Best-of Python

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

This curated list contains 390 awesome open-source projects with a total of 1.5M stars grouped into 28 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

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Contents

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

Explanation

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

Data Serialization

protobuf (🥇49 · ⭐ 58K) - Protocol Buffers - Googles data interchange format. BSD-3

• GitHub (👨‍💻 1.1K · 🔀 15K · 📥 39M · 📦 330K · 📋 5.4K - 13% open · ⏱️ 19.01.2023):

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

• PyPi (📥 110M / month · 📦 15K · ⏱️ 24.06.2022):

   pip install protobuf
  

• Conda (📥 12M · ⏱️ 23.12.2022):

   conda install -c conda-forge protobuf
  

• npm (📥 4.4M / month · 📦 3.2K · ⏱️ 10.10.2022):

   npm install google-protobuf
  

flatbuffers (🥇43 · ⭐ 20K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2

• GitHub (👨‍💻 620 · 🔀 3K · 📥 140K · 📦 45K · 📋 2.2K - 7% open · ⏱️ 19.01.2023):

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

• PyPi (📥 8.5M / month · 📦 220 · ⏱️ 10.05.2021):

   pip install flatbuffers
  

• Conda (📥 550K · ⏱️ 10.12.2022):

   conda install -c conda-forge flatbuffers
  

• npm (📥 630K / month · 📦 240 · ⏱️ 04.01.2023):

   npm install flatbuffers
  

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

• GitHub (👨‍💻 200 · 🔀 620 · 📦 65K · 📋 1.2K - 14% open · ⏱️ 18.01.2023):

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

• PyPi (📥 23M / month · 📦 10K · ⏱️ 26.06.2022):

   pip install marshmallow
  

• Conda (📥 1.4M · ⏱️ 13.11.2022):

   conda install -c conda-forge marshmallow
  

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

• GitHub (👨‍💻 41 · 🔀 320 · 📥 6K · 📦 96K · 📋 190 - 9% open · ⏱️ 03.01.2023):

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

• PyPi (📥 16M / month · 📦 21K · ⏱️ 16.11.2021):

   pip install simplejson
  

• Conda (📥 2.2M · ⏱️ 03.01.2023):

   conda install -c conda-forge simplejson
  

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

• GitHub (👨‍💻 39 · 🔀 150 · 📥 280K · 📦 77K · 📋 460 - 33% open · ⏱️ 14.01.2023):

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

• PyPi (📥 21M / month · 📦 3.5K · ⏱️ 20.05.2022):

   pip install dill
  

• Conda (📥 3.2M · ⏱️ 24.10.2022):

   conda install -c conda-forge dill
  

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

• GitHub (👨‍💻 18 · 🔀 150 · 📦 26K · 📋 280 - 1% open · ⏱️ 10.01.2023):

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

• PyPi (📥 6.1M / month · 📦 550 · ⏱️ 06.07.2022):

   pip install orjson
  

• Conda (📥 560K · ⏱️ 12.01.2023):

   conda install -c conda-forge orjson
  

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

• GitHub (👨‍💻 84 · 🔀 360 · 📋 330 - 7% open · ⏱️ 02.01.2023):

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

• PyPi (📥 7.7M / month · 📦 4.2K · ⏱️ 02.07.2022):

   pip install ujson
  

• Conda (📥 2.8M · ⏱️ 27.10.2022):

   conda install -c conda-forge ujson
  

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

• GitHub (👨‍💻 53 · 🔀 140 · 📥 19 · 📦 65K · 📋 240 - 32% open · ⏱️ 19.01.2023):

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

• PyPi (📥 25M / month · 📦 2.6K · ⏱️ 10.09.2021):

   pip install cloudpickle
  

• Conda (📥 11M · ⏱️ 07.09.2022):

   conda install -c conda-forge cloudpickle
  

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

• GitHub (👨‍💻 69 · 🔀 150 · 📋 280 - 20% open · ⏱️ 29.12.2022):

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

• PyPi (📥 9.7M / month · 📦 2.3K · ⏱️ 11.05.2022):

   pip install jsonpickle
  

• Conda (📥 1.1M · ⏱️ 02.12.2022):

   conda install -c conda-forge jsonpickle
  

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

• GitHub (👨‍💻 74 · 🔀 220 · 📥 900 · 📋 260 - 3% open · ⏱️ 18.01.2023):

