01.2022):
```
onda install -c conda-forge intake
```

rows (🥉23 · ⭐ 810) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0

GitHub (👨‍💻 31 · 🔀 140 · 📥 38 · 📦 140 · 📋 310 - 52% open · ⏱️ 07.08.2022):
```
it clone https://github.com/turicas/rows
```
PyPi (📥 830 / month · 📦 29 · ⏱️ 14.02.2019):
```
ip install rows
```

img2dataset (🥉22 · ⭐ 860) - Easily turn large sets of image urls to an image dataset. Can.. MIT

GitHub (👨‍💻 10 · 🔀 71 · 📥 310 · 📦 14 · 📋 120 - 35% open · ⏱️ 24.07.2022):
```
it clone https://github.com/rom1504/img2dataset
```
PyPi (📥 2.8K / month · 📦 1 · ⏱️ 27.06.2022):
```
ip install img2dataset
```

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

GitHub (👨‍💻 10 · 🔀 53 · 📦 630 · 📋 39 - 38% open · ⏱️ 23.09.2021):
```
it clone https://github.com/uchicago-cs/deepdish
```
PyPi (📥 12K / month · 📦 80 · ⏱️ 24.09.2021):
```
ip install deepdish
```
Conda (📥 71K · ⏱️ 24.09.2021):
```
onda install -c conda-forge deepdish
```

datatest (🥉21 · ⭐ 260 · 💤) - Tools for test driven data-wrangling and data validation. Apache-2

GitHub (👨‍💻 7 · 🔀 13 · 📦 74 · 📋 55 - 21% open · ⏱️ 05.12.2021):
```
it clone https://github.com/shawnbrown/datatest
```
PyPi (📥 10K / month · 📦 3 · ⏱️ 04.01.2021):
```
ip install datatest
```

csvs-to-sqlite (🥉16 · ⭐ 710 · 💤) - Convert CSV files into a SQLite database. Apache-2

GitHub (👨‍💻 6 · 🔀 56 · 📋 71 - 59% open · ⏱️ 18.11.2021):
```
it clone https://github.com/simonw/csvs-to-sqlite
```
PyPi (📥 2.6K / month · 📦 5 · ⏱️ 18.11.2021):
```
ip install csvs-to-sqlite
```

Squirrel (🥉16 · ⭐ 230 · 🐣) - A Python library that enables ML teams to share, load, and.. Apache-2

GitHub (👨‍💻 9 · 🔀 3 · 📋 4 - 75% open · ⏱️ 17.08.2022):
```
it clone https://github.com/merantix-momentum/squirrel-core
```
PyPi (📥 1.2K / month · ⏱️ 06.07.2022):
```
ip install squirrel-core
```
Conda (📦 1 · ⏱️ 24.06.2022):
```
onda install -c anaconda squirrel-core
```

Show 9 hidden projects...

PDFMiner (🥈29 · ⭐ 4.9K · 💀) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
tabulator-py (🥉27 · ⭐ 230 · 💀) - Python library for reading and writing tabular data via streams. MIT
messytables (🥉25 · ⭐ 380 · 💀) - Tools for parsing messy tabular data. This is now superseded by.. MIT
pyexcel-xlsx (🥉24 · ⭐ 110 · 💀) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
camelot (🥉23 · ⭐ 1.6K · 💀) - A Python library to extract tabular data from PDFs. MIT
Singer (🥉23 · ⭐ 1K · 💀) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0
borb (🥉19 · ⭐ 2.7K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed
excalibur (🥉19 · ⭐ 1.2K · 💀) - A web interface to extract tabular data from PDFs. MIT
Upgini (🥉17 · ⭐ 83) - Free automated data enrichment library for machine learning searches.. BSD-3

Data Pipelines & Streaming

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

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

GitHub (👨‍💻 2.5K · 🔀 11K · 📥 330K · 📋 6.1K - 13% open · ⏱️ 18.08.2022):
```
it clone https://github.com/apache/airflow
```
PyPi (📥 9M / month · 📦 480 · ⏱️ 06.07.2022):
```
ip install apache-airflow
```
Conda (📥 690K · ⏱️ 27.07.2022):
```
onda install -c conda-forge airflow
```
Docker Hub (📥 82M · ⭐ 380 · ⏱️ 09.07.2022):
```
ocker pull apache/airflow
```

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

GitHub (👨‍💻 1.2K · 🔀 4.3K · 📦 74K · 📋 4.8K - 11% open · ⏱️ 14.08.2022):
```
it clone https://github.com/celery/celery
```
PyPi (📥 6M / month · 📦 15K · ⏱️ 29.06.2022):
```
ip install celery
```
Conda (📥 920K · ⏱️ 29.05.2022):
```
onda install -c conda-forge celery
```

