Best-of Python

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

This curated list contains 340 awesome open-source projects with a total of 1.2M stars grouped into 27 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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Contents

• Data Serialization 16 projects
• Data Containers & Dataframes 30 projects
• Data Structures 15 projects
• Data Validation 14 projects
• Algorithms & Design Patterns 4 projects
• Date & Time Utilities 9 projects
• File & Path Utilities 10 projects
• Compatiblity 7 projects
• Cryptography 7 projects
• Infrastructure & DevOps 18 projects
• Process Utilities 4 projects
• Asynchronous Programming 7 projects
• Configuration 8 projects
• CLI Development 19 projects
• Development Tools 1 projects
• Data Caching 6 projects
• GUI Development 10 projects
• Computer & Machine Vision 1 projects
• Machine Learning & Data Engineering 1 projects
• Text Data 11 projects
• Web Development 1 projects
• Database Clients 64 projects
• Data Loading & Extraction 28 projects
• File Formats 3 projects
• Code Inspection 4 projects
• General Utilities 15 projects
• Python Implementations 6 projects
• Others 21 projects

Explanation

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

Data Serialization

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

• GitHub (👨‍💻 960 · 🔀 14K · 📥 36M · 📦 220K · 📋 5.1K - 19% open · ⏱️ 19.05.2022):

   git clone https://github.com/protocolbuffers/protobuf
  

• PyPi (📥 83M / month · 📦 14K · ⏱️ 11.05.2022):

   pip install protobuf
  

• Conda (📥 8.3M · ⏱️ 10.05.2022):

   conda install -c conda-forge protobuf
  

• npm (📥 4.1M / month · 📦 2.6K · ⏱️ 21.04.2022):

   npm install google-protobuf
  

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

• GitHub (👨‍💻 560 · 🔀 2.8K · 📥 56K · 📦 2.2K · 📋 1.9K - 7% open · ⏱️ 13.05.2022):

   git clone https://github.com/google/flatbuffers
  

• PyPi (📥 8M / month · 📦 210 · ⏱️ 10.05.2021):

   pip install flatbuffers
  

• Conda (📥 350K · ⏱️ 04.03.2022):

   conda install -c conda-forge flatbuffers
  

• npm (📥 290K / month · 📦 220 · ⏱️ 25.02.2022):

   npm install flatbuffers
  

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

• GitHub (👨‍💻 200 · 🔀 600 · 📦 47K · 📋 1.1K - 12% open · ⏱️ 27.04.2022):

   git clone https://github.com/marshmallow-code/marshmallow
  

• PyPi (📥 16M / month · 📦 10K · ⏱️ 12.03.2022):

   pip install marshmallow
  

• Conda (📥 1M · ⏱️ 16.03.2022):

   conda install -c conda-forge marshmallow
  

ultrajson (🥈36 · ⭐ 3.7K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3

• GitHub (👨‍💻 80 · 🔀 350 · 📋 330 - 11% open · ⏱️ 18.05.2022):

   git clone https://github.com/ultrajson/ultrajson
  

• PyPi (📥 13M / month · 📦 4.2K · ⏱️ 18.05.2022):

   pip install ujson
  

• Conda (📥 1.9M · ⏱️ 07.04.2022):

   conda install -c conda-forge ujson
  

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

• GitHub (👨‍💻 38 · 🔀 310 · 📥 5.9K · 📦 83K · 📋 190 - 9% open · ⏱️ 22.04.2022):

   git clone https://github.com/simplejson/simplejson
  

• PyPi (📥 18M / month · 📦 21K · ⏱️ 16.11.2021):

   pip install simplejson
  

• Conda (📥 1.7M · ⏱️ 03.04.2022):

   conda install -c conda-forge simplejson
  

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

• GitHub (👨‍💻 63 · 🔀 150 · 📋 260 - 22% open · ⏱️ 16.05.2022):

   git clone https://github.com/jsonpickle/jsonpickle
  

• PyPi (📥 10M / month · 📦 2.3K · ⏱️ 11.05.2022):

   pip install jsonpickle
  

• Conda (📥 860K · ⏱️ 11.05.2022):

   conda install -c conda-forge jsonpickle
  

dill (🥈33 · ⭐ 1.7K · 📈) - serialize all of python. BSD-3

• GitHub (👨‍💻 33 · 🔀 140 · 📥 260K · 📦 50K · 📋 400 - 37% open · ⏱️ 17.05.2022):

   git clone https://github.com/uqfoundation/dill
  

• PyPi (📥 16M / month · 📦 3.3K · ⏱️ 13.06.2021):

   pip install dill
  

• Conda (📥 1.9M · ⏱️ 12.11.2021):

   conda install -c conda-forge dill
  

orjson (🥉32 · ⭐ 3.3K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2

• GitHub (👨‍💻 14 · 🔀 110 · 📦 14K · 📋 210 - 4% open · ⏱️ 15.04.2022):

   git clone https://github.com/ijl/orjson
  

• PyPi (📥 4.8M / month · 📦 470 · ⏱️ 15.04.2022):

   pip install orjson
  

• Conda (📥 340K · ⏱️ 16.04.2022):

   conda install -c conda-forge orjson
  

msgpack (🥉32 · ⭐ 1.6K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2

• GitHub (👨‍💻 72 · 🔀 200 · 📥 890 · 📋 250 - 3% open · ⏱️ 02.05.2022):

   git clone https://github.com/msgpack/msgpack-python
  

• PyPi (📥 20M / month · 📦 1.9K · ⏱️ 24.11.2021):

   pip install msgpack
  

• Conda (📥 6.7M · ⏱️ 31.03.2022):

   conda install -c conda-forge msgpack-python
  

cloudpickle (🥉31 · ⭐ 1.2K) - Extended pickling support for Python objects. BSD-3

• GitHub (👨‍💻 49 · 🔀 130 · 📥 19 · 📦 53K · 📋 220 - 33% open · ⏱️ 21.03.2022):

   git clone https://github.com/cloudpipe/cloudpickle
  

• PyPi (📥 24M / month · 📦 2.5K · ⏱️ 10.09.2021):

   pip install cloudpickle
  

• Conda (📥 7.5M · ⏱️ 10.09.2021):

   conda install -c conda-forge cloudpickle
  

srsly (🥉30 · ⭐ 260) - Modern high-performance serialization utilities for Python (JSON,.. MIT

• GitHub (👨‍💻 11 · 🔀 25 · 📦 18K · ⏱️ 12.04.2022):

   git clone https://github.com/explosion/srsly
  

• PyPi (📥 5M / month · 📦 260 · ⏱️ 13.04.2022):

   pip install srsly
  

• Conda (📥 810K · ⏱️ 14.04.2022):

   conda install -c conda-forge srsly
  

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

• GitHub (👨‍💻 18 · 🔀 40 · 📦 2.4K · 📋 99 - 10% open · ⏱️ 19.02.2022):

   git clone https://github.com/python-rapidjson/python-rapidjson
  

• PyPi (📥 830K / month · 📦 240 · ⏱️ 19.02.2022):

   pip install python-rapidjson
  

• Conda (📥 960K · ⏱️ 19.02.2022):

   conda install -c conda-forge python-rapidjson
  

hickle (🥉25 · ⭐ 420) - a HDF5-based python pickle replacement. MIT

• GitHub (👨‍💻 22 · 🔀 65 · 📦 370 · 📋 98 - 7% open · ⏱️ 19.12.2021):

   git clone https://github.com/telegraphic/hickle
  

• PyPi (📥 3.6K / month · 📦 83 · ⏱️ 17.12.2021):

   pip install hickle
  

• Conda (📥 18K · ⏱️ 11.07.2019):

   conda install -c conda-forge hickle
  

pysimdjson (🥉24 · ⭐ 530) - Python bindings for the simdjson project. MIT

• GitHub (👨‍💻 13 · 🔀 40 · 📦 280 · 📋 74 - 16% open · ⏱️ 24.04.2022):

   git clone https://github.com/TkTech/pysimdjson
  

• PyPi (📥 150K / month · 📦 15 · ⏱️ 06.12.2021):

   pip install pysimdjson
  

• Conda (📥 21K · ⏱️ 09.04.2022):

   conda install -c conda-forge pysimdjson
  

rtoml (🥉22 · ⭐ 150) - A better TOML library for python implemented in rust. MIT

• GitHub (👨‍💻 12 · 🔀 21 · 📦 59 · 📋 11 - 45% open · ⏱️ 11.05.2022):

   git clone https://github.com/samuelcolvin/rtoml
  

• PyPi (📥 19K / month · 📦 14 · ⏱️ 11.05.2022):

   pip install rtoml
  

Show 1 hidden projects...

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

Data Containers & Dataframes

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

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

• GitHub (👨‍💻 3K · 🔀 14K · 📥 150K · 📦 720K · 📋 23K - 15% open · ⏱️ 19.05.2022):

   git clone https://github.com/pandas-dev/pandas
  

• PyPi (📥 88M / month · 📦 60K · ⏱️ 02.04.2022):

   pip install pandas
  

• Conda (📥 25M · ⏱️ 10.04.2022):

   conda install -c conda-forge pandas
  

numpy (🥇50 · ⭐ 20K) - The fundamental package for scientific computing with Python. BSD-3

• GitHub (👨‍💻 1.4K · 🔀 6.9K · 📥 510K · 📦 1.1M · 📋 11K - 21% open · ⏱️ 18.05.2022):

   git clone https://github.com/numpy/numpy
  

• PyPi (📥 110M / month · 📦 120K · ⏱️ 12.04.2022):

   pip install numpy
  

• Conda (📥 33M · ⏱️ 27.04.2022):

   conda install -c conda-forge numpy
  

h5py (🥇40 · ⭐ 1.7K · 📈) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3

• GitHub (👨‍💻 180 · 🔀 460 · 📥 1.9K · 📦 160K · 📋 1.3K - 17% open · ⏱️ 17.05.2022):

   git clone https://github.com/h5py/h5py
  

• PyPi (📥 13M / month · 📦 14K · ⏱️ 16.11.2021):

   pip install h5py
  

• Conda (📥 7.7M · ⏱️ 26.11.2021):

   conda install -c conda-forge h5py
  

xarray (🥈38 · ⭐ 2.5K) - N-D labeled arrays and datasets in Python. Apache-2

• GitHub (👨‍💻 380 · 🔀 780 · 📦 10K · 📋 3.4K - 28% open · ⏱️ 18.05.2022):

   git clone https://github.com/pydata/xarray
  

• PyPi (📥 1.3M / month · 📦 1.4K · ⏱️ 02.03.2022):

   pip install xarray
  

• Conda (📥 5.1M · ⏱️ 02.03.2022):

   conda install -c conda-forge xarray
  

PyTables (🥈35 · ⭐ 1.1K) - A Python package to manage extremely large amounts of data. BSD-3

• GitHub (👨‍💻 110 · 🔀 220 · 📥 170 · 📋 680 - 26% open · ⏱️ 19.04.2022):

   git clone https://github.com/PyTables/PyTables
  

• PyPi (📥 870K / month · 📦 2.3K · ⏱️ 28.12.2021):

   pip install tables
  

• Conda (📥 4.1M · ⏱️ 25.01.2022):

   conda install -c conda-forge pytables
  

Modin (🥈34 · ⭐ 7.4K) - Modin: Speed up your Pandas workflows by changing a single line of.. Apache-2

• GitHub (👨‍💻 90 · 🔀 510 · 📥 200K · 📦 650 · 📋 2.7K - 33% open · ⏱️ 16.05.2022):

   git clone https://github.com/modin-project/modin
  

• PyPi (📥 210K / month · 📦 26 · ⏱️ 04.05.2022):

   pip install modin
  

• Conda (📥 74K · ⏱️ 09.05.2022):

   conda install -c conda-forge modin-core
  

Bottleneck (🥈34 · ⭐ 740) - Fast NumPy array functions written in C. BSD-2

• GitHub (👨‍💻 25 · 🔀 84 · 📦 33K · 📋 230 - 18% open · ⏱️ 02.03.2022):

   git clone https://github.com/pydata/bottleneck
  

• PyPi (📥 510K / month · 📦 1.6K · ⏱️ 22.02.2022):

   pip install Bottleneck
  

• Conda (📥 2.2M · ⏱️ 10.04.2022):

   conda install -c conda-forge bottleneck
  

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

• GitHub (👨‍💻 61 · 🔀 170 · 📋 320 - 19% open · ⏱️ 14.04.2022):

   git clone https://github.com/pydata/numexpr
  

• PyPi (📥 2.4M / month · 📦 3K · ⏱️ 15.12.2021):

   pip install numexpr
  

• Conda (📥 4.1M · ⏱️ 11.04.2022):

   conda install -c conda-forge numexpr
  

polars (🥈32 · ⭐ 5.8K) - Fast multi-threaded DataFrame library in Rust | Python | Node.js. MIT

• GitHub (👨‍💻 85 · 🔀 330 · 📦 3 · 📋 1.3K - 10% open · ⏱️ 19.05.2022):

   git clone https://github.com/pola-rs/polars
  

• PyPi (📥 49K / month · 📦 22 · ⏱️ 18.05.2022):

   pip install polars
  

Koalas (🥈31 · ⭐ 3.1K · 💤) - Koalas: pandas API on Apache Spark. Apache-2 spark

• GitHub (👨‍💻 51 · 🔀 330 · 📥 1K · 📦 210 · 📋 590 - 17% open · ⏱️ 21.10.2021):

   git clone https://github.com/databricks/koalas
  

• PyPi (📥 1.4M / month · 📦 13 · ⏱️ 19.10.2021):

   pip install koalas
  

• Conda (📥 130K · ⏱️ 20.10.2021):

   conda install -c conda-forge koalas
  

zarr (🥈31 · ⭐ 920) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT

• GitHub (👨‍💻 62 · 🔀 160 · 📦 1.2K · 📋 500 - 41% open · ⏱️ 17.05.2022):

   git clone https://github.com/zarr-developers/zarr-python
  

• PyPi (📥 95K / month · 📦 230 · ⏱️ 10.05.2022):

   pip install zarr
  

• Conda (📥 1.4M · ⏱️ 06.04.2022):

   conda install -c conda-forge zarr
  

Vaex (🥉30 · ⭐ 7.1K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT

• GitHub (👨‍💻 64 · 🔀 540 · 📥 240 · 📋 1.1K - 36% open · ⏱️ 29.04.2022):

   git clone https://github.com/vaexio/vaex
  

• PyPi (📥 41K / month · 📦 17 · ⏱️ 12.04.2022):

   pip install vaex
  

• Conda (📥 120K · ⏱️ 12.04.2022):

   conda install -c conda-forge vaex
  

datasketch (🥉30 · ⭐ 1.7K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT

• GitHub (👨‍💻 21 · 🔀 240 · 📥 19 · 📦 390 · 📋 140 - 24% open · ⏱️ 04.02.2022):

   git clone https://github.com/ekzhu/datasketch
  

• PyPi (📥 520K / month · 📦 54 · ⏱️ 04.02.2022):

   pip install datasketch
  

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

• GitHub (👨‍💻 33 · 🔀 130 · 📥 1.7K · 📋 1.4K - 10% open · ⏱️ 17.05.2022):

   git clone https://github.com/h2oai/datatable
  

• PyPi (📥 100K / month · 📦 12 · ⏱️ 01.07.2021):

   pip install datatable
  

• Conda (📥 13K · ⏱️ 23.12.2020):

   conda install -c conda-forge datatable
  

pandera (🥉29 · ⭐ 1.4K) - A light-weight, flexible, and expressive data validation library for.. MIT

• GitHub (👨‍💻 54 · 🔀 100 · 📦 230 · 📋 400 - 24% open · ⏱️ 30.04.2022):

   git clone https://github.com/pandera-dev/pandera
  

• PyPi (📥 430K / month · 📦 23 · ⏱️ 01.05.2022):

   pip install pandera
  

• Conda (📥 6.8K · ⏱️ 04.04.2022):

   conda install -c conda-forge pandera-core
  

TinyDB (🥉28 · ⭐ 5.1K · 📉) - TinyDB is a lightweight document oriented database optimized for your.. MIT