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

• PyPi (📥 27M / month · 📦 2.1K · ⏱️ 03.06.2022):

   pip install msgpack
  

• Conda (📥 10M · ⏱️ 26.10.2022):

   conda install -c conda-forge msgpack-python
  

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

• GitHub (👨‍💻 13 · 🔀 28 · 📦 24K · 📋 25 - 4% open · ⏱️ 14.12.2022):

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

• PyPi (📥 3.5M / month · 📦 260 · ⏱️ 13.04.2022):

   pip install srsly
  

• Conda (📥 1.1M · ⏱️ 28.10.2022):

   conda install -c conda-forge srsly
  

hickle (🥉26 · ⭐ 450) - a HDF5-based python pickle replacement. MIT

• GitHub (👨‍💻 23 · 🔀 70 · 📦 440 · 📋 110 - 7% open · ⏱️ 31.08.2022):

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

• PyPi (📥 7.8K / month · 📦 85 · ⏱️ 17.12.2021):

   pip install hickle
  

• Conda (📥 21K · ⏱️ 11.07.2019):

   conda install -c conda-forge hickle
  

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

• GitHub (👨‍💻 14 · 🔀 45 · 📦 730 · 📋 80 - 15% open · ⏱️ 12.09.2022):

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

• PyPi (📥 220K / month · 📦 16 · ⏱️ 29.05.2022):

   pip install pysimdjson
  

• Conda (📥 51K · ⏱️ 29.10.2022):

   conda install -c conda-forge pysimdjson
  

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

• GitHub (👨‍💻 19 · 🔀 42 · 📦 3.2K · 📋 100 - 11% open · ⏱️ 17.10.2022):

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

• PyPi (📥 810K / month · 📦 250 · ⏱️ 07.07.2022):

   pip install python-rapidjson
  

• Conda (📥 1.1M · ⏱️ 28.10.2022):

   conda install -c conda-forge python-rapidjson
  

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

• GitHub (👨‍💻 12 · 🔀 24 · 📦 130 · 📋 13 - 30% open · ⏱️ 22.11.2022):

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

• PyPi (📥 22K / month · 📦 17 · ⏱️ 11.05.2022):

   pip install rtoml
  

Show 1 hidden projects...

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

Data Containers & Dataframes

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

pandas (🥇52 · ⭐ 37K) - Flexible and powerful data analysis / manipulation library for.. BSD-3

• GitHub (👨‍💻 3.2K · 🔀 16K · 📥 180K · 📦 940K · 📋 24K - 15% open · ⏱️ 19.01.2023):

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

• PyPi (📥 100M / month · 📦 61K · ⏱️ 20.09.2022):

   pip install pandas
  

• Conda (📥 34M · ⏱️ 10.01.2023):

   conda install -c conda-forge pandas
  

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

• GitHub (👨‍💻 1.6K · 🔀 7.5K · 📥 640K · 📦 1.4M · 📋 11K - 19% open · ⏱️ 19.01.2023):

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

• PyPi (📥 130M / month · 📦 120K · ⏱️ 26.12.2022):

   pip install numpy
  

• Conda (📥 47M · ⏱️ 02.01.2023):

   conda install -c conda-forge numpy
  

h5py (🥇40 · ⭐ 1.8K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3

• GitHub (👨‍💻 190 · 🔀 480 · 📥 2.4K · 📦 190K · 📋 1.4K - 17% open · ⏱️ 18.01.2023):

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

• PyPi (📥 12M / month · 📦 14K · ⏱️ 24.05.2022):

   pip install h5py
  

• Conda (📥 10M · ⏱️ 27.10.2022):

   conda install -c conda-forge h5py
  

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

• GitHub (👨‍💻 410 · 🔀 870 · 📦 14K · 📋 3.7K - 29% open · ⏱️ 18.01.2023):

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

• PyPi (📥 1.7M / month · 📦 1.5K · ⏱️ 09.06.2022):

   pip install xarray
  

• Conda (📥 6.9M · ⏱️ 03.12.2022):

   conda install -c conda-forge xarray
  

PyTables (🥈38 · ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3

• GitHub (👨‍💻 110 · 🔀 230 · 📥 170 · 📦 42K · 📋 670 - 23% open · ⏱️ 11.01.2023):