Prefect (🥇41 · ⭐ 9.8K) - The easiest way to automate your data. Apache-2

GitHub (👨‍💻 270 · 🔀 970 · 📦 1.1K · 📋 2.6K - 26% open · ⏱️ 18.08.2022):
```
it clone https://github.com/PrefectHQ/prefect
```
PyPi (📥 380K / month · 📦 71 · ⏱️ 05.07.2022):
```
ip install prefect
```
Conda (📥 310K · ⏱️ 11.08.2022):
```
onda install -c conda-forge prefect
```

Beam (🥇40 · ⭐ 5.8K) - Unified programming model to define and execute data processing.. Apache-2

GitHub (👨‍💻 1.3K · 🔀 3.6K · 📋 4.4K - 90% open · ⏱️ 18.08.2022):
```
it clone https://github.com/apache/beam
```
PyPi (📥 6.1M / month · 📦 160 · ⏱️ 27.06.2022):
```
ip install apache-beam
```

Conda (📥 19K · ⏱️ 27.07.2022):

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

Dagster (🥇39 · ⭐ 5.2K) - An orchestration platform for the development, production, and.. Apache-2

GitHub (👨‍💻 230 · 🔀 660 · 📦 490 · 📋 4.5K - 25% open · ⏱️ 18.08.2022):
```
it clone https://github.com/dagster-io/dagster
```
PyPi (📥 500K / month · 📦 91 · ⏱️ 06.07.2022):
```
ip install dagster
```
Conda (📥 610K · ⏱️ 12.08.2022):
```
onda install -c conda-forge dagster
```

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

GitHub (👨‍💻 590 · 🔀 2.3K · 📦 1.8K · 📋 970 - 10% open · ⏱️ 18.08.2022):
```
it clone https://github.com/spotify/luigi
```
PyPi (📥 710K / month · 📦 400 · ⏱️ 20.06.2022):
```
ip install luigi
```
Conda (📥 11K · 📦 2 · ⏱️ 02.05.2022):
```
onda install -c anaconda luigi
```

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

GitHub (👨‍💻 260 · 🔀 1.3K · 📦 11K · 📋 980 - 19% open · ⏱️ 07.08.2022):
```
it clone https://github.com/rq/rq
```
PyPi (📥 660K / month · 📦 1.7K · ⏱️ 07.12.2021):
```
ip install rq
```
Conda (📥 76K · ⏱️ 30.06.2021):
```
onda install -c conda-forge rq
```

Great Expectations (🥈37 · ⭐ 7K) - Always know what to expect from your data. Apache-2

GitHub (👨‍💻 320 · 🔀 1K · 📋 1.4K - 14% open · ⏱️ 18.08.2022):
```
it clone https://github.com/great-expectations/great_expectations
```
PyPi (📥 5.4M / month · 📦 36 · ⏱️ 30.06.2022):
```
ip install great_expectations
```

Conda (📥 440K · ⏱️ 14.08.2022):

onda install -c conda-forge great-expectations

joblib (🥈36 · ⭐ 2.9K) - Computing with Python functions. BSD-3

GitHub (👨‍💻 110 · 🔀 320 · 📦 210K · 📋 730 - 45% open · ⏱️ 20.05.2022):
```
it clone https://github.com/joblib/joblib
```
PyPi (📥 22M / month · 📦 5.3K · ⏱️ 07.10.2021):
```
ip install joblib
```
Conda (📥 11M · ⏱️ 07.10.2021):
```
onda install -c conda-forge joblib
```

Kedro (🥈35 · ⭐ 7.5K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2

GitHub (👨‍💻 160 · 🔀 680 · 📦 1K · 📋 860 - 16% open · ⏱️ 11.08.2022):
```
it clone https://github.com/kedro-org/kedro
```
PyPi (📥 400K / month · 📦 40 · ⏱️ 09.05.2022):
```
ip install kedro
```

dbt (🥈35 · ⭐ 5.3K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2

GitHub (👨‍💻 230 · 🔀 960 · 📥 500 · 📦 650 · 📋 3K - 11% open · ⏱️ 18.08.2022):
```
it clone https://github.com/dbt-labs/dbt-core
```
PyPi (📥 150K / month · 📦 30 · ⏱️ 06.12.2021):
```
ip install dbt
```
Conda (📥 210K · ⏱️ 09.12.2021):
```
onda install -c conda-forge dbt
```

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

GitHub (👨‍💻 99 · 🔀 390 · 📋 380 - 13% open · ⏱️ 18.08.2022):
```
it clone https://github.com/activeloopai/Hub
```
PyPi (📥 4K / month · 📦 53 · ⏱️ 28.06.2022):
```
ip install hub
```

ploomber (🥈31 · ⭐ 2.6K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2

GitHub (👨‍💻 56 · 🔀 170 · 📦 49 · 📋 780 - 27% open · ⏱️ 18.08.2022):
```
it clone https://github.com/ploomber/ploomber
```
PyPi (📥 14K / month · 📦 5 · ⏱️ 04.07.2022):
```
ip install ploomber
```
Conda (📥 24K · ⏱️ 29.07.2022):
```
onda install -c conda-forge ploomber
```