• GitHub (👨‍💻 76 · 🔀 440 · 📋 280 - 2% open · ⏱️ 19.02.2022):

   git clone https://github.com/msiemens/tinydb
  

• PyPi (📥 340K / month · 📦 790 · ⏱️ 19.02.2022):

   pip install tinydb
  

• Conda (📥 170K · ⏱️ 19.02.2022):

   conda install -c conda-forge tinydb
  

docarray (🥉28 · ⭐ 680 · 🐣) - The data structure for unstructured data. Apache-2

• GitHub (👨‍💻 26 · 🔀 58 · 📦 51 · 📋 83 - 24% open · ⏱️ 19.05.2022):

   git clone https://github.com/jina-ai/docarray
  

• PyPi (📥 71K / month · 📦 1 · ⏱️ 19.05.2022):

   pip install docarray
  

• Conda (📥 4.5K · ⏱️ 18.05.2022):

   conda install -c conda-forge docarray
  

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

• GitHub (👨‍💻 15 · 🔀 93 · 📦 580 · 📋 110 - 21% open · ⏱️ 13.04.2022):

   git clone https://github.com/jmcarpenter2/swifter
  

• PyPi (📥 170K / month · 📦 28 · ⏱️ 13.04.2022):

   pip install swifter
  

• Conda (📥 130K · ⏱️ 13.04.2022):

   conda install -c conda-forge swifter
  

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

• GitHub (👨‍💻 19 · 🔀 140 · 📋 160 - 47% open · ⏱️ 15.03.2022):

   git clone https://github.com/nalepae/pandarallel
  

• PyPi (📥 340K / month · 📦 20 · ⏱️ 15.03.2022):

   pip install pandarallel
  

• Conda (📥 4K · ⏱️ 09.04.2022):

   conda install -c conda-forge pandarallel
  

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

• GitHub (👨‍💻 20 · 🔀 26 · 📦 11 · 📋 400 - 9% open · ⏱️ 13.05.2022):

   git clone https://github.com/InvestmentSystems/static-frame
  

• PyPi (📥 1.3K / month · 📦 2 · ⏱️ 08.05.2022):

   pip install static-frame
  

• Conda (📥 140K · ⏱️ 08.05.2022):

   conda install -c conda-forge static-frame
  

Pandas Summary (🥉20 · ⭐ 400) - A library for managing, validating, summarizing, and.. Apache-2

• GitHub (👨‍💻 8 · 🔀 41 · 📋 13 - 46% open · ⏱️ 15.04.2022):

   git clone https://github.com/polyaxon/datatile
  

• PyPi (📥 46K / month · 📦 57 · ⏱️ 25.11.2021):

   pip install pandas-summary
  

Bounter (🥉18 · ⭐ 940 · 💤) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT

• GitHub (👨‍💻 8 · 🔀 48 · 📦 25 · 📋 25 - 64% open · ⏱️ 24.05.2021):

   git clone https://github.com/RaRe-Technologies/bounter
  

• PyPi (📥 100 / month · 📦 8 · ⏱️ 17.08.2020):

   pip install bounter
  

PandaPy (🥉11 · ⭐ 500 · 💤) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

• GitHub (👨‍💻 3 · 🔀 58 · 📦 1 · 📋 3 - 66% open · ⏱️ 20.10.2021):

   git clone https://github.com/firmai/pandapy
  

• PyPi (📥 92 / month · ⏱️ 25.01.2020):

   pip install pandapy
  

Show 7 hidden projects...

• Blaze (🥈31 · ⭐ 3K · 💀) - NumPy and Pandas interface to Big Data. BSD-3
• sklearn-pandas (🥉30 · ⭐ 2.6K · 💤) - Pandas integration with sklearn. ❗️Zlib sklearn
• Arctic (🥉28 · ⭐ 2.7K) - 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 · ⭐ 660 · 💀) - pickleDB is an open source key-value store using Pythons json module. BSD-3
• fletcher (🥉18 · ⭐ 220 · 💀) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT

Data Structures

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

• GitHub (👨‍💻 63 · 🔀 120 · 📦 150K · 📋 150 - 11% open · ⏱️ 23.02.2022):

   git clone https://github.com/tobgu/pyrsistent
  

• PyPi (📥 34M / month · 📦 2.1K · ⏱️ 14.01.2022):

   pip install pyrsistent
  

• Conda (📥 9.4M · ⏱️ 03.04.2022):

   conda install -c conda-forge pyrsistent
  

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

• GitHub (👨‍💻 41 · 🔀 72 · 📥 2.5K · 📋 130 - 9% open · ⏱️ 13.04.2022):

   git clone https://github.com/aio-libs/multidict
  

• PyPi (📥 72M / month · 📦 3K · ⏱️ 24.01.2022):

   pip install multidict
  

• Conda (📥 4.6M · ⏱️ 02.04.2022):

   conda install -c conda-forge multidict
  

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

• GitHub (👨‍💻 12 · 🔀 47 · 📦 7.4K · 📋 48 - 4% open · ⏱️ 01.05.2022):

   git clone https://github.com/jab/bidict
  

• PyPi (📥 710K / month · 📦 410 · ⏱️ 23.03.2022):

   pip install bidict
  

• Conda (📥 120K · ⏱️ 24.03.2022):

   conda install -c conda-forge bidict
  

python-sortedcontainers (🥈29 · ⭐ 2.5K · 💤) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2

• GitHub (👨‍💻 20 · 🔀 160 · 📋 150 - 13% open · ⏱️ 13.10.2021):

   git clone https://github.com/grantjenks/python-sortedcontainers
  

• PyPi (📥 13M / month · 📦 2K · ⏱️ 16.05.2021):

   pip install sortedcontainers
  

• Conda (📥 6.1M · ⏱️ 17.05.2021):

   conda install -c conda-forge sortedcontainers
  

sqlitedict (🥈29 · ⭐ 830) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2

• GitHub (👨‍💻 34 · 🔀 110 · 📦 1.6K · 📋 89 - 31% open · ⏱️ 22.04.2022):

   git clone https://github.com/RaRe-Technologies/sqlitedict
  

• PyPi (📥 160K / month · 📦 190 · ⏱️ 04.03.2022):

   pip install sqlitedict
  

• Conda (📥 30K · ⏱️ 04.03.2022):

   conda install -c conda-forge sqlitedict
  

python-benedict (🥈28 · ⭐ 380) - dict subclass with keylist/keypath support, normalized I/O.. MIT

• GitHub (👨‍💻 3 · 🔀 26 · 📦 840 · 📋 67 - 10% open · ⏱️ 09.05.2022):

   git clone https://github.com/fabiocaccamo/python-benedict
  

• PyPi (📥 500K / month · 📦 13 · ⏱️ 27.04.2022):

   pip install python-benedict
  

• Conda (📥 48K · ⏱️ 27.04.2022):

   conda install -c conda-forge python-benedict
  

immutables (🥉27 · ⭐ 950) - A high-performance immutable mapping type for Python. Apache-2

• GitHub (👨‍💻 13 · 🔀 47 · 📦 4.1K · 📋 37 - 21% open · ⏱️ 26.03.2022):

   git clone https://github.com/MagicStack/immutables
  

• PyPi (📥 1.7M / month · 📦 99 · ⏱️ 26.03.2022):

   pip install immutables
  

• Conda (📥 810K · ⏱️ 12.04.2022):

   conda install -c conda-forge immutables
  

ordered-set (🥉27 · ⭐ 150) - A mutable set that remembers the order of its entries. One of Pythons.. MIT

• GitHub (👨‍💻 18 · 🔀 37 · 📋 37 - 5% open · ⏱️ 26.01.2022):

   git clone https://github.com/rspeer/ordered-set
  

• PyPi (📥 4.7M / month · 📦 280 · ⏱️ 26.01.2022):

   pip install ordered-set
  

• Conda (📥 150K · ⏱️ 26.01.2022):

   conda install -c conda-forge ordered-set
  

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

• GitHub (👨‍💻 1 · 🔀 82 · 📥 30 · 📋 140 - 11% open · ⏱️ 02.04.2022):

   git clone https://github.com/cdgriffith/Box
  

• PyPi (📥 1.5M / month · 📦 270 · ⏱️ 02.04.2022):

   pip install python-box
  

• Conda (📥 250K · ⏱️ 02.04.2022):

   conda install -c conda-forge python-box
  

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

• GitHub (👨‍💻 19 · 🔀 50 · 📦 440 · 📋 160 - 59% open · ⏱️ 24.01.2022):

   git clone https://github.com/mahmoud/glom
  

• PyPi (📥 840K / month · 📦 76 · ⏱️ 24.01.2022):

   pip install glom
  

• Conda (📥 9.4K · ⏱️ 11.11.2020):

   conda install -c conda-forge glom
  

janus (🥉26 · ⭐ 600) - Thread-safe asyncio-aware queue for Python. Apache-2

• GitHub (👨‍💻 23 · 🔀 35 · 📋 35 - 8% open · ⏱️ 13.05.2022):

   git clone https://github.com/aio-libs/janus
  

• PyPi (📥 250K / month · 📦 92 · ⏱️ 17.12.2021):

   pip install janus
  

• Conda (📥 8.6K · ⏱️ 17.12.2021):

   conda install -c conda-forge janus
  

Show 4 hidden projects...

• addict (🥈28 · ⭐ 2.2K · 💀) - The Python Dict thats better than heroin. MIT
• anytree (🥉26 · ⭐ 690 · 💀) - Python tree data library. Apache-2
• munch (🥉26 · ⭐ 580 · 💀) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT
• cleverdict (🥉17 · ⭐ 86) - A JSON-friendly data structure which allows both object attributes and.. MIT

Data Validation

pydantic (🥇42 · ⭐ 9.9K · 📈) - Data parsing and validation using Python type hints. MIT

• GitHub (👨‍💻 260 · 🔀 940 · 📦 67K · 📋 1.9K - 28% open · ⏱️ 18.05.2022):

   git clone https://github.com/samuelcolvin/pydantic
  

• PyPi (📥 25M / month · 📦 3.4K · ⏱️ 19.05.2022):

   pip install pydantic
  

• Conda (📥 2M · ⏱️ 05.04.2022):

   conda install -c conda-forge pydantic
  

jsonschema (🥇39 · ⭐ 3.7K) - An implementation of the JSON Schema specification for Python. MIT

• GitHub (👨‍💻 100 · 🔀 510 · 📦 220K · 📋 660 - 10% open · ⏱️ 18.05.2022):

   git clone https://github.com/Julian/jsonschema
  

• PyPi (📥 39M / month · 📦 18K · ⏱️ 05.05.2022):

   pip install jsonschema
  

• Conda (📥 11M · ⏱️ 06.05.2022):

   conda install -c conda-forge jsonschema
  

voluptuous (🥈34 · ⭐ 1.7K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3

• GitHub (👨‍💻 88 · 🔀 200 · 📦 4.9K · 📋 240 - 17% open · ⏱️ 07.04.2022):

   git clone https://github.com/alecthomas/voluptuous
  

• PyPi (📥 1.3M / month · 📦 1.3K · ⏱️ 07.04.2022):

   pip install voluptuous
  

• Conda (📥 170K · ⏱️ 07.04.2022):

   conda install -c conda-forge voluptuous
  

cerberus (🥈33 · ⭐ 2.7K · 💤) - Lightweight, extensible data validation library for Python. ISC

• GitHub (👨‍💻 62 · 🔀 220 · 📦 11K · 📋 330 - 11% open · ⏱️ 05.05.2021):

   git clone https://github.com/pyeve/cerberus
  

• PyPi (📥 3M / month · 📦 1K · ⏱️ 05.05.2021):

   pip install cerberus
  

• Conda (📥 200K · ⏱️ 10.12.2021):

   conda install -c conda-forge cerberus
  

schema (🥈33 · ⭐ 2.6K) - Schema validation just got Pythonic. MIT

• GitHub (👨‍💻 62 · 🔀 180 · 📦 4K · 📋 150 - 53% open · ⏱️ 01.12.2021):

   git clone https://github.com/keleshev/schema
  

• PyPi (📥 4.6M / month · 📦 780 · ⏱️ 01.12.2021):

   pip install schema
  

• Conda (📥 47K · ⏱️ 02.12.2021):

   conda install -c conda-forge schema
  

schematics (🥈30 · ⭐ 2.5K · 💤) - Python Data Structures for Humans. BSD-3

• GitHub (👨‍💻 120 · 🔀 300 · 📦 1.1K · 📋 340 - 31% open · ⏱️ 17.08.2021):

   git clone https://github.com/schematics/schematics
  

• PyPi (📥 170K / month · 📦 380 · ⏱️ 17.08.2021):

   pip install schematics
  

• Conda (📥 24K · ⏱️ 17.07.2019):

   conda install -c conda-forge schematics
  

validators (🥈30 · ⭐ 580) - Python Data Validation for Humans. MIT

• GitHub (👨‍💻 39 · 🔀 110 · 📦 38K · 📋 140 - 74% open · ⏱️ 04.05.2022):

   git clone https://github.com/kvesteri/validators
  

• PyPi (📥 3.3M / month · 📦 1.5K · ⏱️ 04.05.2022):

   pip install validators
  

• Conda (📥 91K · ⏱️ 18.12.2020):

   conda install -c conda-forge validators
  

param (🥈30 · ⭐ 270) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3

• GitHub (👨‍💻 30 · 🔀 53 · 📦 3.5K · 📋 330 - 40% open · ⏱️ 17.05.2022):

   git clone https://github.com/holoviz/param
  

• PyPi (📥 440K / month · 📦 130 · ⏱️ 31.03.2022):

   pip install param
  

• Conda (📥 540K · ⏱️ 31.03.2022):

   conda install -c conda-forge param
  

strictyaml (🥉25 · ⭐ 1K) - Type-safe YAML parser and validator. MIT

• GitHub (👨‍💻 19 · 🔀 47 · 📦 690 · 📋 140 - 53% open · ⏱️ 05.12.2021):

   git clone https://github.com/crdoconnor/strictyaml
  

• PyPi (📥 66K / month · 📦 98 · ⏱️ 28.11.2021):

   pip install strictyaml
  

• Conda (📥 140K · ⏱️ 28.11.2021):

   conda install -c conda-forge strictyaml
  

typical (🥉20 · ⭐ 160) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT

• GitHub (👨‍💻 8 · 🔀 9 · 📋 95 - 13% open · ⏱️ 01.02.2022):

   git clone https://github.com/seandstewart/typical
  

• PyPi (📥 32K / month · 📦 3 · ⏱️ 23.12.2021):

   pip install typical
  

• Conda (📥 6K · ⏱️ 23.12.2021):

   conda install -c conda-forge typical
  

validr (🥉16 · ⭐ 210) - A simple, fast, extensible python library for data validation. MIT

• GitHub (👨‍💻 7 · 🔀 12 · 📋 23 - 13% open · ⏱️ 03.05.2022):

   git clone https://github.com/guyskk/validr
  

• PyPi (📥 7.9K / month · 📦 4 · ⏱️ 10.03.2021):

   pip install validr
  

Show 3 hidden projects...

• python-email-validator (🥉27 · ⭐ 570) - A robust email syntax and deliverability validation.. ❗️CC0-1.0
• valideer (🥉21 · ⭐ 250 · 💀) - Lightweight data validation and adaptation Python library. MIT
• dataklasses (🥉5 · ⭐ 710 · 🐣) - A different spin on dataclasses. ❗Unlicensed

Algorithms & Design Patterns

🔗 python-patterns ( ⭐ 31K) - Collection of design patterns/idioms in Python.

transitions (🥇31 · ⭐ 4.4K) - A lightweight, object-oriented finite state machine implementation.. MIT

• GitHub (👨‍💻 71 · 🔀 480 · 📦 2.3K · 📋 400 - 2% open · ⏱️ 08.03.2022):

   git clone https://github.com/pytransitions/transitions
  

• PyPi (📥 250K / month · 📦 250 · ⏱️ 24.02.2022):

   pip install transitions
  

• Conda (📥 150K · ⏱️ 24.02.2022):

   conda install -c conda-forge transitions
  

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

• GitHub (👨‍💻 190 · 🔀 4.3K · 📦 64 · 📋 290 - 67% open · ⏱️ 20.03.2022):

   git clone https://github.com/keon/algorithms
  

• PyPi (📥 2.3K / month · 📦 15 · ⏱️ 04.10.2020):

   pip install algorithms
  

• Conda (📥 630 · ⏱️ 23.04.2021):

   conda install -c conda-forge algorithms
  

Show 1 hidden projects...