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

• PyPi (📥 790K / month · 📦 2.4K · ⏱️ 28.12.2021):

   pip install tables
  

• Conda (📥 5.2M · ⏱️ 27.10.2022):

   conda install -c conda-forge pytables
  

polars (🥈36 · ⭐ 13K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT

• GitHub (👨‍💻 150 · 🔀 620 · 📦 530 · 📋 2.6K - 15% open · ⏱️ 19.01.2023):

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

• PyPi (📥 220K / month · 📦 30 · ⏱️ 26.11.2022):

   pip install polars
  

Modin (🥈35 · ⭐ 8.2K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2

• GitHub (👨‍💻 110 · 🔀 580 · 📥 200K · 📦 820 · 📋 3.3K - 25% open · ⏱️ 18.01.2023):

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

• PyPi (📥 300K / month · 📦 26 · ⏱️ 25.06.2022):

   pip install modin
  

• Conda (📥 200K · ⏱️ 14.12.2022):

   conda install -c conda-forge modin-core
  

TinyDB (🥈33 · ⭐ 5.6K · 📈) - TinyDB is a lightweight document oriented database optimized for your.. MIT

• GitHub (👨‍💻 79 · 🔀 480 · 📦 9.3K · 📋 290 - 3% open · ⏱️ 14.01.2023):

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

• PyPi (📥 400K / month · 📦 810 · ⏱️ 19.02.2022):

   pip install tinydb
  

• Conda (📥 240K · ⏱️ 14.01.2023):

   conda install -c conda-forge tinydb
  

numexpr (🥈32 · ⭐ 1.9K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT

• GitHub (👨‍💻 63 · 🔀 180 · 📥 130 · 📋 340 - 18% open · ⏱️ 17.11.2022):

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

• PyPi (📥 2.5M / month · 📦 3K · ⏱️ 25.06.2022):

   pip install numexpr
  

• Conda (📥 5.6M · ⏱️ 26.10.2022):

   conda install -c conda-forge numexpr
  

zarr (🥈32 · ⭐ 1.1K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT

• GitHub (👨‍💻 80 · 🔀 210 · 📋 590 - 42% open · ⏱️ 16.01.2023):

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

• PyPi (📥 90K / month · 📦 250 · ⏱️ 23.06.2022):

   pip install zarr
  

• Conda (📥 2M · ⏱️ 09.10.2022):

   conda install -c conda-forge zarr
  

Bottleneck (🥈32 · ⭐ 840) - Fast NumPy array functions written in C. BSD-2

• GitHub (👨‍💻 27 · 🔀 92 · 📦 38K · 📋 230 - 18% open · ⏱️ 12.11.2022):

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

• PyPi (📥 480K / month · 📦 1.6K · ⏱️ 02.07.2022):

   pip install Bottleneck
  

• Conda (📥 3M · ⏱️ 27.10.2022):

   conda install -c conda-forge bottleneck
  

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

• GitHub (👨‍💻 72 · 🔀 580 · 📥 240 · 📦 390 · 📋 1.2K - 36% open · ⏱️ 08.12.2022):

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

• PyPi (📥 47K / month · 📦 17 · ⏱️ 03.06.2022):

   pip install vaex
  

• Conda (📥 150K · ⏱️ 02.12.2022):

   conda install -c conda-forge vaex
  

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

• GitHub (👨‍💻 51 · 🔀 340 · 📥 1K · 📦 260 · 📋 590 - 18% open · ⏱️ 14.12.2022):

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

• PyPi (📥 1.7M / month · 📦 13 · ⏱️ 19.10.2021):

   pip install koalas
  

• Conda (📥 240K · ⏱️ 20.10.2021):

   conda install -c conda-forge koalas
  

pandera (🥉31 · ⭐ 1.9K) - A light-weight, flexible, and expressive statistical data testing.. MIT

• GitHub (👨‍💻 78 · 🔀 160 · 📦 470 · 📋 510 - 30% open · ⏱️ 20.12.2022):

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

• PyPi (📥 550K / month · 📦 26 · ⏱️ 01.05.2022):

   pip install pandera
  

• Conda (📥 17K · ⏱️ 03.11.2022):

   conda install -c conda-forge pandera-core
  

datasketch (🥉30 · ⭐ 1.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT

• GitHub (👨‍💻 24 · 🔀 250 · 📥 19 · 📦 530 · 📋 140 - 26% open · ⏱️ 30.08.2022):

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

• PyPi (📥 790K / month · 📦 57 · ⏱️ 04.02.2022):

   pip install datasketch
  

docarray (🥉30 · ⭐ 1.6K) - The data structure for multimodal data Neural Search Vector Search.. Apache-2