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

GitHub (👨‍💻 55 · 🔀 180 · 📦 790 · 📋 440 - 17% open · ⏱️ 18.07.2022):
```
it clone https://github.com/petl-developers/petl
```
PyPi (📥 270K / month · 📦 78 · ⏱️ 08.06.2022):
```
ip install petl
```
Conda (📥 120K · ⏱️ 08.06.2022):
```
onda install -c conda-forge petl
```

huey (🥈30 · ⭐ 4.2K) - a little task queue for python. MIT

GitHub (👨‍💻 66 · 🔀 340 · 📦 980 · ⏱️ 18.08.2022):
```
it clone https://github.com/coleifer/huey
```
PyPi (📥 97K / month · 📦 160 · ⏱️ 28.12.2021):
```
ip install huey
```
Conda (📥 25K · ⏱️ 16.10.2019):
```
onda install -c conda-forge huey
```

mleap (🥉29 · ⭐ 1.4K) - MLeap: Deploy ML Pipelines to Production. Apache-2

GitHub (👨‍💻 76 · 🔀 300 · 📦 190 · 📋 440 - 20% open · ⏱️ 06.07.2022):
```
it clone https://github.com/combust/mleap
```
PyPi (📥 250K / month · 📦 26 · ⏱️ 04.04.2022):
```
ip install mleap
```
Conda (📥 52K · ⏱️ 05.04.2022):
```
onda install -c conda-forge mleap
```

zenml (🥉27 · ⭐ 2.3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2

GitHub (👨‍💻 46 · 🔀 190 · 📋 110 - 23% open · ⏱️ 17.08.2022):
```
it clone https://github.com/zenml-io/zenml
```
PyPi (📥 2.1K / month · ⏱️ 28.06.2022):
```
ip install zenml
```

whylogs (🥉27 · ⭐ 1.7K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2

GitHub (👨‍💻 21 · 🔀 72 · 📥 62 · 📋 200 - 10% open · ⏱️ 17.08.2022):
```
it clone https://github.com/whylabs/whylogs
```
PyPi (📥 29K / month · 📦 2 · ⏱️ 06.07.2022):
```
ip install whylogs
```

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

GitHub (👨‍💻 61 · 🔀 26 · 📦 27 · 📋 5 - 20% open · ⏱️ 17.08.2022):
```
it clone https://github.com/databand-ai/dbnd
```
PyPi (📥 170K / month · 📦 23 · ⏱️ 06.07.2022):
```
ip install dbnd
```

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

GitHub (👨‍💻 26 · 🔀 120 · 📦 460 · 📋 130 - 6% open · ⏱️ 05.08.2022):
```
it clone https://github.com/EntilZha/PyFunctional
```
PyPi (📥 230K / month · 📦 15 · ⏱️ 12.01.2021):
```
ip install pyfunctional
```

Optimus (🥉26 · ⭐ 1.2K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark

GitHub (👨‍💻 25 · 🔀 210 · 📋 230 - 14% open · ⏱️ 21.06.2022):
```
it clone https://github.com/hi-primus/optimus
```
PyPi (📥 53K / month · ⏱️ 30.05.2019):
```
ip install optimuspyspark
```

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

GitHub (👨‍💻 43 · 🔀 220 · 📦 55 · 📋 330 - 21% open · ⏱️ 18.07.2022):
```
it clone https://github.com/Parsely/streamparse
```
PyPi (📥 2.4K / month · 📦 27 · ⏱️ 10.01.2022):
```
ip install streamparse
```

arq (🥉25 · ⭐ 1.3K) - Fast job queuing and RPC in python with asyncio and redis. MIT

GitHub (👨‍💻 39 · 🔀 110 · 📦 250 · 📋 140 - 28% open · ⏱️ 28.03.2022):
```
it clone https://github.com/samuelcolvin/arq
```
PyPi (📥 25K / month · 📦 11 · ⏱️ 09.03.2022):
```
ip install arq
```
Conda (📥 3.1K · ⏱️ 03.09.2021):
```
onda install -c conda-forge arq
```

pdpipe (🥉23 · ⭐ 680) - Easy pipelines for pandas DataFrames. MIT

GitHub (👨‍💻 10 · 🔀 41 · 📦 41 · 📋 51 - 31% open · ⏱️ 09.08.2022):
```
it clone https://github.com/pdpipe/pdpipe
```
PyPi (📥 1.8K / month · 📦 6 · ⏱️ 04.07.2022):
```
ip install pdpipe
```
Conda (📥 10K · ⏱️ 09.08.2022):
```
onda install -c conda-forge pdpipe
```

TaskTiger (🥉22 · ⭐ 1.2K) - Python task queue using Redis. MIT

GitHub (👨‍💻 25 · 🔀 62 · 📦 23 · 📋 69 - 47% open · ⏱️ 25.04.2022):
```
it clone https://github.com/closeio/tasktiger
```
PyPi (📥 1.4K / month · 📦 10 · ⏱️ 02.12.2021):
```
ip install tasktiger
```