• PyPattyrn (🥉19 · ⭐ 1.5K · 💀) - A simple library for implementing common design patterns. MIT

Date & Time Utilities

arrow (🥇37 · ⭐ 7.9K) - Better dates & times for Python. Apache-2

• GitHub (👨‍💻 260 · 🔀 610 · 📦 28K · 📋 460 - 14% open · ⏱️ 02.05.2022):

   git clone https://github.com/arrow-py/arrow
  

• PyPi (📥 6.9M / month · 📦 4.5K · ⏱️ 27.01.2022):

   pip install arrow
  

• Conda (📥 970K · ⏱️ 27.01.2022):

   conda install -c conda-forge arrow
  

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

• GitHub (👨‍💻 130 · 🔀 400 · 📥 35K · 📦 710K · 📋 650 - 42% open · ⏱️ 18.04.2022):

   git clone https://github.com/dateutil/dateutil
  

• PyPi (📥 150M / month · 📦 65K · ⏱️ 15.12.2021):

   pip install python-dateutil
  

• Conda (📥 25M · ⏱️ 14.07.2021):

   conda install -c conda-forge python-dateutil
  

dateparser (🥈34 · ⭐ 2K) - python parser for human readable dates. BSD-3

• GitHub (👨‍💻 110 · 🔀 390 · 📦 12K · 📋 640 - 47% open · ⏱️ 17.03.2022):

   git clone https://github.com/scrapinghub/dateparser
  

• PyPi (📥 4.7M / month · 📦 1.1K · ⏱️ 17.03.2022):

   pip install dateparser
  

• Conda (📥 67K · ⏱️ 18.03.2022):

   conda install -c conda-forge dateparser
  

pytz (🥈32 · ⭐ 200) - pytz Python historical timezone library and database. MIT

• GitHub (👨‍💻 16 · 🔀 61 · 📦 1.1M · 📋 51 - 41% open · ⏱️ 08.05.2022):

   git clone https://github.com/stub42/pytz
  

• PyPi (📥 97M / month · 📦 82K · ⏱️ 20.03.2022):

   pip install pytz
  

• Conda (📥 23M · ⏱️ 22.03.2022):

   conda install -c conda-forge pytz
  

holidays (🥉31 · ⭐ 770) - Generate and work with holidays in Python. MIT

• GitHub (👨‍💻 180 · 🔀 320 · 📥 160 · 📋 270 - 6% open · ⏱️ 15.02.2022):

   git clone https://github.com/dr-prodigy/python-holidays
  

• PyPi (📥 4.3M / month · 📦 360 · ⏱️ 15.02.2022):

   pip install holidays
  

• Conda (📥 1.3M · ⏱️ 15.02.2022):

   conda install -c conda-forge holidays
  

pendulum (🥉30 · ⭐ 4.8K) - Python datetimes made easy. MIT

• GitHub (👨‍💻 73 · 🔀 280 · 📋 440 - 47% open · ⏱️ 19.04.2022):

   git clone https://github.com/sdispater/pendulum
  

• PyPi (📥 7.3M / month · 📦 850 · ⏱️ 24.07.2020):

   pip install pendulum
  

• Conda (📥 480K · ⏱️ 06.04.2022):

   conda install -c conda-forge pendulum
  

isodate (🥉30 · ⭐ 110) - ISO 8601 date/time parser. BSD-3

• GitHub (👨‍💻 24 · 🔀 41 · 📦 21K · 📋 33 - 39% open · ⏱️ 13.03.2022):

   git clone https://github.com/gweis/isodate
  

• PyPi (📥 54M / month · 📦 2.1K · ⏱️ 13.12.2021):

   pip install isodate
  

• Conda (📥 2M · ⏱️ 15.12.2021):

   conda install -c conda-forge isodate
  

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

• GitHub (👨‍💻 25 · 🔀 52 · 📋 69 - 1% open · ⏱️ 14.04.2022):

   git clone https://github.com/regebro/tzlocal
  

• PyPi (📥 27M / month · 📦 3.6K · ⏱️ 02.04.2022):

   pip install tzlocal
  

• Conda (📥 1M · ⏱️ 03.04.2022):

   conda install -c conda-forge tzlocal
  

parsedatetime (🥉28 · ⭐ 640) - Parse human-readable date/time strings. Apache-2

• GitHub (👨‍💻 55 · 🔀 100 · 📦 4.3K · 📋 160 - 39% open · ⏱️ 20.11.2021):

   git clone https://github.com/bear/parsedatetime
  

• PyPi (📥 4.8M / month · 📦 1.2K · ⏱️ 31.05.2020):

   pip install parsedatetime
  

• Conda (📥 110K · ⏱️ 10.06.2020):

   conda install -c conda-forge parsedatetime
  

File & Path Utilities

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

• GitHub (👨‍💻 130 · 🔀 640 · 📦 54K · 📋 570 - 28% open · ⏱️ 15.05.2022):

   git clone https://github.com/gorakhargosh/watchdog
  

• PyPi (📥 6.2M / month · 📦 7.8K · ⏱️ 15.05.2022):

   pip install watchdog
  

• Conda (📥 1.1M · ⏱️ 15.05.2022):

   conda install -c conda-forge watchdog
  

filesystem_spec (🥈36 · ⭐ 420) - A specification that python filesystems should adhere to. BSD-3

• GitHub (👨‍💻 140 · 🔀 180 · 📦 27K · 📋 440 - 37% open · ⏱️ 16.05.2022):

   git clone https://github.com/fsspec/filesystem_spec
  

• PyPi (📥 36M / month · 📦 350 · ⏱️ 31.03.2022):

   pip install fsspec
  

• Conda (📥 5.8M · ⏱️ 01.04.2022):

   conda install -c conda-forge fsspec
  

pyfilesystem2 (🥈33 · ⭐ 1.7K) - Pythons Filesystem abstraction layer. MIT

• GitHub (👨‍💻 46 · 🔀 170 · 📋 340 - 23% open · ⏱️ 02.05.2022):

   git clone https://github.com/pyfilesystem/pyfilesystem2
  

• PyPi (📥 550K / month · 📦 560 · ⏱️ 02.05.2022):

   pip install fs
  

• Conda (📥 440K · ⏱️ 02.03.2022):

   conda install -c conda-forge fs
  

aiofiles (🥉30 · ⭐ 1.9K) - File support for asyncio. Apache-2

• GitHub (👨‍💻 25 · 🔀 130 · 📋 91 - 48% open · ⏱️ 13.01.2022):

   git clone https://github.com/Tinche/aiofiles
  

• PyPi (📥 4.7M / month · 📦 1.4K · ⏱️ 27.11.2021):

   pip install aiofiles
  

• Conda (📥 220K · ⏱️ 15.12.2021):

   conda install -c conda-forge aiofiles
  

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

• GitHub (👨‍💻 22 · 🔀 62 · 📦 13K · 📋 100 - 10% open · ⏱️ 23.01.2022):

   git clone https://github.com/benhoyt/scandir
  

• PyPi (📥 4M / month · 📦 2.2K · ⏱️ 09.03.2019):

   pip install scandir
  

• Conda (📥 1.2M · ⏱️ 08.04.2022):

   conda install -c conda-forge scandir
  

filelock (🥉30 · ⭐ 410) - A platform-independent file lock for Python. Unlicense

• GitHub (👨‍💻 24 · 🔀 71 · 📋 74 - 22% open · ⏱️ 13.05.2022):

   git clone https://github.com/tox-dev/py-filelock
  

• PyPi (📥 43M / month · 📦 2.3K · ⏱️ 13.05.2022):

   pip install filelock
  

• Conda (📥 6.5M · ⏱️ 13.05.2022):

   conda install -c conda-forge filelock
  

path (🥉27 · ⭐ 980) - Object-oriented file system path manipulation. MIT

• GitHub (👨‍💻 46 · 🔀 140 · 📋 130 - 0% open · ⏱️ 25.02.2022):

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

• PyPi (📥 720K / month · 📦 96 · ⏱️ 25.02.2022):

   pip install path
  

• Conda (📥 230K · ⏱️ 06.04.2022):

   conda install -c conda-forge path
  

Show 3 hidden projects...

• appdirs (🥈32 · ⭐ 870 · 💀) - A small Python module for determining appropriate platform-specific.. MIT
• zipp (🥉27 · ⭐ 25) - Backport of pathlib-compatible object wrapper for zip files. MIT
• Unipath (🥉22 · ⭐ 500 · 💀) - An object-oriented approach to Python file/directory operations. MIT

Compatiblity

future (🥇37 · ⭐ 1.1K) - Easy, clean, reliable Python 2/3 compatibility. MIT

• GitHub (👨‍💻 110 · 🔀 260 · 📦 210K · 📋 380 - 48% open · ⏱️ 30.11.2021):

   git clone https://github.com/PythonCharmers/python-future
  

• PyPi (📥 34M / month · 📦 17K · ⏱️ 31.10.2019):

   pip install future
  

• Conda (📥 6.5M · ⏱️ 03.04.2022):

   conda install -c conda-forge future
  

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

• GitHub (👨‍💻 65 · 🔀 240 · 📦 1.2M · 📋 280 - 38% open · ⏱️ 21.11.2021):

   git clone https://github.com/benjaminp/six
  

• PyPi (📥 160M / month · 📦 130K · ⏱️ 05.05.2021):

   pip install six
  

• Conda (📥 25M · ⏱️ 05.05.2021):

   conda install -c conda-forge six
  

typing (🥈34 · ⭐ 1.2K) - Python static typing home. Contains the source for.. Python-2.0

• GitHub (👨‍💻 87 · 🔀 210 · 📋 680 - 13% open · ⏱️ 01.05.2022):

   git clone https://github.com/python/typing
  

• PyPi (📥 9.5M / month · 📦 5.7K · ⏱️ 01.05.2021):

   pip install typing
  

• Conda (📥 940K · ⏱️ 01.05.2021):

   conda install -c conda-forge typing
  

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

• GitHub (👨‍💻 12 · 🔀 46 · 📦 33K · 📋 120 - 8% open · ⏱️ 22.03.2022):

   git clone https://github.com/ericvsmith/dataclasses
  

• PyPi (📥 11M / month · 📦 1.6K · ⏱️ 13.11.2020):

   pip install dataclasses
  

• Conda (📥 5.4M · ⏱️ 14.08.2021):

   conda install -c conda-forge dataclasses
  

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

• GitHub (👨‍💻 19 · 🔀 46 · 📦 30K · 📋 71 - 8% open · ⏱️ 11.01.2022):

   git clone https://github.com/agronholm/pythonfutures
  

• PyPi (📥 13M / month · 📦 8K · ⏱️ 09.10.2021):

   pip install futures
  

• Conda (📥 1.2M · ⏱️ 18.03.2020):

   conda install -c conda-forge futures
  

Show 2 hidden projects...

• pathlib2 (🥉29 · ⭐ 69) - Backport of pathlib aiming to support the full stdlib Python API. MIT
• contextlib2 (🥉25 · ⭐ 34) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

Cryptography

cryptography (🥇44 · ⭐ 4.8K) - cryptography is a package designed to expose cryptographic.. BSD-3

• GitHub (👨‍💻 260 · 🔀 1K · 📦 270K · 📋 2K - 1% open · ⏱️ 18.05.2022):

   git clone https://github.com/pyca/cryptography
  

• PyPi (📥 110M / month · 📦 20K · ⏱️ 04.05.2022):

   pip install cryptography
  

• Conda (📥 22M · ⏱️ 19.05.2022):

   conda install -c conda-forge cryptography
  

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

• GitHub (👨‍💻 120 · 🔀 350 · 📦 43K · 📋 470 - 13% open · ⏱️ 14.05.2022):

   git clone https://github.com/Legrandin/pycryptodome
  

• PyPi (📥 26M / month · 📦 1.1K · ⏱️ 04.02.2022):

   pip install pycryptodomex
  

• Conda (📥 620K · ⏱️ 08.04.2022):

   conda install -c conda-forge pycryptodomex
  

asn1crypto (🥈35 · ⭐ 260) - Python ASN.1 library with a focus on performance and a pythonic API. MIT

• GitHub (👨‍💻 37 · 🔀 110 · 📦 89K · 📋 150 - 19% open · ⏱️ 18.03.2022):

   git clone https://github.com/wbond/asn1crypto
  

• PyPi (📥 33M / month · 📦 7K · ⏱️ 15.03.2022):

   pip install asn1crypto
  

• Conda (📥 6.7M · ⏱️ 15.03.2022):

   conda install -c conda-forge asn1crypto
  

tink (🥉33 · ⭐ 12K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2

• GitHub (👨‍💻 100 · 🔀 1.1K · 📥 960 · 📦 24 · 📋 420 - 28% open · ⏱️ 13.05.2022):

   git clone https://github.com/google/tink
  

• PyPi (📥 260K / month · 📦 2 · ⏱️ 10.08.2021):

   pip install tink
  

• npm (📥 1K / month · ⏱️ 25.08.2020):

   npm install tink-crypto
  

bcrypt (🥉33 · ⭐ 850) - Modern(-ish) password hashing for your software and your servers. Apache-2

• GitHub (👨‍💻 30 · 🔀 120 · 📋 96 - 2% open · ⏱️ 17.05.2022):

   git clone https://github.com/pyca/bcrypt
  

• PyPi (📥 29M / month · 📦 7.9K · ⏱️ 01.05.2022):

   pip install bcrypt
  

• Conda (📥 1.8M · ⏱️ 01.05.2022):

   conda install -c conda-forge bcrypt
  

keyring (🥉30 · ⭐ 840) - Store and access your passwords safely. MIT

• GitHub (👨‍💻 100 · 🔀 120 · 📋 440 - 9% open · ⏱️ 03.04.2022):

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

• PyPi (📥 23M / month · 📦 3.6K · ⏱️ 02.01.2022):

   pip install keyring
  

• Conda (📥 1.6M · ⏱️ 20.04.2022):

   conda install -c conda-forge keyring
  

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

• GitHub (👨‍💻 38 · 🔀 86 · 📋 110 - 15% open · ⏱️ 13.03.2022):

   git clone https://github.com/sybrenstuvel/python-rsa
  

• PyPi (📥 100M / month · 📦 6.8K · ⏱️ 24.11.2021):

   pip install rsa
  

• Conda (📥 6.3M · ⏱️ 24.11.2021):

   conda install -c conda-forge rsa
  

Infrastructure & DevOps

ansible (🥇48 · ⭐ 53K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0

• GitHub (👨‍💻 6.6K · 🔀 22K · 📦 22K · 📋 31K - 3% open · ⏱️ 19.05.2022):

   git clone https://github.com/ansible/ansible
  

• PyPi (📥 4.9M / month · 📦 4.1K · ⏱️ 18.05.2022):

   pip install ansible
  

• Conda (📥 580K · ⏱️ 04.05.2022):

   conda install -c conda-forge ansible
  

awscli (🥇44 · ⭐ 12K) - Universal Command Line Interface for Amazon Web Services. Apache-2

• GitHub (👨‍💻 380 · 🔀 3.2K · 📥 860 · 📦 1 · 📋 4.1K - 14% open · ⏱️ 19.05.2022):

   git clone https://github.com/aws/aws-cli
  

• PyPi (📥 120M / month · 📦 3K · ⏱️ 18.05.2022):

   pip install awscli
  

• Conda (📥 12M · ⏱️ 18.05.2022):

   conda install -c conda-forge awscli
  

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

• GitHub (👨‍💻 180 · 🔀 910 · 📦 130K · 📋 930 - 15% open · ⏱️ 18.05.2022):

   git clone https://github.com/boto/botocore
  

• PyPi (📥 210M / month · 📦 8.1K · ⏱️ 18.05.2022):

   pip install botocore
  

• Conda (📥 13M · ⏱️ 19.05.2022):

   conda install -c conda-forge botocore
  

docker-compose (🥈42 · ⭐ 26K) - Define and run multi-container applications with Docker. Apache-2

• GitHub (👨‍💻 430 · 🔀 4.4K · 📥 160M · 📦 9.1K · 📋 6.3K - 7% open · ⏱️ 17.05.2022):

   git clone https://github.com/docker/compose
  

• PyPi (📥 1.8M / month · 📦 1.2K · ⏱️ 10.05.2021):

   pip install docker-compose
  

• Conda (📥 200K · ⏱️ 22.03.2022):

   conda install -c conda-forge docker-compose
  

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

• GitHub (👨‍💻 170 · 🔀 1.8K · 📦 57K · 📋 1.6K - 58% open · ⏱️ 17.05.2022):

   git clone https://github.com/paramiko/paramiko
  

• PyPi (📥 28M / month · 📦 13K · ⏱️ 17.05.2022):

   pip install paramiko
  

• Conda (📥 1.8M · ⏱️ 17.05.2022):

   conda install -c conda-forge paramiko
  

pulumi (🥈40 · ⭐ 12K) - Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language,.. Apache-2

• GitHub (👨‍💻 170 · 🔀 670 · 📥 24K · 📦 1.4K · 📋 4.8K - 29% open · ⏱️ 19.05.2022):

   git clone https://github.com/pulumi/pulumi
  

• PyPi (📥 140K / month · 📦 110 · ⏱️ 19.05.2022):

   pip install pulumi
  

• npm (📥 630K / month · 📦 370 · ⏱️ 19.05.2022):

   npm install @pulumi/pulumi
  

docker (🥈39 · ⭐ 5.8K · 💤) - A Python library for the Docker Engine API. Apache-2

• GitHub (👨‍💻 400 · 🔀 1.5K · 📦 38K · 📋 1.6K - 31% open · ⏱️ 14.10.2021):

   git clone https://github.com/docker/docker-py
  

• PyPi (📥 29M / month · 📦 3.4K · ⏱️ 07.10.2021):

   pip install docker
  

• Conda (📥 2.1M · ⏱️ 07.12.2021):

   conda install -c conda-forge docker-py
  

fabric (🥉37 · ⭐ 13K) - Simple, Pythonic remote execution and deployment. BSD-2

• GitHub (👨‍💻 130 · 🔀 1.9K · 📋 1.7K - 25% open · ⏱️ 07.04.2022):

   git clone https://github.com/fabric/fabric
  

• PyPi (📥 1.5M / month · 📦 320 · ⏱️ 26.03.2022):

   pip install fabric
  

• Conda (📥 47K · ⏱️ 28.03.2022):

   conda install -c conda-forge fabric
  

kubernetes (🥉37 · ⭐ 4.8K · 📉) - Official Python client library for kubernetes. Apache-2