• GitHub (👨‍💻 50 · 🔀 120 · 📦 160 · 📋 320 - 18% open · ⏱️ 18.01.2023):

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

• PyPi (📥 93K / month · 📦 1 · ⏱️ 06.07.2022):

   pip install docarray
  

• Conda (📥 73K · ⏱️ 08.09.2022):

   conda install -c conda-forge docarray
  

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

• GitHub (👨‍💻 33 · 🔀 140 · 📥 1.8K · 📋 1.5K - 10% open · ⏱️ 14.01.2023):

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

• PyPi (📥 79K / month · 📦 21 · ⏱️ 01.07.2021):

   pip install datatable
  

• Conda (📥 18K · ⏱️ 23.12.2020):

   conda install -c conda-forge datatable
  

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

• GitHub (👨‍💻 24 · 🔀 170 · 📋 180 - 37% open · ⏱️ 15.01.2023):

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

• PyPi (📥 350K / month · 📦 25 · ⏱️ 15.03.2022):

   pip install pandarallel
  

• Conda (📥 13K · ⏱️ 16.01.2023):

   conda install -c conda-forge pandarallel
  

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

• GitHub (👨‍💻 17 · 🔀 99 · 📦 780 · 📋 130 - 10% open · ⏱️ 16.08.2022):

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

• PyPi (📥 570K / month · 📦 30 · ⏱️ 07.07.2022):

   pip install swifter
  

• Conda (📥 180K · ⏱️ 17.08.2022):

   conda install -c conda-forge swifter
  

StaticFrame (🥉27 · ⭐ 330) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT

• GitHub (👨‍💻 21 · 🔀 29 · 📦 12 · 📋 520 - 6% open · ⏱️ 18.01.2023):

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

• PyPi (📥 2.5K / month · 📦 2 · ⏱️ 01.07.2022):

   pip install static-frame
  

• Conda (📥 230K · ⏱️ 11.01.2023):

   conda install -c conda-forge static-frame
  

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

• GitHub (👨‍💻 9 · 🔀 49 · 📦 27 · 📋 26 - 61% open · ⏱️ 20.11.2022):

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

• PyPi (📥 740 / month · 📦 8 · ⏱️ 17.08.2020):

   pip install bounter
  

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

• GitHub (👨‍💻 10 · 🔀 40 · 📋 13 - 46% open · ⏱️ 07.01.2023):

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

• PyPi (📥 58K / month · 📦 57 · ⏱️ 25.11.2021):

   pip install pandas-summary
  

Show 8 hidden projects...

• Blaze (🥈32 · ⭐ 3.1K · 💀) - NumPy and Pandas interface to Big Data. BSD-3
• Arctic (🥉30 · ⭐ 2.9K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1
• sklearn-pandas (🥉28 · ⭐ 2.7K) - Pandas integration with sklearn. ❗️Zlib sklearn
• pandasql (🥉27 · ⭐ 1.2K · 💀) - sqldf for pandas. MIT
• bcolz (🥉26 · ⭐ 940 · 💀) - A columnar data container that can be compressed. BSD-3
• pickleDB (🥉23 · ⭐ 740 · 💀) - pickleDB is an open source key-value store using Pythons json module. BSD-3
• fletcher (🥉19 · ⭐ 230 · 💀) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT
• PandaPy (🥉11 · ⭐ 530 · 💀) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

Data Structures

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

• GitHub (👨‍💻 69 · 🔀 140 · 📦 210K · 📋 160 - 11% open · ⏱️ 29.12.2022):

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

• PyPi (📥 46M / month · 📦 2.1K · ⏱️ 14.01.2022):

   pip install pyrsistent
  

• Conda (📥 14M · ⏱️ 02.01.2023):

   conda install -c conda-forge pyrsistent
  

python-sortedcontainers (🥇34 · ⭐ 2.9K · 📉) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2

• GitHub (👨‍💻 23 · 🔀 180 · 📦 96K · 📋 170 - 11% open · ⏱️ 06.11.2022):

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

• PyPi (📥 15M / month · 📦 2K · ⏱️ 16.05.2021):

   pip install sortedcontainers
  

• Conda (📥 8.6M · ⏱️ 17.05.2021):

   conda install -c conda-forge sortedcontainers
  

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

• GitHub (👨‍💻 47 · 🔀 80 · 📥 2.8K · 📋 130 - 8% open · ⏱️ 16.01.2023):