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

GitHub (👨‍💻 32 · 🔀 41 · 📦 2 · 📋 100 - 31% open · ⏱️ 03.08.2022):
```
it clone https://github.com/analysiscenter/batchflow
```
PyPi (📥 150 / month · ⏱️ 07.07.2022):
```
ip install batchflow
```

Pypeline (🥉20 · ⭐ 1.4K) - Concurrent data pipelines in Python . MIT

GitHub (👨‍💻 13 · 🔀 80 · 📋 59 - 25% open · ⏱️ 23.06.2022):
```
it clone https://github.com/cgarciae/pypeln
```
PyPi (📥 7.6K / month · 📦 9 · ⏱️ 06.01.2022):
```
ip install pypeln
```
Conda (📥 9.1K · ⏱️ 06.01.2022):
```
onda install -c conda-forge pypeln
```

bodywork-core (🥉20 · ⭐ 400) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0

GitHub (👨‍💻 4 · 🔀 18 · 📦 10 · 📋 77 - 25% open · ⏱️ 04.07.2022):
```
it clone https://github.com/bodywork-ml/bodywork-core
```
PyPi (📥 300 / month · ⏱️ 04.07.2022):
```
ip install bodywork
```

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

GitHub (👨‍💻 17 · 🔀 460 · 📦 23 · 📋 100 - 74% open · ⏱️ 21.03.2022):
```
it clone https://github.com/databricks/spark-deep-learning
```

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

GitHub (👨‍💻 12 · 🔀 71 · 📦 20 · 📋 23 - 43% open · ⏱️ 28.09.2021):
```
it clone https://github.com/d6t/d6tflow
```
PyPi (📥 150 / month · ⏱️ 06.10.2021):
```
ip install d6tflow
```

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

GitHub (👨‍💻 17 · 🔀 94 · 📋 38 - 63% open · ⏱️ 18.07.2022):
```
it clone https://github.com/mara/mara-pipelines
```
PyPi (📥 360 / month · ⏱️ 29.05.2022):
```
ip install mara-pipelines
```

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

GitHub (👨‍💻 18 · 🔀 75 · 📋 30 - 73% open · ⏱️ 28.12.2021):
```
it clone https://github.com/nerevu/riko
```
PyPi (📥 83 / month · 📦 1 · ⏱️ 28.12.2021):
```
ip install riko
```

kale (🥉17 · ⭐ 560 · 💤) - Kubeflows superfood for Data Scientists. Apache-2 jupyter

GitHub (👨‍💻 10 · 🔀 110 · 📋 160 - 53% open · ⏱️ 20.10.2021):
```
it clone https://github.com/kubeflow-kale/kale
```
PyPi (📥 1K / month · ⏱️ 19.05.2021):
```
ip install kubeflow-kale
```

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

GitHub (👨‍💻 6 · 🔀 12 · 📋 12 - 25% open · ⏱️ 17.02.2022):
```
it clone https://github.com/olirice/flupy
```
PyPi (📥 71K / month · 📦 1 · ⏱️ 15.10.2021):
```
ip install flupy
```

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

GitHub (👨‍💻 10 · 🔀 11 · 📋 26 - 42% open · ⏱️ 05.07.2022):
```
it clone https://github.com/rasgointelligence/RasgoQL
```
PyPi (📥 290 / month · ⏱️ 05.07.2022):
```
ip install rasgoql
```

Show 8 hidden projects...

mrjob (🥈32 · ⭐ 2.6K · 💀) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
faust (🥈30 · ⭐ 6.3K · 💀) - Python Stream Processing. BSD-3
bonobo (🥉24 · ⭐ 1.5K · 💀) - Extract Transform Load for Python 3.5+. Apache-2
dpark (🥉22 · ⭐ 2.7K · 💀) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark
pysparkling (🥉22 · ⭐ 250 · 💀) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT
mrq (🥉21 · ⭐ 870 · 💀) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
Botflow (🥉15 · ⭐ 1.2K · 💀) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
datajob (🥉12 · ⭐ 95) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2

File Formats

XlsxWriter (🥇36 · ⭐ 3K) - A Python module for creating Excel XLSX files. BSD-2

GitHub (👨‍💻 47 · 🔀 580 · 📦 49K · 📋 800 - 2% open · ⏱️ 17.08.2022):
```
it clone https://github.com/jmcnamara/XlsxWriter
```
PyPi (📥 10M / month · 📦 3.7K · ⏱️ 27.02.2022):
```
ip install xlsxwriter
```
Conda (📥 2M · ⏱️ 27.02.2022):
```
onda install -c conda-forge xlsxwriter
```