• GitHub (👨‍💻 150 · 🔀 2.6K · 📋 1.1K - 9% open · ⏱️ 09.05.2022):

   git clone https://github.com/kubernetes-client/python
  

• PyPi (📥 11M / month · 📦 1.1K · ⏱️ 06.05.2022):

   pip install kubernetes
  

• Conda (📥 280K · ⏱️ 17.03.2022):

   conda install -c conda-forge kubernetes
  

netmiko (🥉37 · ⭐ 2.7K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT

• GitHub (👨‍💻 200 · 🔀 1K · 📦 2.4K · 📋 1.7K - 13% open · ⏱️ 17.05.2022):

   git clone https://github.com/ktbyers/netmiko
  

• PyPi (📥 140K / month · 📦 240 · ⏱️ 27.04.2022):

   pip install netmiko
  

schedule (🥉35 · ⭐ 9.6K) - Python job scheduling for humans. MIT

• GitHub (👨‍💻 51 · 🔀 810 · 📦 18K · 📋 370 - 30% open · ⏱️ 23.04.2022):

   git clone https://github.com/dbader/schedule
  

• PyPi (📥 1.5M / month · 📦 1.3K · ⏱️ 10.04.2021):

   pip install schedule
  

• Conda (📥 14K · ⏱️ 10.04.2021):

   conda install -c conda-forge schedule
  

plumbum (🥉32 · ⭐ 2.4K) - Plumbum: Shell Combinators. MIT

• GitHub (👨‍💻 100 · 🔀 170 · 📋 340 - 35% open · ⏱️ 30.03.2022):

   git clone https://github.com/tomerfiliba/plumbum
  

• PyPi (📥 2.7M / month · 📦 440 · ⏱️ 23.12.2021):

   pip install plumbum
  

• Conda (📥 770K · ⏱️ 23.12.2021):

   conda install -c conda-forge plumbum
  

pyinfra (🥉31 · ⭐ 1.5K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT

• GitHub (👨‍💻 66 · 🔀 270 · 📦 49 · 📋 580 - 17% open · ⏱️ 03.05.2022):

   git clone https://github.com/Fizzadar/pyinfra
  

• PyPi (📥 16K / month · 📦 11 · ⏱️ 03.05.2022):

   pip install pyinfra
  

Show 5 hidden projects...

• sshtunnel (🥉28 · ⭐ 970 · 💀) - SSH tunnels to remote server. 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
• storm (🥉24 · ⭐ 3.9K · 💀) - Manage your SSH like a boss. MIT
• wssh (🥉17 · ⭐ 1.3K · 💀) - SSH to WebSockets Bridge. MIT

Process Utilities

supervisor (🥇37 · ⭐ 7.3K) - Supervisor process control system for UNIX. ❗️Repoze Public License

• GitHub (👨‍💻 160 · 🔀 1.2K · 📦 7.1K · 📋 1.1K - 12% open · ⏱️ 30.04.2022):

   git clone https://github.com/Supervisor/supervisor
  

• PyPi (📥 1.3M / month · 📦 1.9K · ⏱️ 30.12.2021):

   pip install supervisor
  

• Conda (📥 190K · ⏱️ 12.04.2022):

   conda install -c conda-forge supervisor
  

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

• GitHub (👨‍💻 94 · 🔀 440 · 📥 4.2K · 📦 190K · 📋 440 - 39% open · ⏱️ 06.02.2022):

   git clone https://github.com/pexpect/pexpect
  

• PyPi (📥 23M / month · 📦 16K · ⏱️ 15.12.2021):

   pip install pexpect
  

• Conda (📥 7.7M · ⏱️ 12.10.2020):

   conda install -c conda-forge pexpect
  

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

• GitHub (👨‍💻 82 · 🔀 450 · 📦 9.1K · 📋 410 - 2% open · ⏱️ 12.11.2021):

   git clone https://github.com/amoffat/sh
  

• PyPi (📥 2.6M / month · 📦 2.5K · ⏱️ 15.12.2021):

   pip install sh
  

• Conda (📥 120K · ⏱️ 09.04.2022):

   conda install -c conda-forge sh
  

ptyprocess (🥉25 · ⭐ 170 · 💤) - Run a subprocess in a pseudo terminal. ISC

• GitHub (👨‍💻 16 · 🔀 61 · 📋 34 - 50% open · ⏱️ 31.10.2021):

   git clone https://github.com/pexpect/ptyprocess
  

• PyPi (📥 23M / month · 📦 13K · ⏱️ 28.12.2020):

   pip install ptyprocess
  

• Conda (📥 7.5M · ⏱️ 31.12.2020):

   conda install -c conda-forge ptyprocess
  

Asynchronous Programming

greenlet (🥇37 · ⭐ 1.4K) - Lightweight in-process concurrent programming. MIT

• GitHub (👨‍💻 62 · 🔀 220 · 📦 130K · 📋 180 - 12% open · ⏱️ 24.03.2022):

   git clone https://github.com/python-greenlet/greenlet
  

• PyPi (📥 38M / month · 📦 10K · ⏱️ 24.03.2022):

   pip install greenlet
  

• Conda (📥 3.1M · ⏱️ 02.04.2022):

   conda install -c conda-forge greenlet
  

uvloop (🥈36 · ⭐ 8.6K · 💤) - Ultra fast asyncio event loop. MIT

• GitHub (👨‍💻 42 · 🔀 500 · 📥 350 · 📦 43K · 📋 300 - 24% open · ⏱️ 10.08.2021):

   git clone https://github.com/MagicStack/uvloop
  

• PyPi (📥 8.4M / month · 📦 1.7K · ⏱️ 10.08.2021):

   pip install uvloop
  

• Conda (📥 430K · ⏱️ 02.11.2021):

   conda install -c conda-forge uvloop
  

anyio (🥈30 · ⭐ 880) - High level asynchronous concurrency and networking framework that works on.. MIT

• GitHub (👨‍💻 29 · 🔀 71 · 📋 230 - 14% open · ⏱️ 13.05.2022):

   git clone https://github.com/agronholm/anyio
  

• PyPi (📥 13M / month · 📦 190 · ⏱️ 13.05.2022):

   pip install anyio
  

• Conda (📥 1.7M · ⏱️ 13.05.2022):

   conda install -c conda-forge anyio
  

aiomisc (🥉23 · ⭐ 260) - aiomisc - miscellaneous utils for asyncio. MIT

• GitHub (👨‍💻 13 · 🔀 17 · 📦 180 · 📋 15 - 33% open · ⏱️ 11.05.2022):

   git clone https://github.com/aiokitchen/aiomisc
  

• PyPi (📥 7.2K / month · 📦 28 · ⏱️ 11.05.2022):

   pip install aiomisc
  

unsync (🥉19 · ⭐ 740) - Unsynchronize asyncio. MIT

• GitHub (👨‍💻 11 · 🔀 46 · 📦 120 · 📋 29 - 20% open · ⏱️ 06.02.2022):

   git clone https://github.com/alex-sherman/unsync
  

• PyPi (📥 6.4K / month · 📦 8 · ⏱️ 21.10.2021):

   pip install unsync
  

• Conda (📥 4.3K · ⏱️ 29.03.2021):

   conda install -c conda-forge unsync
  

asyncer (🥉15 · ⭐ 630 · 🐣) - Asyncer, async and await, focused on developer experience. MIT

• GitHub (👨‍💻 7 · 🔀 23 · 📋 5 - 60% open · ⏱️ 12.05.2022):

   git clone https://github.com/tiangolo/asyncer
  

• PyPi (📥 29K / month · ⏱️ 04.01.2022):

   pip install asyncer
  

• Conda (📥 160 · ⏱️ 10.01.2022):

   conda install -c conda-forge asyncer
  

Show 1 hidden projects...

• stopit (🥉20 · ⭐ 94 · 💀) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

Configuration

python-dotenv (🥇37 · ⭐ 5K) - Reads key-value pairs from a .env file and can set them as.. BSD-3

• GitHub (👨‍💻 75 · 🔀 310 · 📦 230K · 📋 220 - 14% open · ⏱️ 17.04.2022):

   git clone https://github.com/theskumar/python-dotenv
  

• PyPi (📥 15M / month · 📦 6.4K · ⏱️ 24.03.2022):

   pip install python-dotenv
  

• Conda (📥 1.5M · ⏱️ 24.03.2022):

   conda install -c conda-forge python-dotenv
  

Dynaconf (🥈33 · ⭐ 2.4K) - Configuration Management for Python. MIT

• GitHub (👨‍💻 86 · 🔀 210 · 📦 2.7K · 📋 350 - 30% open · ⏱️ 23.04.2022):

   git clone https://github.com/rochacbruno/dynaconf
  

• PyPi (📥 1M / month · 📦 170 · ⏱️ 15.04.2022):

   pip install dynaconf
  

• Conda (📥 12K · ⏱️ 19.04.2022):

   conda install -c conda-forge dynaconf
  

omegaconf (🥈33 · ⭐ 1.1K) - Flexible Python configuration system. The last one you will ever need. BSD-3

• GitHub (👨‍💻 24 · 🔀 63 · 📦 4.2K · 📋 440 - 12% open · ⏱️ 17.05.2022):

   git clone https://github.com/omry/omegaconf
  

• PyPi (📥 1.8M / month · 📦 150 · ⏱️ 17.05.2022):

   pip install omegaconf
  

• Conda (📥 490K · ⏱️ 17.04.2022):

   conda install -c conda-forge omegaconf
  

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

• GitHub (👨‍💻 32 · 🔀 150 · 📥 7 · 📦 66K · 📋 76 - 9% open · ⏱️ 11.05.2022):

   git clone https://github.com/henriquebastos/python-decouple
  

• PyPi (📥 890K / month · 📦 3.2K · ⏱️ 02.02.2022):

   pip install python-decouple
  

• Conda (📥 40K · ⏱️ 02.02.2022):

   conda install -c conda-forge python-decouple
  

hydra (🥉30 · ⭐ 5.9K) - Hydra is a framework for elegantly configuring complex applications. MIT

• GitHub (👨‍💻 91 · 🔀 460 · 📦 9 · 📋 1.1K - 12% open · ⏱️ 18.05.2022):

   git clone https://github.com/facebookresearch/hydra
  

• PyPi (📥 11K / month · 📦 6 · ⏱️ 03.08.2016):

   pip install hydra
  

• Conda (📥 360K · ⏱️ 20.08.2021):

   conda install -c conda-forge hydra-core
  

gin-config (🥉27 · ⭐ 1.5K) - Gin provides a lightweight configuration framework for Python. Apache-2

• GitHub (👨‍💻 22 · 🔀 96 · 📦 4K · 📋 80 - 51% open · ⏱️ 22.03.2022):

   git clone https://github.com/google/gin-config
  

• PyPi (📥 400K / month · 📦 77 · ⏱️ 03.11.2021):

   pip install gin-config
  

• Conda (📥 6.1K · ⏱️ 07.01.2022):

   conda install -c conda-forge gin-config
  

Show 2 hidden projects...

• traitlets (🥈34 · ⭐ 490 · 📉) - A lightweight Traits like module. ❗Unlicensed
• configobj (🥉28 · ⭐ 270 · 💀) - Python 3+ compatible port of the configobj library. BSD-3

CLI Development

click (🥇46 · ⭐ 12K) - Python composable command line interface toolkit. BSD-3

• GitHub (👨‍💻 330 · 🔀 1.3K · 📦 810K · 📋 1.4K - 4% open · ⏱️ 01.05.2022):

   git clone https://github.com/pallets/click
  

• PyPi (📥 120M / month · 📦 69K · ⏱️ 28.04.2022):

   pip install click
  

• Conda (📥 15M · ⏱️ 29.04.2022):

   conda install -c conda-forge click
  

rich (🥇43 · ⭐ 37K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT

• GitHub (👨‍💻 170 · 🔀 1.2K · 📦 17K · 📋 820 - 7% open · ⏱️ 08.05.2022):

   git clone https://github.com/Textualize/rich
  

• PyPi (📥 7.5M / month · 📦 1.9K · ⏱️ 08.05.2022):

   pip install rich
  

• Conda (📥 910K · ⏱️ 16.05.2022):

   conda install -c conda-forge rich
  

python-fire (🥈36 · ⭐ 22K) - Python Fire is a library for automatically generating command.. Apache-2

• GitHub (👨‍💻 49 · 🔀 1.3K · 📦 12K · 📋 260 - 40% open · ⏱️ 16.04.2022):

   git clone https://github.com/google/python-fire
  

• PyPi (📥 3.6M / month · 📦 1.3K · ⏱️ 22.01.2021):

   pip install fire
  

• Conda (📥 190K · ⏱️ 22.01.2021):

   conda install -c conda-forge fire
  

python-prompt-toolkit (🥈36 · ⭐ 7.7K) - Library for building powerful interactive command.. BSD-3

• GitHub (👨‍💻 210 · 🔀 610 · 📋 1K - 49% open · ⏱️ 25.04.2022):

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

• PyPi (📥 21M / month · 📦 3.3K · ⏱️ 03.10.2019):

   pip install prompt_toolkit
  

• Conda (📥 7M · ⏱️ 05.04.2022):

   conda install -c conda-forge prompt-toolkit
  

colorama (🥈36 · ⭐ 2.8K) - Simple cross-platform colored terminal text in Python. BSD-3

• GitHub (👨‍💻 45 · 🔀 200 · 📦 370K · 📋 240 - 50% open · ⏱️ 29.03.2022):

   git clone https://github.com/tartley/colorama
  

• PyPi (📥 100M / month · 📦 19K · ⏱️ 13.10.2020):

   pip install colorama
  

• Conda (📥 10M · ⏱️ 16.10.2020):

   conda install -c conda-forge colorama
  

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

• GitHub (👨‍💻 55 · 🔀 240 · 📦 38K · 📋 120 - 13% open · ⏱️ 05.05.2022):

   git clone https://github.com/carpedm20/emoji
  

• PyPi (📥 4.9M / month · 📦 1.3K · ⏱️ 08.03.2022):

   pip install emoji
  

• Conda (📥 22K · ⏱️ 08.03.2022):

   conda install -c conda-forge emoji
  

Typer (🥈32 · ⭐ 7.8K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT

• GitHub (👨‍💻 17 · 🔀 300 · 📋 280 - 63% open · ⏱️ 12.05.2022):

   git clone https://github.com/tiangolo/typer
  

• PyPi (📥 7.5M / month · 📦 1.2K · ⏱️ 30.03.2022):

   pip install typer
  

• Conda (📥 480K · ⏱️ 30.03.2022):

   conda install -c conda-forge typer
  

asciimatics (🥈32 · ⭐ 3K) - A cross platform package to do curses-like operations, plus.. Apache-2

• GitHub (👨‍💻 40 · 🔀 220 · 📦 650 · 📋 280 - 8% open · ⏱️ 26.04.2022):

   git clone https://github.com/peterbrittain/asciimatics
  

• PyPi (📥 950K / month · 📦 110 · ⏱️ 23.04.2022):

   pip install asciimatics
  

• Conda (📥 94K · ⏱️ 15.11.2021):

   conda install -c conda-forge asciimatics
  

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

• GitHub (👨‍💻 56 · 🔀 100 · 📥 160 · 📦 17K · 📋 200 - 21% open · ⏱️ 03.01.2022):

   git clone https://github.com/kislyuk/argcomplete
  

• PyPi (📥 14M / month · 📦 1.8K · ⏱️ 03.01.2022):

   pip install argcomplete
  

• Conda (📥 540K · ⏱️ 04.01.2022):

   conda install -c conda-forge argcomplete
  

wcwidth (🥉29 · ⭐ 280 · 💤) - Python library that measures the width of unicode strings rendered to.. MIT

• GitHub (👨‍💻 11 · 🔀 43 · 📦 280K · 📋 32 - 37% open · ⏱️ 28.09.2021):

   git clone https://github.com/jquast/wcwidth
  

• PyPi (📥 23M / month · 📦 13K · ⏱️ 23.06.2020):

   pip install wcwidth
  

• Conda (📥 10M · ⏱️ 24.09.2020):

   conda install -c conda-forge wcwidth
  

cleo (🥉28 · ⭐ 840) - Cleo allows you to create beautiful and testable command-line interfaces. MIT

• GitHub (👨‍💻 11 · 🔀 54 · 📋 93 - 69% open · ⏱️ 07.05.2022):

   git clone https://github.com/sdispater/cleo
  

• PyPi (📥 6.1M / month · 📦 200 · ⏱️ 30.07.2021):

   pip install cleo
  

• Conda (📥 120K · ⏱️ 26.01.2022):

   conda install -c conda-forge cleo
  

ConfigArgParse (🥉28 · ⭐ 590 · 💤) - A drop-in replacement for argparse that allows options to.. MIT

• GitHub (👨‍💻 48 · 🔀 100 · 📦 7.6K · 📋 180 - 35% open · ⏱️ 06.10.2021):

   git clone https://github.com/bw2/ConfigArgParse
  

• PyPi (📥 2M / month · 📦 1.4K · ⏱️ 03.10.2021):

   pip install configargparse
  

• Conda (📥 290K · ⏱️ 04.10.2021):

   conda install -c conda-forge configargparse
  

questionary (🥉26 · ⭐ 870) - Python library to build pretty command line user prompts Easy to use.. MIT

• GitHub (👨‍💻 32 · 🔀 56 · 📋 96 - 23% open · ⏱️ 15.05.2022):

   git clone https://github.com/tmbo/questionary
  

• PyPi (📥 2.5M / month · 📦 180 · ⏱️ 15.07.2021):

   pip install questionary
  

• Conda (📥 7.9K · ⏱️ 14.03.2022):

   conda install -c conda-forge questionary
  

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

• GitHub (👨‍💻 30 · 🔀 55 · 📦 5 · 📋 68 - 17% open · ⏱️ 12.05.2022):

   git clone https://github.com/nojhan/colout
  

• PyPi (📥 740 / month · ⏱️ 21.06.2020):

   pip install colout
  

Show 5 hidden projects...