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

• PyPi (📥 76M / month · 📦 3K · ⏱️ 24.01.2022):

   pip install multidict
  

• Conda (📥 7.6M · ⏱️ 29.12.2022):

   conda install -c conda-forge multidict
  

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

• GitHub (👨‍💻 13 · 🔀 52 · 📦 11K · 📋 54 - 5% open · ⏱️ 04.01.2023):

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

• PyPi (📥 900K / month · 📦 430 · ⏱️ 23.03.2022):

   pip install bidict
  

• Conda (📥 190K · ⏱️ 01.01.2023):

   conda install -c conda-forge bidict
  

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

• GitHub (👨‍💻 19 · 🔀 54 · 📦 660 · 📋 170 - 62% open · ⏱️ 19.01.2023):

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

• PyPi (📥 1.1M / month · 📦 87 · ⏱️ 24.01.2022):

   pip install glom
  

• Conda (📥 17K · ⏱️ 19.01.2023):

   conda install -c conda-forge glom
  

sqlitedict (🥈29 · ⭐ 970) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2

• GitHub (👨‍💻 40 · 🔀 120 · 📦 2.2K · 📋 99 - 32% open · ⏱️ 03.12.2022):

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

• PyPi (📥 160K / month · 📦 200 · ⏱️ 04.03.2022):

   pip install sqlitedict
  

• Conda (📥 55K · ⏱️ 04.03.2022):

   conda install -c conda-forge sqlitedict
  

anytree (🥈29 · ⭐ 780) - Python tree data library. Apache-2

• GitHub (👨‍💻 23 · 🔀 110 · 📦 13K · 📋 160 - 24% open · ⏱️ 20.09.2022):

   git clone https://github.com/c0fec0de/anytree
  

• PyPi (📥 540K / month · 📦 200 · ⏱️ 15.01.2020):

   pip install anytree
  

• Conda (📥 23K · ⏱️ 19.04.2020):

   conda install -c conda-forge anytree
  

munch (🥉28 · ⭐ 650) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT

• GitHub (👨‍💻 27 · 🔀 75 · 📋 44 - 27% open · ⏱️ 08.11.2022):

   git clone https://github.com/Infinidat/munch
  

• PyPi (📥 3.3M / month · 📦 770 · ⏱️ 09.03.2020):

   pip install munch
  

• Conda (📥 2.8M · ⏱️ 30.10.2019):

   conda install -c conda-forge munch
  

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

• GitHub (👨‍💻 23 · 🔀 41 · 📋 37 - 13% open · ⏱️ 19.01.2023):

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

• PyPi (📥 320K / month · 📦 92 · ⏱️ 17.12.2021):

   pip install janus
  

• Conda (📥 12K · ⏱️ 17.12.2021):

   conda install -c conda-forge janus
  

ordered-set (🥉27 · ⭐ 180) - A mutable set that remembers the order of its entries. One of Pythons.. MIT

• GitHub (👨‍💻 19 · 🔀 41 · 📋 39 - 10% open · ⏱️ 06.09.2022):

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

• PyPi (📥 5.3M / month · 📦 280 · ⏱️ 26.01.2022):

   pip install ordered-set
  

• Conda (📥 260K · ⏱️ 26.01.2022):

   conda install -c conda-forge ordered-set
  

immutables (🥉26 · ⭐ 1K) - A high-performance immutable mapping type for Python. Apache-2

• GitHub (👨‍💻 13 · 🔀 49 · 📦 5.1K · 📋 42 - 21% open · ⏱️ 18.11.2022):

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

• PyPi (📥 1.4M / month · 📦 100 · ⏱️ 22.05.2022):

   pip install immutables
  

• Conda (📥 880K · ⏱️ 30.10.2022):

   conda install -c conda-forge immutables
  

python-benedict (🥉26 · ⭐ 830) - dict subclass with keylist/keypath support, built-in I/O.. MIT

• GitHub (👨‍💻 5 · 🔀 40 · 📋 80 - 10% open · ⏱️ 18.01.2023):

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

• PyPi (📥 900K / month · 📦 13 · ⏱️ 27.04.2022):

   pip install python-benedict
  

• Conda (📥 100K · ⏱️ 13.01.2023):

   conda install -c conda-forge python-benedict
  

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

• GitHub (👨‍💻 1 · 🔀 93 · 📥 31 · 📋 150 - 16% open · ⏱️ 29.10.2022):

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

• PyPi (📥 1.4M / month · 📦 280 · ⏱️ 02.04.2022):

   pip install python-box
  

• Conda (📥 350K · ⏱️ 01.11.2022):

   conda install -c conda-forge python-box
  

Show 2 hidden projects...