PyYAML (🥇36 · ⭐ 1.9K) - Canonical source repository for PyYAML. MIT

GitHub (👨‍💻 39 · 🔀 410 · 📦 530K · 📋 500 - 48% open · ⏱️ 12.07.2022):
```
it clone https://github.com/yaml/pyyaml
```
PyPi (📥 160M / month · 📦 71K · ⏱️ 13.10.2021):
```
ip install pyyaml
```
Conda (📥 23M · ⏱️ 27.07.2022):
```
onda install -c conda-forge pyyaml
```

jmespath (🥉34 · ⭐ 1.7K) - JMESPath is a query language for JSON. MIT

GitHub (👨‍💻 29 · 🔀 160 · 📋 120 - 36% open · ⏱️ 17.06.2022):
```
it clone https://github.com/jmespath/jmespath.py
```
PyPi (📥 100M / month · 📦 6.8K · ⏱️ 17.06.2022):
```
ip install jmespath
```
Conda (📥 11M · ⏱️ 18.06.2022):
```
onda install -c conda-forge jmespath
```

Code Inspection

deepdiff (🥇33 · ⭐ 1.4K · 📉) - Deep Difference and search of any Python object/data. MIT

GitHub (👨‍💻 64 · 🔀 180 · 📋 220 - 24% open · ⏱️ 14.08.2022):
```
it clone https://github.com/seperman/deepdiff
```
PyPi (📥 6.4M / month · 📦 640 · ⏱️ 10.04.2022):
```
ip install deepdiff
```
Conda (📥 140K · ⏱️ 13.05.2022):
```
onda install -c conda-forge deepdiff
```

typing_inspect (🥉26 · ⭐ 270 · 📈) - Runtime inspection utilities for Python typing module. MIT

GitHub (👨‍💻 16 · 🔀 23 · 📋 48 - 33% open · ⏱️ 17.08.2022):
```
it clone https://github.com/ilevkivskyi/typing_inspect
```
PyPi (📥 23M / month · 📦 220 · ⏱️ 07.06.2021):
```
ip install typing_inspect
```

Conda (📥 1M · ⏱️ 09.06.2021):

onda install -c conda-forge typing_inspect

Show 2 hidden projects...

importlib-resources (🥈31 · ⭐ 28) - Read resources from Python packages. Apache-2
entrypoints (🥉24 · ⭐ 69) - Discover and load entry points from installed packages. MIT

General Utilities

attrs (🥇41 · ⭐ 4.4K) - Python Classes Without Boilerplate. MIT

GitHub (👨‍💻 130 · 🔀 310 · 📦 450K · 📋 580 - 18% open · ⏱️ 18.08.2022):
```
it clone https://github.com/python-attrs/attrs
```
PyPi (📥 120M / month · 📦 17K · ⏱️ 29.12.2021):
```
ip install attrs
```
Conda (📥 19M · ⏱️ 31.07.2022):
```
onda install -c conda-forge attrs
```

toolz (🥇36 · ⭐ 4K) - A functional standard library for Python. BSD-3

GitHub (👨‍💻 72 · 🔀 240 · 📦 66K · 📋 240 - 42% open · ⏱️ 16.07.2022):
```
it clone https://github.com/pytoolz/toolz
```
PyPi (📥 15M / month · 📦 3.3K · ⏱️ 06.11.2021):
```
ip install toolz
```
Conda (📥 8M · ⏱️ 10.07.2022):
```
onda install -c conda-forge toolz
```

more-itertools (🥇36 · ⭐ 2.7K) - More routines for operating on iterables, beyond itertools. MIT

GitHub (👨‍💻 89 · 🔀 210 · 📥 2.5K · 📋 220 - 6% open · ⏱️ 10.08.2022):
```
it clone https://github.com/more-itertools/more-itertools
```
PyPi (📥 15M / month · 📦 8.4K · ⏱️ 06.05.2022):
```
ip install more-itertools
```

Conda (📥 9.4M · ⏱️ 09.08.2022):

onda install -c conda-forge more-itertools

python-dependency-injector (🥈33 · ⭐ 2.3K) - Dependency injection framework for Python. BSD-3

GitHub (👨‍💻 24 · 🔀 160 · 📦 1.1K · 📋 430 - 21% open · ⏱️ 04.08.2022):
```
it clone https://github.com/ets-labs/python-dependency-injector
```
PyPi (📥 610K / month · 📦 61 · ⏱️ 30.03.2022):
```
ip install dependency-injector
```

Conda (📥 8.5K · ⏱️ 16.08.2022):

onda install -c conda-forge dependency_injector

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

GitHub (👨‍💻 75 · 🔀 320 · 📥 23 · 📦 2.5K · 📋 160 - 40% open · ⏱️ 29.04.2022):
```
it clone https://github.com/mahmoud/boltons
```
PyPi (📥 2M / month · 📦 400 · ⏱️ 17.05.2021):
```
ip install boltons
```
Conda (📥 660K · ⏱️ 27.05.2021):
```
onda install -c conda-forge boltons
```

returns (🥈31 · ⭐ 2.4K · 📉) - Make your functions return something meaningful, typed, and safe!. BSD-2