• docopt (🥈35 · ⭐ 7.6K · 💀) - Pythonic command line arguments parser, that will make you smile. MIT
• blessings (🥉29 · ⭐ 1.3K · 💀) - A thin, practical wrapper around terminal capabilities in Python. MIT
• clint (🥉24 · ⭐ 71 · 💀) - Python Command-line Application Tools. ISC
• bashplotlib (🥉22 · ⭐ 1.7K · 💀) - plotting in the terminal. MIT
• docopt-ng (🥉18 · ⭐ 79 · 💤) - Humane command line arguments parser. Now with maintenance,.. MIT

Development Tools

🔗 best-of-python-dev ( ⭐ 480) - A ranked list of awesome python developer tools and libraries. Updated..

Data Caching

cachetools (🥇32 · ⭐ 1.3K) - Extensible memoizing collections and decorators. MIT

• GitHub (👨‍💻 7 · 🔀 130 · 📋 200 - 2% open · ⏱️ 15.05.2022):

   git clone https://github.com/tkem/cachetools
  

• PyPi (📥 63M / month · 📦 3K · ⏱️ 15.05.2022):

   pip install cachetools
  

• Conda (📥 4.7M · ⏱️ 28.12.2021):

   conda install -c conda-forge cachetools
  

pylibmc (🥈28 · ⭐ 450 · 💤) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3

• GitHub (👨‍💻 49 · 🔀 120 · 📦 3.9K · 📋 190 - 13% open · ⏱️ 26.10.2021):

   git clone https://github.com/lericson/pylibmc
  

• PyPi (📥 160K / month · 📦 2.4K · ⏱️ 15.08.2019):

   pip install pylibmc
  

• Conda (📥 170K · ⏱️ 13.04.2022):

   conda install -c conda-forge pylibmc
  

aiocache (🥉27 · ⭐ 670) - Asyncio cache manager for redis, memcached and memory. BSD-3

• GitHub (👨‍💻 32 · 🔀 100 · 📦 770 · 📋 260 - 19% open · ⏱️ 12.05.2022):

   git clone https://github.com/aio-libs/aiocache
  

• PyPi (📥 140K / month · 📦 94 · ⏱️ 31.07.2019):

   pip install aiocache
  

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

• GitHub (👨‍💻 86 · 🔀 130 · 📦 3.5K · 📋 120 - 55% open · ⏱️ 07.12.2021):

   git clone https://github.com/bbangert/beaker
  

• PyPi (📥 310K / month · 📦 1.4K · ⏱️ 26.08.2019):

   pip install beaker
  

• Conda (📥 59K · ⏱️ 27.08.2019):

   conda install -c conda-forge beaker
  

cachier (🥉22 · ⭐ 400) - Persistent, stale-free, local and cross-machine caching for Python.. MIT

• GitHub (👨‍💻 14 · 🔀 45 · 📦 250 · 📋 51 - 39% open · ⏱️ 16.01.2022):

   git clone https://github.com/shaypal5/cachier
  

• PyPi (📥 9.6K / month · 📦 21 · ⏱️ 25.11.2021):

   pip install cachier
  

Show 1 hidden projects...

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

GUI Development

🔗 best-of-web-python - Web UI ( ⭐ 1.5K) - 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 (👨‍💻 560 · 🔀 2.9K · 📥 26K · 📦 6.9K · 📋 4.6K - 19% open · ⏱️ 25.04.2022):

   git clone https://github.com/kivy/kivy
  

• PyPi (📥 56K / month · 📦 570 · ⏱️ 06.03.2022):

   pip install kivy
  

• Conda (📥 230K · ⏱️ 13.04.2022):

   conda install -c conda-forge kivy
  

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

• GitHub (👨‍💻 18 · 🔀 1.5K · 📦 5.1K · 📋 2.8K - 23% open · ⏱️ 16.05.2022):

   git clone https://github.com/PySimpleGUI/PySimpleGUI
  

• PyPi (📥 140K / month · 📦 220 · ⏱️ 08.05.2022):

   pip install pysimplegui
  

• Conda (📥 51K · ⏱️ 12.05.2022):

   conda install -c conda-forge pysimplegui
  

DearPyGui (🥈32 · ⭐ 7.7K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT

• GitHub (👨‍💻 41 · 🔀 400 · 📦 360 · 📋 970 - 18% open · ⏱️ 19.05.2022):

   git clone https://github.com/hoffstadt/DearPyGui
  

• PyPi (📥 10K / month · 📦 15 · ⏱️ 06.05.2022):

   pip install dearpygui
  

Gooey (🥈29 · ⭐ 16K) - Turn (almost) any Python command line program into a full GUI application.. MIT

• GitHub (👨‍💻 100 · 🔀 840 · 📥 230 · 📦 560 · 📋 550 - 20% open · ⏱️ 08.05.2022):

   git clone https://github.com/chriskiehl/Gooey
  

• PyPi (📥 5K / month · 📦 71 · ⏱️ 29.01.2022):

   pip install gooey
  

• Conda (📥 45K · ⏱️ 29.12.2021):

   conda install -c conda-forge gooey
  

Eel (🥈29 · ⭐ 5K · 💤) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT

• GitHub (👨‍💻 38 · 🔀 500 · 📦 3.5K · 📋 450 - 31% open · ⏱️ 19.10.2021):

   git clone https://github.com/ChrisKnott/Eel
  

• PyPi (📥 56K / month · 📦 60 · ⏱️ 17.08.2020):

   pip install eel
  

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

• GitHub (👨‍💻 210 · 🔀 520 · 📋 580 - 23% open · ⏱️ 12.05.2022):

   git clone https://github.com/beeware/toga
  

• PyPi (📥 1.8K / month · 📦 33 · ⏱️ 06.05.2022):

   pip install toga
  

• npm (📥 50 / month · ⏱️ 23.04.2017):

   npm install @pybee/toga
  

flexx (🥉28 · ⭐ 3K) - Write desktop and web apps in pure Python. BSD-2

• GitHub (👨‍💻 37 · 🔀 260 · 📦 100 · 📋 440 - 19% open · ⏱️ 12.04.2022):

   git clone https://github.com/flexxui/flexx
  

• PyPi (📥 820 / month · 📦 21 · ⏱️ 12.04.2022):

   pip install flexx
  

• Conda (📥 86K · ⏱️ 12.04.2022):

   conda install -c conda-forge flexx
  

Show 2 hidden projects...

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

Computer & Machine Vision

🔗 best-of-ml-python - Computer Vision ( ⭐ 9.6K) - Collection of computer vision and image processing..

Machine Learning & Data Engineering

🔗 best-of-ml-python ( ⭐ 9.6K) - A ranked list of awesome machine learning Python libraries. Updated..

Text Data

🔗 best-of-ml-python - NLP ( ⭐ 9.6K) - Collection of text processing and NLP libraries.

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

• GitHub (👨‍💻 25 · 🔀 380 · 📋 140 - 3% open · ⏱️ 06.05.2022):

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

• PyPi (📥 3.7M / month · 📦 1.3K · ⏱️ 06.05.2022):

   pip install phonenumbers
  

• Conda (📥 550K · ⏱️ 06.05.2022):

   conda install -c conda-forge phonenumbers
  

chardet (🥈33 · ⭐ 1.7K · 💤) - Python character encoding detector. ❗️LGPL-2.1

• GitHub (👨‍💻 44 · 🔀 240 · 📋 140 - 54% open · ⏱️ 22.10.2021):

   git clone https://github.com/chardet/chardet
  

• PyPi (📥 61M / month · 📦 39K · ⏱️ 10.12.2020):

   pip install chardet
  

• Conda (📥 16M · ⏱️ 05.04.2022):

   conda install -c conda-forge chardet
  

• npm (📥 74 / month · 📦 1 · ⏱️ 20.08.2017):

   npm install @pypi/chardet
  

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

• GitHub (👨‍💻 64 · 🔀 160 · ⏱️ 03.05.2022):

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

• PyPi (📥 3.2M / month · 📦 1.9K · ⏱️ 03.05.2022):

   pip install humanize
  

• Conda (📥 230K · ⏱️ 03.05.2022):

   conda install -c conda-forge humanize
  

python-slugify (🥈31 · ⭐ 1.2K) - Returns unicode slugs. MIT

• GitHub (👨‍💻 30 · 🔀 90 · 📋 56 - 3% open · ⏱️ 27.04.2022):

   git clone https://github.com/un33k/python-slugify
  

• PyPi (📥 8.2M / month · 📦 2.7K · ⏱️ 27.04.2022):

   pip install python-slugify
  

• Conda (📥 770K · ⏱️ 28.04.2022):

   conda install -c conda-forge python-slugify
  

pyahocorasick (🥉29 · ⭐ 710) - Python module (C extension and plain python) implementing Aho-.. BSD-3

• GitHub (👨‍💻 24 · 🔀 100 · 📦 1K · 📋 120 - 19% open · ⏱️ 04.05.2022):

   git clone https://github.com/WojciechMula/pyahocorasick
  

• PyPi (📥 350K / month · 📦 96 · ⏱️ 04.05.2022):

   pip install pyahocorasick
  

• Conda (📥 140K · ⏱️ 15.04.2022):

   conda install -c conda-forge pyahocorasick
  

inflect (🥉29 · ⭐ 650) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT

• GitHub (👨‍💻 41 · 🔀 73 · 📋 87 - 20% open · ⏱️ 01.05.2022):

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

• PyPi (📥 1.6M / month · 📦 910 · ⏱️ 01.05.2022):

   pip install inflect
  

• Conda (📥 210K · ⏱️ 01.05.2022):

   conda install -c conda-forge inflect
  

Show 4 hidden projects...

• awesome-slugify (🥉21 · ⭐ 460 · 💀) - Python flexible slugify function. ❗️GPL-3.0
• price-parser (🥉19 · ⭐ 230 · 💀) - Extract price amount and currency symbol from a raw text.. BSD-3
• coolname (🥉18 · ⭐ 90 · 💀) - Random Name and Slug Generator. BSD-2
• millify (🥉15 · ⭐ 63 · 💀) - Convert long numbers into a human-readable format in Python. MIT

Web Development

🔗 best-of-web-python ( ⭐ 1.5K) - A ranked list of awesome python libraries for web development. Updated..

Database Clients

Libraries for connecting to, operating, and querying databases.

boto3 (🥇45 · ⭐ 7.3K) - AWS SDK for Python. Apache-2

• GitHub (👨‍💻 130 · 🔀 1.5K · 📦 180K · 📋 2.7K - 10% open · ⏱️ 18.05.2022):

   git clone https://github.com/boto/boto3
  

• PyPi (📥 350M / month · 📦 16K · ⏱️ 18.05.2022):

   pip install boto3
  

• Conda (📥 9.6M · ⏱️ 18.05.2022):

   conda install -c conda-forge boto3
  

SQLAlchemy (🥇44 · ⭐ 5.4K) - The Database Toolkit for Python. MIT

• GitHub (👨‍💻 540 · 🔀 880 · 📥 38K · 📦 390K · 📋 6.6K - 3% open · ⏱️ 19.05.2022):

   git clone https://github.com/sqlalchemy/sqlalchemy
  

• PyPi (📥 50M / month · 📦 45K · ⏱️ 26.04.2022):

   pip install SQLAlchemy
  

• Conda (📥 7.4M · ⏱️ 27.04.2022):

   conda install -c conda-forge sqlalchemy
  

redis (🥇43 · ⭐ 10K) - Redis Python Client. MIT

• GitHub (👨‍💻 320 · 🔀 2.2K · 📦 140K · 📋 1.2K - 11% open · ⏱️ 17.05.2022):

   git clone https://github.com/redis/redis-py
  

• PyPi (📥 23M / month · 📦 27K · ⏱️ 09.05.2022):

   pip install redis
  

• Conda (📥 690K · ⏱️ 09.05.2022):

   conda install -c conda-forge redis-py
  

azure-storage-blob (🥇42 · ⭐ 2.8K) - This repository is for active development of the Azure SDK.. MIT

• GitHub (👨‍💻 410 · 🔀 1.8K · 📦 2K · 📋 6.9K - 13% open · ⏱️ 19.05.2022):

   git clone https://github.com/Azure/azure-sdk-for-python
  

• PyPi (📥 40M / month · 📦 510 · ⏱️ 10.05.2022):

   pip install azure-storage-blob
  

• Conda (📥 420K · ⏱️ 16.05.2022):

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

peewee (🥇40 · ⭐ 9.1K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT

• GitHub (👨‍💻 150 · 🔀 1.3K · 📦 16K · 📋 2.1K - 0% open · ⏱️ 10.05.2022):

   git clone https://github.com/coleifer/peewee
  

• PyPi (📥 930K / month · 📦 3.6K · ⏱️ 07.03.2022):

   pip install peewee
  

• Conda (📥 390K · ⏱️ 10.04.2022):

   conda install -c conda-forge peewee
  

google-cloud-storage (🥇40 · ⭐ 3.9K) - Google Cloud Client Library for Python. Apache-2

• GitHub (👨‍💻 320 · 🔀 1.4K · 📋 3.4K - 0% open · ⏱️ 18.05.2022):

   git clone https://github.com/googleapis/google-cloud-python
  

• PyPi (📥 41M / month · 📦 1.7K · ⏱️ 13.04.2022):

   pip install google-cloud-storage
  

• Conda (📥 1.5M · ⏱️ 14.02.2022):

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

elasticsearch (🥇40 · ⭐ 3.6K) - Official Elasticsearch client library for Python. Apache-2

• GitHub (👨‍💻 180 · 🔀 1.1K · 📥 1.9K · 📦 28K · 📋 960 - 3% open · ⏱️ 06.05.2022):

   git clone https://github.com/elastic/elasticsearch-py
  

• PyPi (📥 20M / month · 📦 5.9K · ⏱️ 03.05.2022):

   pip install elasticsearch
  

• Conda (📥 560K · ⏱️ 03.05.2022):

   conda install -c conda-forge elasticsearch
  

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

• GitHub (👨‍💻 370 · 🔀 1.2K · 📦 17K · 📋 1.6K - 22% open · ⏱️ 13.05.2022):

   git clone https://github.com/MongoEngine/mongoengine
  

• PyPi (📥 800K / month · 📦 3.5K · ⏱️ 21.03.2022):

   pip install mongoengine
  

• Conda (📥 150K · ⏱️ 21.02.2022):

   conda install -c conda-forge mongoengine
  

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

• GitHub (👨‍💻 190 · 🔀 1K · ⏱️ 12.05.2022):