GitHub (👨‍💻 39 · 🔀 89 · 📦 190 · 📋 390 - 15% open · ⏱️ 16.08.2022):
```
it clone https://github.com/dry-python/returns
```
PyPi (📥 55K / month · 📦 31 · ⏱️ 13.03.2022):
```
ip install returns
```
Conda (📥 2.4K · ⏱️ 13.03.2022):
```
onda install -c conda-forge returns
```

tenacity (🥉29 · ⭐ 4K) - Retrying library for Python. Apache-2

GitHub (👨‍💻 71 · 🔀 200 · 📋 200 - 34% open · ⏱️ 30.05.2022):
```
it clone https://github.com/jd/tenacity
```
PyPi (📥 22M / month · 📦 740 · ⏱️ 12.07.2021):
```
ip install tenacity
```
Conda (📥 2.8M · ⏱️ 12.07.2021):
```
onda install -c conda-forge tenacity
```

funcy (🥉29 · ⭐ 2.8K) - A fancy and practical functional tools. BSD-3

GitHub (👨‍💻 31 · 🔀 130 · 📦 5.5K · 📋 70 - 8% open · ⏱️ 15.07.2022):
```
it clone https://github.com/Suor/funcy
```
PyPi (📥 970K / month · 📦 580 · ⏱️ 20.12.2021):
```
ip install funcy
```
Conda (📥 220K · ⏱️ 21.12.2021):
```
onda install -c conda-forge funcy
```

natsort (🥉28 · ⭐ 680 · 💤) - Simple yet flexible natural sorting in Python. MIT

GitHub (👨‍💻 19 · 🔀 38 · 📦 13K · 📋 78 - 3% open · ⏱️ 31.01.2022):
```
it clone https://github.com/SethMMorton/natsort
```
PyPi (📥 3.3M / month · 📦 950 · ⏱️ 31.01.2022):
```
ip install natsort
```
Conda (📥 830K · ⏱️ 31.01.2022):
```
onda install -c conda-forge natsort
```

ubelt (🥉27 · ⭐ 620) - A Python utility library with a stdlib like feel and extra batteries... Apache-2

GitHub (👨‍💻 4 · 🔀 43 · 📦 1.6K · 📋 10 - 30% open · ⏱️ 16.08.2022):
```
it clone https://github.com/Erotemic/ubelt
```
PyPi (📥 34K / month · 📦 52 · ⏱️ 01.07.2022):
```
ip install ubelt
```
Conda (📥 15K · ⏱️ 06.08.2022):
```
onda install -c conda-forge ubelt
```

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

GitHub (👨‍💻 10 · 🔀 130 · 📦 260 · 📋 38 - 60% open · ⏱️ 29.03.2022):
```
it clone https://github.com/santinic/pampy
```
PyPi (📥 48K / month · 📦 31 · ⏱️ 07.11.2019):
```
ip install pampy
```

Show 4 hidden projects...

retrying (🥉27 · ⭐ 1.8K · 💀) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
ratelimit (🥉24 · ⭐ 530 · 💀) - API Rate Limit Decorator. MIT
CommonRegex (🥉22 · ⭐ 1.5K · 💀) - A collection of common regular expressions bundled with an easy.. MIT
pinject (🥉22 · ⭐ 1.3K · 💀) - A pythonic dependency injection library. Apache-2

Python Implementations

cpython (🥇40 · ⭐ 47K) - The Python programming language. MIT

GitHub (👨‍💻 2.1K · 🔀 24K · 📋 62K - 13% open · ⏱️ 18.08.2022):
```
it clone https://github.com/python/cpython
```
PyPi (📥 35K / month · ⏱️ 22.07.2020):
```
ip install cpython
```
Conda (📥 1.3M · ⏱️ 01.05.2021):
```
onda install -c conda-forge typing
```
npm (📦 1 · ⏱️ 03.08.2017):
```
pm install @buckpkg/python
```

micropython (🥈34 · ⭐ 15K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0

GitHub (👨‍💻 510 · 🔀 5.6K · 📥 45K · 📋 4.7K - 30% open · ⏱️ 18.08.2022):
```
it clone https://github.com/micropython/micropython
```
PyPi (📦 14 · ⏱️ 10.10.2016):
```
ip install micropython-_markupbase
```

pyston (🥈26 · ⭐ 2.2K) - A faster and highly-compatible implementation of the Python.. Apache-2

GitHub (👨‍💻 1K · 🔀 72 · 📥 11K · 📋 77 - 44% open · ⏱️ 18.08.2022):
```
it clone https://github.com/pyston/pyston
```

Show 3 hidden projects...

grumpy (🥉21 · ⭐ 10K · 💀) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2
stackless (🥉18 · ⭐ 840 · 💤) - The Stackless Python programming language. ❗Unlicensed
cl-python (🥉11 · ⭐ 330) - An implementation of Python in Common Lisp. ❗Unlicensed

Others

Pygments (🥇42 · ⭐ 1K) - Pygments is a generic syntax highlighter written in Python. BSD-2

GitHub (👨‍💻 730 · 🔀 440 · 📦 350K · 📋 1.7K - 22% open · ⏱️ 18.08.2022):
```
it clone https://github.com/pygments/pygments
```
PyPi (📥 36M / month · 📦 36K · ⏱️ 24.04.2022):
```
ip install pygments
```
Conda (📥 14M · ⏱️ 16.08.2022):
```
onda install -c conda-forge pygments
```

cookiecutter (🥇41 · ⭐ 18K) - A cross-platform command-line utility that creates projects from.. BSD-3

GitHub (👨‍💻 280 · 🔀 1.7K · 📦 14K · 📋 780 - 28% open · ⏱️ 01.08.2022):
```
it clone https://github.com/cookiecutter/cookiecutter
```
PyPi (📥 2M / month · 📦 1.5K · ⏱️ 01.06.2022):
```
ip install cookiecutter
```

Conda (📥 380K · ⏱️ 01.06.2022):

onda install -c conda-forge cookiecutter

pycparser (🥇36 · ⭐ 2.6K · 💤) - Complete C99 parser in pure Python. BSD-3

GitHub (👨‍💻 76 · 🔀 530 · 📦 380K · 📋 300 - 5% open · ⏱️ 25.01.2022):
```
it clone https://github.com/eliben/pycparser
```
PyPi (📥 81M / month · 📦 17K · ⏱️ 06.11.2021):
```
ip install pycparser
```
Conda (📥 20M · ⏱️ 07.11.2021):
```
onda install -c conda-forge pycparser
```

pyparsing (🥇36 · ⭐ 1.6K) - Python library for creating PEG parsers. MIT

GitHub (👨‍💻 50 · 🔀 220 · 📥 7.1K · 📋 270 - 10% open · ⏱️ 19.07.2022):
```
it clone https://github.com/pyparsing/pyparsing
```
PyPi (📥 120M / month · 📦 31K · ⏱️ 10.05.2022):
```
ip install pyparsing
```
Conda (📥 25M · ⏱️ 14.07.2022):
```
onda install -c conda-forge pyparsing
```

wrapt (🥈33 · ⭐ 1.7K) - A Python module for decorators, wrappers and monkey patching. BSD-2

GitHub (👨‍💻 25 · 🔀 210 · 📋 150 - 20% open · ⏱️ 02.05.2022):
```
it clone https://github.com/GrahamDumpleton/wrapt
```
PyPi (📥 63M / month · 📦 12K · ⏱️ 02.05.2022):
```
ip install wrapt
```
Conda (📥 7.5M · ⏱️ 02.05.2022):
```
onda install -c conda-forge wrapt
```

py4j (🥈33 · ⭐ 990) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3

GitHub (👨‍💻 37 · 🔀 180 · 📦 12K · 📋 400 - 32% open · ⏱️ 16.08.2022):
```
it clone https://github.com/bartdag/py4j
```
PyPi (📥 29M / month · 📦 670 · ⏱️ 18.03.2022):
```
ip install py4j
```
Conda (📥 1.8M · ⏱️ 13.08.2022):
```
onda install -c conda-forge py4j
```

fastcore (🥈33 · ⭐ 770) - Python supercharged for the fastai library. Apache-2

GitHub (👨‍💻 50 · 🔀 220 · 📦 1.9K · 📋 290 - 3% open · ⏱️ 18.08.2022):
```
it clone https://github.com/fastai/fastcore
```
PyPi (📥 680K / month · 📦 170 · ⏱️ 17.06.2022):
```
ip install fastcore
```
Conda (📥 11K · ⏱️ 18.08.2022):
```
onda install -c conda-forge fastcore
```

decorator (🥈33 · ⭐ 710) - Decorators for Humans. BSD-2

GitHub (👨‍💻 26 · 🔀 90 · 📦 330K · 📋 95 - 4% open · ⏱️ 22.06.2022):
```
it clone https://github.com/micheles/decorator
```
PyPi (📥 50M / month · 📦 24K · ⏱️ 07.01.2022):
```
ip install decorator
```
Conda (📥 14M · ⏱️ 07.01.2022):
```
onda install -c conda-forge decorator
```

keyboard (🥈31 · ⭐ 3K) - Hook and simulate global keyboard events on Windows and Linux. MIT

GitHub (👨‍💻 40 · 🔀 360 · 📦 7.3K · 📋 510 - 64% open · ⏱️ 20.07.2022):
```
it clone https://github.com/boppreh/keyboard
```
PyPi (📥 190K / month · 📦 330 · ⏱️ 23.03.2020):
```
ip install keyboard
```
Conda (📥 7.1K · ⏱️ 08.11.2021):
```
onda install -c conda-forge keyboard
```

diagrams (🥉30 · ⭐ 26K) - Diagram as Code for prototyping cloud system architectures. MIT