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

• PyPi (📥 22M / month · 📦 19K · ⏱️ 13.04.2022):

   pip install pymongo
  

• Conda (📥 640K · ⏱️ 14.04.2022):

   conda install -c conda-forge pymongo
  

PyMySQL (🥈37 · ⭐ 6.9K) - Pure Python MySQL Client. MIT

• GitHub (👨‍💻 110 · 🔀 1.3K · 📦 120K · 📋 600 - 4% open · ⏱️ 16.04.2022):

   git clone https://github.com/PyMySQL/PyMySQL
  

• PyPi (📥 25M / month · 📦 10K · ⏱️ 09.01.2021):

   pip install PyMySQL
  

• Conda (📥 610K · ⏱️ 09.01.2021):

   conda install -c conda-forge pymysql
  

kafka-python (🥈37 · ⭐ 4.8K) - Python client for Apache Kafka. Apache-2

• GitHub (👨‍💻 210 · 🔀 1.2K · 📥 1.7K · 📦 10K · 📋 1.4K - 15% open · ⏱️ 27.03.2022):

   git clone https://github.com/dpkp/kafka-python
  

• PyPi (📥 6.6M / month · 📦 1.3K · ⏱️ 30.09.2020):

   pip install kafka-python
  

• Conda (📥 290K · ⏱️ 30.09.2020):

   conda install -c conda-forge kafka-python
  

python-bigquery (🥈37 · ⭐ 430) - Google BigQuery API client library. Apache-2

• GitHub (👨‍💻 110 · 🔀 180 · 📦 12K · 📋 450 - 15% open · ⏱️ 19.05.2022):

   git clone https://github.com/googleapis/python-bigquery
  

• PyPi (📥 38M / month · 📦 970 · ⏱️ 09.05.2022):

   pip install google-cloud-bigquery
  

• Conda (📥 1.8M · ⏱️ 30.03.2022):

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

libcloud (🥈36 · ⭐ 1.8K) - Apache Libcloud is a Python library which hides differences between.. Apache-2

• GitHub (👨‍💻 440 · 🔀 890 · 📦 2.4K · 📋 170 - 36% open · ⏱️ 18.05.2022):

   git clone https://github.com/apache/libcloud
  

• PyPi (📥 140K / month · 📦 840 · ⏱️ 30.03.2022):

   pip install apache-libcloud
  

confluent-kafka-python (🥈35 · ⭐ 2.8K) - Confluents Kafka Python Client. Apache-2

• GitHub (👨‍💻 91 · 🔀 720 · 📦 3.7K · 📋 980 - 24% open · ⏱️ 17.05.2022):

   git clone https://github.com/confluentinc/confluent-kafka-python
  

• PyPi (📥 5.4M / month · 📦 340 · ⏱️ 07.01.2022):

   pip install confluent-kafka
  

• Conda (📥 370K · ⏱️ 05.11.2021):

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

Motor (🥈35 · ⭐ 1.9K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2

• GitHub (👨‍💻 38 · 🔀 180 · 📦 27K · ⏱️ 28.04.2022):

   git clone https://github.com/mongodb/motor
  

• PyPi (📥 6.2M / month · 📦 1.1K · ⏱️ 28.04.2022):

   pip install motor
  

• Conda (📥 19K · ⏱️ 28.04.2022):

   conda install -c conda-forge motor
  

alembic (🥈35 · ⭐ 1.4K) - A database migrations tool for SQLAlchemy. MIT

• GitHub (👨‍💻 150 · 🔀 140 · 📦 100K · 📋 870 - 10% open · ⏱️ 10.05.2022):

   git clone https://github.com/sqlalchemy/alembic
  

• PyPi (📥 20M / month · 📦 11K · ⏱️ 14.03.2022):

   pip install alembic
  

• Conda (📥 1.6M · ⏱️ 15.03.2022):

   conda install -c conda-forge alembic
  

SQLAlchemy-Utils (🥈34 · ⭐ 910) - Various utility functions and datatypes for SQLAlchemy. BSD-3

• GitHub (👨‍💻 110 · 🔀 270 · 📦 15K · 📋 360 - 50% open · ⏱️ 17.05.2022):

   git clone https://github.com/kvesteri/sqlalchemy-utils
  

• PyPi (📥 3.2M / month · 📦 2K · ⏱️ 29.12.2021):

   pip install sqlalchemy-utils
  

• Conda (📥 370K · ⏱️ 06.02.2022):

   conda install -c conda-forge sqlalchemy-utils
  

s3fs (🥈34 · ⭐ 550) - S3 Filesystem. BSD-3

• GitHub (👨‍💻 98 · 🔀 180 · 📦 8K · 📋 330 - 24% open · ⏱️ 13.05.2022):

   git clone https://github.com/fsspec/s3fs
  

• PyPi (📥 35M / month · 📦 470 · ⏱️ 31.03.2022):

   pip install s3fs
  

• Conda (📥 3.3M · ⏱️ 01.04.2022):

   conda install -c conda-forge s3fs
  

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

• GitHub (👨‍💻 130 · 🔀 720 · 📥 120 · 📦 6K · 📋 1.2K - 7% open · ⏱️ 15.03.2022):

   git clone https://github.com/elastic/elasticsearch-dsl-py
  

• PyPi (📥 2.3M / month · 📦 930 · ⏱️ 15.07.2021):

   pip install elasticsearch-dsl
  

• Conda (📥 5.1K · ⏱️ 02.05.2022):

   conda install -c anaconda elasticsearch-dsl
  

AWS Data Wrangler (🥈33 · ⭐ 2.8K) - Pandas on AWS - Easy integration with Athena, Glue,.. Apache-2

• GitHub (👨‍💻 100 · 🔀 460 · 📥 130K · 📋 680 - 4% open · ⏱️ 19.05.2022):

   git clone https://github.com/awslabs/aws-data-wrangler
  

• PyPi (📥 10M / month · 📦 28 · ⏱️ 11.04.2022):

   pip install awswrangler
  

• Conda (📥 180K · ⏱️ 12.04.2022):

   conda install -c conda-forge awswrangler
  

Prometheus Client (🥈33 · ⭐ 2.7K · 📉) - Prometheus instrumentation library for Python.. Apache-2

• GitHub (👨‍💻 120 · 🔀 650 · 📋 410 - 11% open · ⏱️ 06.05.2022):

   git clone https://github.com/prometheus/client_python
  

• PyPi (📥 20M / month · 📦 2K · ⏱️ 20.06.2019):

   pip install prometheus_client
  

• Conda (📥 5.7M · ⏱️ 08.04.2022):

   conda install -c conda-forge prometheus_client
  

Ibis (🥈33 · ⭐ 1.8K) - Expressive analytics in Python at any scale. Apache-2

• GitHub (👨‍💻 100 · 🔀 320 · 📥 24 · 📋 1.7K - 3% open · ⏱️ 19.05.2022):

   git clone https://github.com/ibis-project/ibis
  

• PyPi (📥 250K / month · 📦 39 · ⏱️ 28.04.2022):

   pip install ibis-framework
  

• Conda (📥 220K · ⏱️ 02.05.2022):

   conda install -c conda-forge ibis-framework
  

pandas-gbq (🥈33 · ⭐ 300) - Google BigQuery connector for pandas. BSD-3

• GitHub (👨‍💻 35 · 🔀 100 · 📥 260 · 📦 3.9K · 📋 260 - 17% open · ⏱️ 19.05.2022):

   git clone https://github.com/googleapis/python-bigquery-pandas
  

• PyPi (📥 6.1M / month · 📦 280 · ⏱️ 19.05.2022):

   pip install pandas-gbq
  

• Conda (📥 1.3M · ⏱️ 14.03.2022):

   conda install -c conda-forge pandas-gbq
  

PyPika (🥈32 · ⭐ 1.6K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2

• GitHub (👨‍💻 90 · 🔀 210 · 📦 1.3K · 📋 370 - 33% open · ⏱️ 15.03.2022):

   git clone https://github.com/kayak/pypika
  

• PyPi (📥 1.8M / month · 📦 64 · ⏱️ 15.03.2022):

   pip install pypika
  

• Conda (📥 330 · ⏱️ 25.10.2021):

   conda install -c conda-forge pypika
  

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

• GitHub (👨‍💻 180 · 🔀 490 · 📦 3.8K · ⏱️ 17.05.2022):

   git clone https://github.com/datastax/python-driver
  

• PyPi (📥 1.2M / month · 📦 670 · ⏱️ 18.03.2021):

   pip install cassandra-driver
  

• Conda (📥 110K · ⏱️ 13.04.2022):

   conda install -c conda-forge cassandra-driver
  

cx-Oracle (🥈32 · ⭐ 820) - Python interface to Oracle Database conforming to the Python DB API.. BSD-3

• GitHub (👨‍💻 17 · 🔀 320 · 📦 6.1K · 📋 610 - 7% open · ⏱️ 04.11.2021):

   git clone https://github.com/oracle/python-cx_Oracle
  

• PyPi (📥 3.6M / month · 📦 250 · ⏱️ 04.11.2021):

   pip install cx-Oracle
  

• Conda (📥 250K · ⏱️ 09.04.2022):

   conda install -c conda-forge cx_oracle
  

minio (🥈32 · ⭐ 510) - MinIO Client SDK for Python. Apache-2

• GitHub (👨‍💻 100 · 🔀 230 · 📦 2.7K · 📋 450 - 0% open · ⏱️ 18.05.2022):

   git clone https://github.com/minio/minio-py
  

• PyPi (📥 890K / month · 📦 320 · ⏱️ 05.05.2022):

   pip install minio
  

• Conda (📥 69K · ⏱️ 05.05.2022):

   conda install -c conda-forge minio
  

s3transfer (🥈32 · ⭐ 140) - Amazon S3 Transfer Manager for Python. Apache-2

• GitHub (👨‍💻 33 · 🔀 94 · 📦 110K · 📋 64 - 51% open · ⏱️ 11.05.2022):

   git clone https://github.com/boto/s3transfer
  

• PyPi (📥 170M / month · 📦 4.2K · ⏱️ 24.02.2022):

   pip install s3transfer
  

• Conda (📥 9.2M · ⏱️ 24.02.2022):

   conda install -c conda-forge s3transfer
  

dataset (🥉31 · ⭐ 4.2K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT

• GitHub (👨‍💻 75 · 🔀 280 · 📦 2.4K · 📋 270 - 4% open · ⏱️ 07.01.2022):

   git clone https://github.com/pudo/dataset
  

• PyPi (📥 82K / month · 📦 560 · ⏱️ 16.12.2021):

   pip install dataset
  

• Conda (📥 1.6K · ⏱️ 16.12.2021):

   conda install -c conda-forge dataset
  

Pony (🥉31 · ⭐ 2.9K) - Pony Object Relational Mapper. Apache-2

• GitHub (👨‍💻 22 · 🔀 210 · 📥 19 · 📦 2.5K · 📋 590 - 45% open · ⏱️ 27.01.2022):

   git clone https://github.com/ponyorm/pony
  

• PyPi (📥 48K / month · 📦 350 · ⏱️ 27.01.2022):

   pip install pony
  

• Conda (📥 67K · ⏱️ 28.01.2022):

   conda install -c conda-forge pony
  

Databases (🥉31 · ⭐ 2.9K) - Async database support for Python. BSD-3

• GitHub (👨‍💻 43 · 🔀 200 · 📦 4.5K · 📋 270 - 35% open · ⏱️ 06.03.2022):

   git clone https://github.com/encode/databases
  

• PyPi (📥 200K / month · 📦 93 · ⏱️ 20.01.2022):

   pip install databases
  

• Conda (📥 130K · ⏱️ 15.11.2021):

   conda install -c conda-forge databases
  

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

• GitHub (👨‍💻 99 · 🔀 260 · 📥 9 · 📋 750 - 43% open · ⏱️ 08.05.2022):

   git clone https://github.com/tortoise/tortoise-orm
  

• PyPi (📥 70K / month · 📦 49 · ⏱️ 27.03.2022):

   pip install tortoise-orm
  

• Conda (📥 2.3K · ⏱️ 13.04.2022):

   conda install -c conda-forge tortoise-orm
  

mysqlclient (🥉31 · ⭐ 2.1K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0

• GitHub (👨‍💻 69 · 🔀 350 · 📥 5.2K · 📋 280 - 5% open · ⏱️ 17.04.2022):

   git clone https://github.com/PyMySQL/mysqlclient
  

• PyPi (📥 3.6M / month · 📦 7.1K · ⏱️ 18.11.2021):

   pip install mysqlclient
  

• Conda (📥 150K · ⏱️ 09.12.2021):

   conda install -c conda-forge mysqlclient
  

PynamoDB (🥉31 · ⭐ 1.9K) - A pythonic interface to Amazons DynamoDB. MIT

• GitHub (👨‍💻 95 · 🔀 400 · 📦 1K · 📋 550 - 44% open · ⏱️ 07.03.2022):

   git clone https://github.com/pynamodb/PynamoDB
  

• PyPi (📥 1.4M / month · 📦 150 · ⏱️ 09.02.2022):

   pip install pynamodb
  

• Conda (📥 170K · ⏱️ 05.01.2022):

   conda install -c conda-forge pynamodb
  

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

• GitHub (👨‍💻 140 · 🔀 490 · 📦 5.6K · 📋 520 - 27% open · ⏱️ 09.09.2021):

   git clone https://github.com/influxdata/influxdb-python
  

• PyPi (📥 1.4M / month · 📦 1.2K · ⏱️ 11.11.2020):

   pip install influxdb
  

• Conda (📥 52K · ⏱️ 12.11.2020):

   conda install -c conda-forge influxdb
  

pygsheets (🥉31 · ⭐ 1.3K) - Google Sheets Python API v4. MIT

• GitHub (👨‍💻 78 · 🔀 190 · 📦 1.1K · 📋 360 - 10% open · ⏱️ 01.05.2022):

   git clone https://github.com/nithinmurali/pygsheets
  

• PyPi (📥 1.2M / month · 📦 77 · ⏱️ 05.02.2021):

   pip install pygsheets
  

neo4j-driver (🥉31 · ⭐ 700) - Neo4j Bolt driver for Python. Apache-2

• GitHub (👨‍💻 37 · 🔀 150 · 📋 200 - 3% open · ⏱️ 06.05.2022):

   git clone https://github.com/neo4j/neo4j-python-driver
  

• PyPi (📥 230K / month · 📦 220 · ⏱️ 25.04.2022):

   pip install neo4j-driver
  

• Conda (📥 130K · ⏱️ 26.04.2022):

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

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

• GitHub (👨‍💻 33 · 🔀 220 · 📋 770 - 1% open · ⏱️ 10.12.2021):

   git clone https://github.com/py2neo-org/py2neo
  

• PyPi (📥 96K / month · 📦 620 · ⏱️ 14.10.2021):

   pip install py2neo
  

• Conda (📥 43K · ⏱️ 14.10.2021):

   conda install -c conda-forge py2neo
  

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

• GitHub (👨‍💻 72 · 🔀 300 · 📥 3.1K · 📦 1.1K · 📋 280 - 9% open · ⏱️ 12.03.2022):

   git clone https://github.com/grokzen/redis-py-cluster
  

• PyPi (📥 2.5M / month · 📦 200 · ⏱️ 30.05.2021):

   pip install redis-py-cluster
  

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

• GitHub (👨‍💻 65 · 🔀 320 · 📦 2.6K · 📋 150 - 21% open · ⏱️ 12.04.2022):

   git clone https://github.com/django-haystack/pysolr
  

• PyPi (📥 150K / month · 📦 1.3K · ⏱️ 19.10.2021):

   pip install pysolr
  

• Conda (📥 18K · ⏱️ 28.04.2020):

   conda install -c conda-forge pysolr
  

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

• GitHub (👨‍💻 32 · 🔀 51 · 📦 1.7K · 📋 250 - 0% open · ⏱️ 10.03.2022):

   git clone https://github.com/cloudant/python-cloudant
  

• PyPi (📥 110K / month · 📦 290 · ⏱️ 26.08.2021):

   pip install cloudant
  

• Conda (📥 91K · ⏱️ 26.08.2021):

   conda install -c conda-forge cloudant
  

piccolos (🥉26 · ⭐ 760) - A fast, user friendly ORM and query builder which supports asyncio. MIT

• GitHub (👨‍💻 28 · 🔀 44 · 📦 65 · 📋 170 - 26% open · ⏱️ 13.05.2022):

   git clone https://github.com/piccolo-orm/piccolo
  

• PyPi (📥 4.8K / month · 📦 7 · ⏱️ 13.05.2022):

   pip install piccolo
  

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

• GitHub (👨‍💻 15 · 🔀 64 · 📦 4.8K · 📋 200 - 20% open · ⏱️ 23.12.2021):

   git clone https://github.com/Scille/umongo
  

• PyPi (📥 94K / month · 📦 14 · ⏱️ 23.12.2021):

   pip install umongo
  

• Conda (📥 490 · ⏱️ 23.12.2021):

   conda install -c conda-forge umongo
  

sqlmodel (🥉25 · ⭐ 7.4K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic

• GitHub (👨‍💻 10 · 🔀 300 · 📋 270 - 75% open · ⏱️ 16.04.2022):

   git clone https://github.com/tiangolo/sqlmodel
  

• PyPi (📥 100K / month · 📦 42 · ⏱️ 28.12.2021):

   pip install sqlmodel
  

• Conda (📥 1.2K · ⏱️ 28.12.2021):

   conda install -c conda-forge sqlmodel
  

gino (🥉25 · ⭐ 2.4K) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3

• GitHub (👨‍💻 46 · 🔀 140 · 📋 310 - 16% open · ⏱️ 12.02.2022):

   git clone https://github.com/python-gino/gino
  

• PyPi (📥 28K / month · 📦 42 · ⏱️ 12.02.2022):

   pip install gino
  

prisma (🥉23 · ⭐ 620) - Prisma Client Python is an auto-generated and fully type-safe database.. Apache-2