GitHub (👨‍💻 110 · 🔀 1.5K · 📋 450 - 65% open · ⏱️ 10.08.2022):
```
it clone https://github.com/mingrammer/diagrams
```
PyPi (📥 85K / month · 📦 23 · ⏱️ 09.02.2022):
```
ip install diagrams
```
Conda (📥 120K · ⏱️ 23.01.2022):
```
onda install -c conda-forge diagrams
```

pyscaffold (🥉30 · ⭐ 1.6K) - Python project template generator with batteries included. MIT

GitHub (👨‍💻 53 · 🔀 170 · 📋 280 - 7% open · ⏱️ 08.08.2022):
```
it clone https://github.com/pyscaffold/pyscaffold
```
PyPi (📥 170K / month · 📦 57 · ⏱️ 17.06.2022):
```
ip install pyscaffold
```
Conda (📥 140K · ⏱️ 20.07.2022):
```
onda install -c conda-forge pyscaffold
```

pluggy (🥉30 · ⭐ 820) - A minimalist production ready plugin system. MIT

GitHub (👨‍💻 44 · 🔀 110 · 📋 150 - 26% open · ⏱️ 11.05.2022):
```
it clone https://github.com/pytest-dev/pluggy
```
PyPi (📥 45M / month · 📦 10K · ⏱️ 25.08.2021):
```
ip install pluggy
```
Conda (📥 12M · ⏱️ 01.04.2022):
```
onda install -c conda-forge pluggy
```

powerline-shell (🥉27 · ⭐ 5.9K) - A beautiful and useful prompt for your shell. MIT

GitHub (👨‍💻 86 · 🔀 730 · 📦 84 · 📋 290 - 42% open · ⏱️ 16.03.2022):
```
it clone https://github.com/b-ryan/powerline-shell
```
PyPi (📥 1.8K / month · 📦 4 · ⏱️ 16.09.2018):
```
ip install powerline-shell
```

pyscreenshot (🥉27 · ⭐ 440) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2

GitHub (👨‍💻 24 · 🔀 83 · 📦 1.6K · 📋 66 - 7% open · ⏱️ 12.06.2022):
```
it clone https://github.com/ponty/pyscreenshot
```
PyPi (📥 90K / month · 📦 240 · ⏱️ 18.04.2021):
```
ip install pyscreenshot
```

Send2Trash (🥉27 · ⭐ 210) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3

GitHub (👨‍💻 13 · 🔀 31 · 📋 47 - 40% open · ⏱️ 27.07.2022):
```
it clone https://github.com/arsenetar/send2trash
```
PyPi (📥 10M / month · 📦 2.7K · ⏱️ 21.08.2021):
```
ip install send2trash
```
Conda (📥 5.7M · ⏱️ 09.08.2021):
```
onda install -c conda-forge send2trash
```

Copier (🥉26 · ⭐ 660) - Library and command-line utility for rendering projects templates. MIT

GitHub (👨‍💻 40 · 🔀 81 · 📦 100 · 📋 270 - 13% open · ⏱️ 17.08.2022):
```
it clone https://github.com/copier-org/copier
```
PyPi (📥 15K / month · 📦 8 · ⏱️ 13.06.2022):
```
ip install copier
```

catalogue (🥉26 · ⭐ 130) - Super lightweight function registries for your library. MIT

GitHub (👨‍💻 9 · 🔀 18 · 📦 17K · 📋 9 - 44% open · ⏱️ 26.07.2022):
```
it clone https://github.com/explosion/catalogue
```
PyPi (📥 3.4M / month · 📦 55 · ⏱️ 06.07.2022):
```
ip install catalogue
```
Conda (📥 760K · ⏱️ 08.04.2022):
```
onda install -c conda-forge catalogue
```

python-mss (🥉23 · ⭐ 750) - An ultra fast cross-platform multiple screenshots module in pure.. MIT

GitHub (👨‍💻 18 · 🔀 71 · 📋 120 - 29% open · ⏱️ 09.08.2022):
```
it clone https://github.com/BoboTiG/python-mss
```
PyPi (📥 280K / month · 📦 210 · ⏱️ 31.10.2020):
```
ip install mss
```
Conda (📥 17K · ⏱️ 31.10.2020):
```
onda install -c conda-forge python-mss
```

Show 3 hidden projects...

openpyxl (🥉25 · ⭐ 45) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
pluginbase (🥉24 · ⭐ 1K · 💀) - A simple but flexible plugin system for Python. BSD-3
macropy (🥉22 · ⭐ 3.2K · 💀) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT

Related Resources

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

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Metadata

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

File Formats

Code Inspection

General Utilities

Python Implementations

Others

Related Resources

Contribution

License

← Metadata

Owner

Metadata

best-of-python best-of-python copied to clipboard

Metadata

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

File Formats

Code Inspection

General Utilities

Python Implementations

Others

Related Resources

Contribution

License

← Metadata

Owner

Metadata

best-of-python
best-of-python copied to clipboard