• GitHub (👨‍💻 10 · 🔀 25 · 📦 41 · 📋 210 - 52% open · ⏱️ 13.05.2022):

   git clone https://github.com/RobertCraigie/prisma-client-py
  

• PyPi (📥 3K / month · 📦 1 · ⏱️ 09.05.2022):

   pip install prisma
  

pyhdb (🥉23 · ⭐ 300 · 💤) - SAP HANA Connector in pure Python. Apache-2

• GitHub (👨‍💻 10 · 🔀 130 · 📥 84 · 📦 130 · ⏱️ 04.05.2021):

   git clone https://github.com/SAP-archive/PyHDB
  

• PyPi (📥 420K / month · 📦 19 · ⏱️ 16.02.2018):

   pip install pyhdb
  

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

• GitHub (👨‍💻 18 · 🔀 36 · 📦 520 · 📋 41 - 14% open · ⏱️ 21.09.2021):

   git clone https://github.com/amol-/depot
  

• PyPi (📥 3.7K / month · 📦 51 · ⏱️ 27.07.2020):

   pip install filedepot
  

ODMantic (🥉20 · ⭐ 520) - Async ODM (Object Document Mapper) for MongoDB based on python type hints. ISC

• GitHub (👨‍💻 11 · 🔀 51 · 📋 110 - 61% open · ⏱️ 23.04.2022):

   git clone https://github.com/art049/odmantic
  

• PyPi (📥 34K / month · 📦 1 · ⏱️ 23.04.2022):

   pip install odmantic
  

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

• GitHub (👨‍💻 11 · 🔀 30 · 📦 110 · 📋 21 - 33% open · ⏱️ 16.11.2021):

   git clone https://github.com/gmr/queries
  

• PyPi (📥 2.8K / month · 📦 27 · ⏱️ 16.11.2021):

   pip install queries
  

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

• GitHub (👨‍💻 11 · 🔀 15 · 📦 92 · 📋 22 - 22% open · ⏱️ 19.05.2022):

   git clone https://github.com/claws/aioprometheus
  

• PyPi (📥 21K / month · 📦 10 · ⏱️ 13.03.2022):

   pip install aioprometheus
  

psycopg3 (🥉18 · ⭐ 670) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0

• GitHub (👨‍💻 24 · 🔀 62 · 📋 160 - 12% open · ⏱️ 17.05.2022):

   git clone https://github.com/psycopg/psycopg
  

PugSQL (🥉17 · ⭐ 500) - A HugSQL-inspired database library for Python. Apache-2

• GitHub (👨‍💻 12 · 🔀 18 · 📋 35 - 42% open · ⏱️ 14.03.2022):

   git clone https://github.com/mcfunley/pugsql
  

• PyPi (📥 2.2K / month · 📦 1 · ⏱️ 13.03.2022):

   pip install pugsql
  

Show 11 hidden projects...

• psycopg2 (🥈37 · ⭐ 2.6K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution
• pyodbc (🥈32 · ⭐ 2.4K) - Python ODBC bridge. ❗️MIT-0
• google-cloud-bigtable (🥉31 · ⭐ 33) - Google Cloud Bigtable API client library. Apache-2
• Records (🥉30 · ⭐ 6.8K · 💀) - SQL for Humans. ISC
• mongo-connector (🥉26 · ⭐ 1.8K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
• HappyBase (🥉26 · ⭐ 580 · 💀) - A developer-friendly Python library to interact with Apache HBase. MIT
• 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 · ⭐ 170 · 💀) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
• lazydata (🥉15 · ⭐ 630 · 💀) - Lazydata: Scalable data dependencies for Python projects. Apache-2
• SuperSQLite (🥉14 · ⭐ 690 · 💀) - A supercharged SQLite library for Python. MIT

Data Loading & Extraction

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

Faker (🥇42 · ⭐ 14K) - Faker is a Python package that generates fake data for you. MIT

• GitHub (👨‍💻 460 · 🔀 1.6K · 📦 56K · 📋 580 - 12% open · ⏱️ 13.05.2022):

   git clone https://github.com/joke2k/faker
  

• PyPi (📥 5.8M / month · 📦 2.9K · ⏱️ 13.05.2022):

   pip install Faker
  

• Conda (📥 560K · ⏱️ 16.05.2022):

   conda install -c conda-forge faker
  

Datasets (🥇41 · ⭐ 13K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2

• GitHub (👨‍💻 410 · 🔀 1.7K · 📦 4.4K · 📋 1.6K - 34% open · ⏱️ 19.05.2022):

   git clone https://github.com/huggingface/datasets
  

• PyPi (📥 890K / month · 📦 200 · ⏱️ 11.05.2022):

   pip install datasets
  

• Conda (📥 15K · ⏱️ 16.05.2022):

   conda install -c conda-forge datasets
  

xlwings (🥇38 · ⭐ 2.3K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3

• GitHub (👨‍💻 57 · 🔀 420 · 📥 30K · 📦 23K · 📋 1.5K - 15% open · ⏱️ 11.05.2022):

   git clone https://github.com/xlwings/xlwings
  

• PyPi (📥 620K / month · 📦 620 · ⏱️ 01.05.2022):

   pip install xlwings
  

• Conda (📥 410K · ⏱️ 05.05.2022):

   conda install -c conda-forge xlwings
  

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

• GitHub (👨‍💻 49 · 🔀 460 · 📦 39K · 📋 210 - 26% open · ⏱️ 08.05.2022):

   git clone https://github.com/martinblech/xmltodict
  

• PyPi (📥 19M / month · 📦 5.1K · ⏱️ 08.05.2022):

   pip install xmltodict
  

• Conda (📥 1.5M · ⏱️ 08.05.2022):

   conda install -c conda-forge xmltodict
  

Tablib (🥈34 · ⭐ 4.1K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT

• GitHub (👨‍💻 120 · 🔀 570 · 📦 14K · 📋 240 - 14% open · ⏱️ 09.04.2022):

   git clone https://github.com/jazzband/tablib
  

• PyPi (📥 1.2M / month · 📦 1.3K · ⏱️ 09.04.2022):

   pip install tablib
  

• Conda (📥 70K · ⏱️ 09.04.2022):

   conda install -c conda-forge tablib
  

python-magic (🥈34 · ⭐ 2.1K) - A python wrapper for libmagic. MIT

• GitHub (👨‍💻 54 · 🔀 240 · 📦 26K · 📋 180 - 16% open · ⏱️ 25.04.2022):

   git clone https://github.com/ahupp/python-magic
  

• PyPi (📥 6M / month · 📦 3.1K · ⏱️ 02.02.2022):

   pip install python-magic
  

• Conda (📥 130K · ⏱️ 09.04.2022):

   conda install -c conda-forge python-magic
  

csvkit (🥈33 · ⭐ 5K) - A suite of utilities for converting to and working with CSV, the king of.. MIT

• GitHub (👨‍💻 100 · 🔀 570 · 📦 1.1K · 📋 850 - 7% open · ⏱️ 11.04.2022):

   git clone https://github.com/wireservice/csvkit
  

• PyPi (📥 96K / month · 📦 370 · ⏱️ 06.03.2022):

   pip install csvkit
  

• Conda (📥 62K · ⏱️ 20.03.2022):

   conda install -c conda-forge csvkit
  

smart-open (🥈33 · ⭐ 2.4K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT

• GitHub (👨‍💻 92 · 🔀 320 · 📋 350 - 17% open · ⏱️ 24.04.2022):

   git clone https://github.com/RaRe-Technologies/smart_open
  

• PyPi (📥 11M / month · 📦 460 · ⏱️ 24.04.2022):

   pip install smart-open
  

• Conda (📥 980K · ⏱️ 24.04.2022):

   conda install -c conda-forge smart_open
  

xlrd (🥈33 · ⭐ 2K · 💤) - Please use openpyxl where you can... BSD-3

• GitHub (👨‍💻 51 · 🔀 430 · 📦 96K · ⏱️ 21.08.2021):

   git clone https://github.com/python-excel/xlrd
  

• PyPi (📥 15M / month · 📦 8.1K · ⏱️ 11.12.2020):

   pip install xlrd
  

• Conda (📥 2.3M · ⏱️ 09.01.2021):

   conda install -c conda-forge xlrd
  

snorkel (🥈30 · ⭐ 5.1K) - A system for quickly generating training data with weak supervision. Apache-2

• GitHub (👨‍💻 76 · 🔀 800 · 📥 920 · 📦 170 · 📋 980 - 3% open · ⏱️ 28.04.2022):

   git clone https://github.com/snorkel-team/snorkel
  

• PyPi (📥 92K / month · 📦 10 · ⏱️ 19.11.2021):

   pip install snorkel
  

• Conda (📥 25K · ⏱️ 23.11.2021):

   conda install -c conda-forge snorkel
  

pandas-datareader (🥈29 · ⭐ 2.3K) - Extract data from a wide range of Internet sources into a.. BSD-3

• GitHub (👨‍💻 85 · 🔀 570 · 📋 490 - 19% open · ⏱️ 16.03.2022):

   git clone https://github.com/pydata/pandas-datareader
  

• PyPi (📥 300K / month · 📦 790 · ⏱️ 13.07.2021):

   pip install pandas-datareader
  

• Conda (📥 170K · ⏱️ 14.07.2021):

   conda install -c conda-forge pandas-datareader
  

gdown (🥈29 · ⭐ 2K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT

• GitHub (👨‍💻 14 · 🔀 180 · 📦 8K · 📋 100 - 18% open · ⏱️ 26.02.2022):

   git clone https://github.com/wkentaro/gdown
  

• PyPi (📥 280K / month · 📦 170 · ⏱️ 26.02.2022):

   pip install gdown
  

• Conda (📥 56K · ⏱️ 26.02.2022):

   conda install -c conda-forge gdown
  

Intake (🥈29 · ⭐ 760) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2

• GitHub (👨‍💻 74 · 🔀 120 · 📦 360 · 📋 300 - 27% open · ⏱️ 03.05.2022):

   git clone https://github.com/intake/intake
  

• PyPi (📥 12K / month · 📦 93 · ⏱️ 09.01.2022):

   pip install intake
  

• Conda (📥 160K · ⏱️ 10.01.2022):

   conda install -c conda-forge intake
  

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

• GitHub (👨‍💻 40 · 🔀 480 · 📋 210 - 40% open · ⏱️ 10.03.2022):

   git clone https://github.com/deanmalmgren/textract
  

• PyPi (📥 100K / month · 📦 120 · ⏱️ 10.03.2022):

   pip install textract
  

• Conda (📥 14K · ⏱️ 10.03.2022):

   conda install -c conda-forge textract
  

SDV (🥉28 · ⭐ 880) - Synthetic Data Generation for tabular, relational and time series data. MIT

• GitHub (👨‍💻 41 · 🔀 140 · 📦 62 · 📋 490 - 32% open · ⏱️ 18.05.2022):

   git clone https://github.com/sdv-dev/SDV
  

• PyPi (📥 15K / month · 📦 5 · ⏱️ 03.05.2022):

   pip install sdv
  

• Conda (📥 500 · ⏱️ 05.05.2022):

   conda install -c conda-forge sdv
  

camelot (🥉23 · ⭐ 1.5K · 💤) - A Python library to extract tabular data from PDFs. MIT

• GitHub (👨‍💻 38 · 🔀 290 · 📋 230 - 60% open · ⏱️ 11.07.2021):

   git clone https://github.com/camelot-dev/camelot
  

• PyPi (📥 5K / month · 📦 9 · ⏱️ 15.12.2021):

   pip install camelot
  

rows (🥉23 · ⭐ 790) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0

• GitHub (👨‍💻 31 · 🔀 140 · 📥 38 · 📦 140 · 📋 310 - 52% open · ⏱️ 18.05.2022):

   git clone https://github.com/turicas/rows
  

• PyPi (📥 1.3K / month · 📦 29 · ⏱️ 14.02.2019):

   pip install rows
  

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

• GitHub (👨‍💻 10 · 🔀 53 · 📦 590 · 📋 39 - 38% open · ⏱️ 23.09.2021):

   git clone https://github.com/uchicago-cs/deepdish
  

• PyPi (📥 16K / month · 📦 80 · ⏱️ 24.09.2021):

   pip install deepdish
  

• Conda (📥 66K · ⏱️ 24.09.2021):

   conda install -c conda-forge deepdish
  

img2dataset (🥉21 · ⭐ 630) - Easily turn large sets of image urls to an image dataset. Can.. MIT

• GitHub (👨‍💻 5 · 🔀 42 · 📥 150 · 📦 5 · 📋 99 - 29% open · ⏱️ 18.05.2022):

   git clone https://github.com/rom1504/img2dataset
  

• PyPi (📥 1.5K / month · 📦 1 · ⏱️ 18.05.2022):

   pip install img2dataset
  

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

• GitHub (👨‍💻 7 · 🔀 12 · 📦 69 · 📋 54 - 20% open · ⏱️ 05.12.2021):

   git clone https://github.com/shawnbrown/datatest
  

• PyPi (📥 9.8K / month · 📦 3 · ⏱️ 04.01.2021):

   pip install datatest
  

csvs-to-sqlite (🥉17 · ⭐ 690) - Convert CSV files into a SQLite database. Apache-2

• GitHub (👨‍💻 6 · 🔀 55 · 📋 66 - 56% open · ⏱️ 18.11.2021):

   git clone https://github.com/simonw/csvs-to-sqlite
  

• PyPi (📥 2.7K / month · 📦 5 · ⏱️ 18.11.2021):

   pip install csvs-to-sqlite
  

Show 7 hidden projects...

• PDFMiner (🥉28 · ⭐ 4.8K · 💀) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
• tabulator-py (🥉26 · ⭐ 220 · 💀) - Python library for reading and writing tabular data via streams. MIT
• Singer (🥉24 · ⭐ 970 · 💀) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0
• messytables (🥉24 · ⭐ 380 · 💀) - Tools for parsing messy tabular data. This is now superseded by.. MIT
• pyexcel-xlsx (🥉23 · ⭐ 100 · 💀) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
• borb (🥉19 · ⭐ 2.6K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed
• excalibur (🥉19 · ⭐ 1.1K · 💀) - A web interface to extract tabular data from PDFs. MIT

File Formats

PyYAML (🥇37 · ⭐ 1.8K · 💤) - Canonical source repository for PyYAML. MIT

• GitHub (👨‍💻 39 · 🔀 380 · 📦 480K · 📋 480 - 48% open · ⏱️ 13.10.2021):

   git clone https://github.com/yaml/pyyaml
  

• PyPi (📥 140M / month · 📦 71K · ⏱️ 13.10.2021):

   pip install pyyaml
  

• Conda (📥 19M · ⏱️ 31.03.2022):

   conda install -c conda-forge pyyaml
  

XlsxWriter (🥉36 · ⭐ 2.9K) - A Python module for creating Excel XLSX files. BSD-2

• GitHub (👨‍💻 46 · 🔀 560 · 📦 47K · 📋 770 - 1% open · ⏱️ 30.03.2022):

   git clone https://github.com/jmcnamara/XlsxWriter
  

• PyPi (📥 9.1M / month · 📦 3.7K · ⏱️ 27.02.2022):

   pip install xlsxwriter
  

• Conda (📥 1.8M · ⏱️ 27.02.2022):

   conda install -c conda-forge xlsxwriter
  

jmespath (🥉35 · ⭐ 1.6K) - JMESPath is a query language for JSON. MIT

• GitHub (👨‍💻 29 · 🔀 160 · 📋 130 - 39% open · ⏱️ 15.04.2022):

   git clone https://github.com/jmespath/jmespath.py
  

• PyPi (📥 100M / month · 📦 6.7K · ⏱️ 15.03.2022):

   pip install jmespath
  

• Conda (📥 8.8M · ⏱️ 16.03.2022):

   conda install -c conda-forge jmespath
  

Code Inspection

deepdiff (🥇34 · ⭐ 1.4K) - Deep Difference and search of any Python object/data. MIT

• GitHub (👨‍💻 62 · 🔀 170 · 📦 3.2K · 📋 190 - 20% open · ⏱️ 17.05.2022):

   git clone https://github.com/seperman/deepdiff
  

• PyPi (📥 5.7M / month · 📦 630 · ⏱️ 10.04.2022):

   pip install deepdiff
  

• Conda (📥 110K · ⏱️ 13.05.2022):

   conda install -c conda-forge deepdiff
  

typing_inspect (🥉24 · ⭐ 260 · 💤) - Runtime inspection utilities for Python typing module. MIT

• GitHub (👨‍💻 13 · 🔀 22 · 📋 45 - 33% open · ⏱️ 25.10.2021):

   git clone https://github.com/ilevkivskyi/typing_inspect
  

• PyPi (📥 16M / month · 📦 160 · ⏱️ 07.06.2021):

   pip install typing_inspect
  

• Conda (📥 820K · ⏱️ 09.06.2021):

   conda install -c conda-forge typing_inspect
  

Show 2 hidden projects...

• importlib-resources (🥈29 · ⭐ 28) - Read resources from Python packages. Apache-2
• entrypoints (🥉24 · ⭐ 69) - Discover and load entry points from installed packages. MIT

General Utilities

attrs (🥇39 · ⭐ 4.2K) - Python Classes Without Boilerplate. MIT

• GitHub (👨‍💻 120 · 🔀 300 · 📦 400K · 📋 550 - 17% open · ⏱️ 10.05.2022):

   git clone https://github.com/python-attrs/attrs
  

• PyPi (📥 100M / month · 📦 17K · ⏱️ 29.12.2021):

   pip install attrs
  

• Conda (📥 16M · ⏱️ 29.12.2021):

   conda install -c conda-forge attrs
  

more-itertools (🥇36 · ⭐ 2.4K) - More routines for operating on iterables, beyond itertools. MIT

• GitHub (👨‍💻 87 · 🔀 200 · 📥 2.5K · 📋 210 - 5% open · ⏱️ 06.05.2022):

   git clone https://github.com/more-itertools/more-itertools
  

• PyPi (📥 18M / month · 📦 8.4K · ⏱️ 06.05.2022):

   pip install more-itertools
  

• Conda (📥 9M · ⏱️ 14.05.2022):

   conda install -c conda-forge more-itertools
  

toolz (🥈33 · ⭐ 3.9K) - A functional standard library for Python. BSD-3

• GitHub (👨‍💻 71 · 🔀 230 · 📦 60K · 📋 240 - 42% open · ⏱️ 27.04.2022):

   git clone https://github.com/pytoolz/toolz
  

• PyPi (📥 14M / month · 📦 3.3K · ⏱️ 06.11.2021):

   pip install toolz
  

• Conda (📥 6.8M · ⏱️ 06.11.2021):

   conda install -c conda-forge toolz
  

python-dependency-injector (🥈33 · ⭐ 2.1K) - Dependency injection framework for Python. BSD-3

• GitHub (👨‍💻 23 · 🔀 140 · 📦 990 · 📋 400 - 18% open · ⏱️ 30.03.2022):

   git clone https://github.com/ets-labs/python-dependency-injector
  

• PyPi (📥 570K / month · 📦 52 · ⏱️ 30.03.2022):

   pip install dependency-injector
  

• Conda (📥 4K · ⏱️ 30.03.2022):

   conda install -c conda-forge dependency_injector
  

boltons (🥈31 · ⭐ 5.8K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3

• GitHub (👨‍💻 75 · 🔀 320 · 📥 23 · 📦 2.2K · 📋 140 - 34% open · ⏱️ 29.04.2022):

   git clone https://github.com/mahmoud/boltons
  

• PyPi (📥 1.8M / month · 📦 380 · ⏱️ 17.05.2021):

   pip install boltons
  

• Conda (📥 600K · ⏱️ 27.05.2021):

   conda install -c conda-forge boltons
  

returns (🥈31 · ⭐ 2.2K) - Make your functions return something meaningful, typed, and safe!. BSD-2

• GitHub (👨‍💻 39 · 🔀 89 · 📦 170 · 📋 390 - 15% open · ⏱️ 18.05.2022):

   git clone https://github.com/dry-python/returns
  

• PyPi (📥 45K / month · 📦 31 · ⏱️ 13.03.2022):

   pip install returns
  

• Conda (📥 1K · ⏱️ 13.03.2022):

   conda install -c conda-forge returns
  

funcy (🥉30 · ⭐ 2.8K) - A fancy and practical functional tools. BSD-3

• GitHub (👨‍💻 31 · 🔀 120 · 📦 4.9K · 📋 69 - 7% open · ⏱️ 21.04.2022):

   git clone https://github.com/Suor/funcy
  

• PyPi (📥 990K / month · 📦 580 · ⏱️ 20.12.2021):

   pip install funcy
  

• Conda (📥 190K · ⏱️ 21.12.2021):

   conda install -c conda-forge funcy
  

tenacity (🥉29 · ⭐ 3.8K) - Retrying library for Python. Apache-2

• GitHub (👨‍💻 69 · 🔀 200 · 📋 190 - 33% open · ⏱️ 27.04.2022):

   git clone https://github.com/jd/tenacity
  

• PyPi (📥 20M / month · 📦 740 · ⏱️ 12.07.2021):

   pip install tenacity
  

• Conda (📥 2.3M · ⏱️ 12.07.2021):

   conda install -c conda-forge tenacity
  

natsort (🥉27 · ⭐ 640) - Simple yet flexible natural sorting in Python. MIT

• GitHub (👨‍💻 19 · 🔀 36 · 📦 12K · 📋 77 - 3% open · ⏱️ 31.01.2022):

   git clone https://github.com/SethMMorton/natsort
  

• PyPi (📥 3.1M / month · 📦 950 · ⏱️ 31.01.2022):

   pip install natsort
  

• Conda (📥 670K · ⏱️ 31.01.2022):

   conda install -c conda-forge natsort
  

ubelt (🥉24 · ⭐ 600) - A Python utility belt containing simple tools, a stdlib like feel, and.. Apache-2

• GitHub (👨‍💻 2 · 🔀 43 · 📦 1.3K · 📋 7 - 14% open · ⏱️ 06.05.2022):

   git clone https://github.com/Erotemic/ubelt
  

• PyPi (📥 31K / month · 📦 50 · ⏱️ 20.02.2022):

   pip install ubelt
  

• Conda (📥 4.5K · ⏱️ 12.04.2022):

   conda install -c conda-forge ubelt
  

pampy (🥉22 · ⭐ 3.4K) - Pampy: The Pattern Matching for Python you always dreamed of. MIT

• GitHub (👨‍💻 10 · 🔀 130 · 📦 250 · 📋 40 - 62% open · ⏱️ 29.03.2022):

   git clone https://github.com/santinic/pampy
  

• PyPi (📥 35K / month · 📦 26 · ⏱️ 07.11.2019):

   pip install pampy
  

Show 4 hidden projects...

• retrying (🥉27 · ⭐ 1.8K · 💀) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
• CommonRegex (🥉23 · ⭐ 1.5K · 💀) - A collection of common regular expressions bundled with an easy.. MIT
• ratelimit (🥉23 · ⭐ 500 · 💀) - API Rate Limit Decorator. MIT
• pinject (🥉22 · ⭐ 1.3K · 💀) - A pythonic dependency injection library. Apache-2

Python Implementations

cpython (🥇40 · ⭐ 45K) - The Python programming language. MIT

• GitHub (👨‍💻 2K · 🔀 23K · 📋 61K - 13% open · ⏱️ 19.05.2022):

   git clone https://github.com/python/cpython
  

• PyPi (📥 19K / month · ⏱️ 22.07.2020):

   pip install cpython
  

• Conda (📥 940K · ⏱️ 01.05.2021):

   conda install -c conda-forge typing
  

• npm (📦 1 · ⏱️ 03.08.2017):

   npm install @buckpkg/python
  

micropython (🥈34 · ⭐ 14K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0

• GitHub (👨‍💻 490 · 🔀 5.4K · 📥 40K · 📋 4.5K - 32% open · ⏱️ 19.05.2022):

   git clone https://github.com/micropython/micropython
  

• PyPi (📦 14 · ⏱️ 10.10.2016):

   pip install micropython-_markupbase
  

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

• GitHub (👨‍💻 1K · 🔀 68 · 📥 9.5K · 📋 70 - 40% open · ⏱️ 19.05.2022):

   git 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 (🥉17 · ⭐ 820 · 💤) - The Stackless Python programming language. ❗Unlicensed
• cl-python (🥉11 · ⭐ 330) - An implementation of Python in Common Lisp. ❗Unlicensed

Others

Pygments (🥇42 · ⭐ 950 · 📈) - Pygments is a generic syntax highlighter written in Python. BSD-2

• GitHub (👨‍💻 710 · 🔀 410 · 📦 320K · 📋 1.6K - 23% open · ⏱️ 16.05.2022):

   git clone https://github.com/pygments/pygments
  

• PyPi (📥 37M / month · 📦 36K · ⏱️ 24.04.2022):

   pip install pygments
  

• Conda (📥 12M · ⏱️ 25.04.2022):

   conda install -c conda-forge pygments
  

cookiecutter (🥇38 · ⭐ 17K) - A cross-platform command-line utility that creates projects from.. BSD-3

• GitHub (👨‍💻 260 · 🔀 1.6K · 📦 13K · 📋 760 - 33% open · ⏱️ 18.03.2022):

   git clone https://github.com/cookiecutter/cookiecutter
  

• PyPi (📥 1.6M / month · 📦 1.5K · ⏱️ 14.06.2021):

   pip install cookiecutter
  

• Conda (📥 290K · ⏱️ 31.01.2022):

   conda install -c conda-forge cookiecutter
  

pycparser (🥇35 · ⭐ 2.6K) - Complete C99 parser in pure Python. BSD-3

• GitHub (👨‍💻 76 · 🔀 530 · 📦 340K · 📋 300 - 5% open · ⏱️ 25.01.2022):

   git clone https://github.com/eliben/pycparser
  

• PyPi (📥 77M / month · 📦 17K · ⏱️ 06.11.2021):

   pip install pycparser
  

• Conda (📥 17M · ⏱️ 07.11.2021):

   conda install -c conda-forge pycparser
  

wrapt (🥇35 · ⭐ 1.7K) - A Python module for decorators, wrappers and monkey patching. BSD-2

• GitHub (👨‍💻 25 · 🔀 210 · 📋 150 - 18% open · ⏱️ 02.05.2022):

   git clone https://github.com/GrahamDumpleton/wrapt
  

• PyPi (📥 64M / month · 📦 12K · ⏱️ 02.05.2022):

   pip install wrapt
  

• Conda (📥 6.5M · ⏱️ 02.05.2022):

   conda install -c conda-forge wrapt
  

pyparsing (🥇35 · ⭐ 1.5K) - Python library for creating PEG parsers. MIT

• GitHub (👨‍💻 47 · 🔀 220 · 📥 6.8K · 📋 240 - 8% open · ⏱️ 19.05.2022):

   git clone https://github.com/pyparsing/pyparsing
  

• PyPi (📥 100M / month · 📦 31K · ⏱️ 10.05.2022):

   pip install pyparsing
  

• Conda (📥 21M · ⏱️ 11.05.2022):

   conda install -c conda-forge pyparsing
  

py4j (🥈34 · ⭐ 950) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3

• GitHub (👨‍💻 34 · 🔀 170 · 📦 9.7K · 📋 390 - 33% open · ⏱️ 25.04.2022):

   git clone https://github.com/bartdag/py4j
  

• PyPi (📥 25M / month · 📦 660 · ⏱️ 18.03.2022):

   pip install py4j
  

• Conda (📥 1.5M · ⏱️ 18.03.2022):

   conda install -c conda-forge py4j
  

pyscaffold (🥈33 · ⭐ 1.5K) - Python project template generator with batteries included. MIT

• GitHub (👨‍💻 50 · 🔀 160 · 📋 270 - 7% open · ⏱️ 11.05.2022):

   git clone https://github.com/pyscaffold/pyscaffold
  

• PyPi (📥 480K / month · 📦 56 · ⏱️ 16.03.2022):

   pip install pyscaffold
  

• Conda (📥 130K · ⏱️ 17.03.2022):

   conda install -c conda-forge pyscaffold
  

decorator (🥈32 · ⭐ 680) - Decorators for Humans. BSD-2

• GitHub (👨‍💻 26 · 🔀 87 · 📦 300K · 📋 92 - 3% open · ⏱️ 07.01.2022):

   git clone https://github.com/micheles/decorator
  

• PyPi (📥 48M / month · 📦 24K · ⏱️ 07.01.2022):

   pip install decorator
  

• Conda (📥 12M · ⏱️ 07.01.2022):

   conda install -c conda-forge decorator
  

keyboard (🥈31 · ⭐ 2.9K) - Hook and simulate global keyboard events on Windows and Linux. MIT

• GitHub (👨‍💻 38 · 🔀 340 · 📦 6.5K · 📋 480 - 63% open · ⏱️ 21.04.2022):

   git clone https://github.com/boppreh/keyboard
  

• PyPi (📥 170K / month · 📦 250 · ⏱️ 23.03.2020):

   pip install keyboard
  

• Conda (📥 4.3K · ⏱️ 08.11.2021):

   conda install -c conda-forge keyboard
  

pluggy (🥉30 · ⭐ 780) - A minimalist production ready plugin system. MIT

• GitHub (👨‍💻 44 · 🔀 110 · 📋 150 - 27% open · ⏱️ 11.05.2022):

   git clone https://github.com/pytest-dev/pluggy
  

• PyPi (📥 44M / month · 📦 10K · ⏱️ 25.08.2021):

   pip install pluggy
  

• Conda (📥 11M · ⏱️ 01.04.2022):

   conda install -c conda-forge pluggy
  

fastcore (🥉30 · ⭐ 730) - Python supercharged for the fastai library. Apache-2

• GitHub (👨‍💻 45 · 🔀 210 · 📋 270 - 4% open · ⏱️ 16.05.2022):

   git clone https://github.com/fastai/fastcore
  

• PyPi (📥 480K / month · 📦 160 · ⏱️ 16.05.2022):

   pip install fastcore
  

• Conda (📥 2.9K · ⏱️ 16.05.2022):

   conda install -c conda-forge fastcore
  

diagrams (🥉29 · ⭐ 18K) - Diagram as Code for prototyping cloud system architectures. MIT

• GitHub (👨‍💻 100 · 🔀 1.1K · 📋 420 - 65% open · ⏱️ 09.02.2022):

   git clone https://github.com/mingrammer/diagrams
  

• PyPi (📥 75K / month · 📦 23 · ⏱️ 09.02.2022):

   pip install diagrams
  

• Conda (📥 110K · ⏱️ 23.01.2022):

   conda install -c conda-forge diagrams
  

Copier (🥉27 · ⭐ 550) - Library and command-line utility for rendering projects templates. MIT

• GitHub (👨‍💻 33 · 🔀 62 · 📦 74 · 📋 260 - 11% open · ⏱️ 19.05.2022):

   git clone https://github.com/copier-org/copier
  

• PyPi (📥 8.5K / month · 📦 7 · ⏱️ 15.05.2022):

   pip install copier
  

powerline-shell (🥉26 · ⭐ 5.8K) - A beautiful and useful prompt for your shell. MIT

• GitHub (👨‍💻 86 · 🔀 730 · 📦 79 · 📋 290 - 42% open · ⏱️ 16.03.2022):

   git clone https://github.com/b-ryan/powerline-shell
  

• PyPi (📥 2.1K / month · 📦 4 · ⏱️ 16.09.2018):

   pip install powerline-shell
  

pyscreenshot (🥉26 · ⭐ 430) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2

• GitHub (👨‍💻 24 · 🔀 82 · 📦 1.5K · 📋 66 - 7% open · ⏱️ 08.05.2022):

   git clone https://github.com/ponty/pyscreenshot
  

• PyPi (📥 87K / month · 📦 240 · ⏱️ 18.04.2021):

   pip install pyscreenshot
  

Send2Trash (🥉26 · ⭐ 200) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3

• GitHub (👨‍💻 13 · 🔀 31 · 📋 44 - 40% open · ⏱️ 01.05.2022):

   git clone https://github.com/arsenetar/send2trash
  

• PyPi (📥 10M / month · 📦 2.7K · ⏱️ 21.08.2021):

   pip install send2trash
  

• Conda (📥 4.9M · ⏱️ 09.08.2021):

   conda install -c conda-forge send2trash
  

catalogue (🥉25 · ⭐ 110) - Super lightweight function registries for your library. MIT

• GitHub (👨‍💻 8 · 🔀 18 · 📦 15K · 📋 9 - 66% open · ⏱️ 22.03.2022):

   git clone https://github.com/explosion/catalogue
  

• PyPi (📥 4.5M / month · 📦 51 · ⏱️ 22.03.2022):

   pip install catalogue
  

• Conda (📥 590K · ⏱️ 08.04.2022):

   conda install -c conda-forge catalogue
  

pluginbase (🥉24 · ⭐ 1K · 💤) - A simple but flexible plugin system for Python. BSD-3

• GitHub (👨‍💻 9 · 🔀 140 · 📦 1.3K · ⏱️ 16.05.2021):

   git clone https://github.com/mitsuhiko/pluginbase
  

• PyPi (📥 450K / month · 📦 160 · ⏱️ 16.05.2021):

   pip install pluginbase
  

• Conda (📥 220K ·