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

Data Validation

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

• GitHub (👨‍💻 340 · 🔀 1.1K · 📦 130K · 📋 2.1K - 25% open · ⏱️ 15.01.2023):

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

• PyPi (📥 41M / month · 📦 3.7K · ⏱️ 19.05.2022):

   pip install pydantic
  

• Conda (📥 3.6M · ⏱️ 09.01.2023):

   conda install -c conda-forge pydantic
  

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

• GitHub (👨‍💻 100 · 🔀 540 · 📦 290K · 📋 700 - 5% open · ⏱️ 28.12.2022):

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

• PyPi (📥 61M / month · 📦 18K · ⏱️ 07.07.2022):

   pip install jsonschema
  

• Conda (📥 16M · ⏱️ 30.11.2022):

   conda install -c conda-forge jsonschema
  

voluptuous (🥈30 · ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3

• GitHub (👨‍💻 89 · 🔀 200 · 📦 6.3K · 📋 240 - 17% open · ⏱️ 23.10.2022):

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

• PyPi (📥 2.1M / month · 📦 1.3K · ⏱️ 07.04.2022):

   pip install voluptuous
  

• Conda (📥 240K · ⏱️ 07.04.2022):

   conda install -c conda-forge voluptuous
  

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

• GitHub (👨‍💻 42 · 🔀 120 · 📦 54K · 📋 120 - 69% open · ⏱️ 06.06.2022):

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

• PyPi (📥 3.8M / month · 📦 1.5K · ⏱️ 05.06.2022):

   pip install validators
  

• Conda (📥 260K · ⏱️ 18.12.2020):

   conda install -c conda-forge validators
  

param (🥈30 · ⭐ 310) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3

• GitHub (👨‍💻 33 · 🔀 57 · 📦 5.2K · 📋 360 - 43% open · ⏱️ 17.01.2023):

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

• PyPi (📥 360K / month · 📦 130 · ⏱️ 20.06.2022):

   pip install param
  

• Conda (📥 950K · ⏱️ 13.12.2022):

   conda install -c conda-forge param
  

strictyaml (🥉26 · ⭐ 1.2K) - Type-safe YAML parser and validator. MIT

• GitHub (👨‍💻 20 · 🔀 52 · 📦 1.1K · 📋 150 - 54% open · ⏱️ 22.10.2022):

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

• PyPi (📥 300K / month · 📦 160 · ⏱️ 28.11.2021):

   pip install strictyaml
  

• Conda (📥 190K · ⏱️ 08.10.2022):

   conda install -c conda-forge strictyaml
  

dirty-equals (🥉21 · ⭐ 610) - Doing dirty (but extremely useful) things with equals. MIT

• GitHub (👨‍💻 9 · 🔀 22 · 📦 120 · 📋 17 - 47% open · ⏱️ 27.09.2022):

   git clone https://github.com/samuelcolvin/dirty-equals
  

• PyPi (📥 15K / month · 📦 7 · ⏱️ 18.04.2022):

   pip install dirty-equals
  

• Conda (📥 20K · ⏱️ 03.11.2022):

   conda install -c conda-forge dirty-equals
  

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

• GitHub (👨‍💻 9 · 🔀 23 · 📦 65 · 📋 18 - 38% open · ⏱️ 05.01.2023):

   git clone https://github.com/podio/valideer
  

• PyPi (📥 11K / month · 📦 17 · ⏱️ 20.12.2015):

   pip install valideer
  

• Conda (📥 20K · ⏱️ 06.07.2018):

   conda install -c conda-forge valideer
  

typical (🥉20 · ⭐ 170 · 💤) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT

• GitHub (👨‍💻 8 · 🔀 9 · 📋 98 - 16% open · ⏱️ 01.02.2022):

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

• PyPi (📥 69K / month · 📦 3 · ⏱️ 23.12.2021):

   pip install typical
  

• Conda (📥 22K · ⏱️ 23.12.2021):

   conda install -c conda-forge typical
  

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

• GitHub (👨‍💻 7 · 🔀 13 · 📋 24 - 12% open · ⏱️ 03.05.2022):

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

• PyPi (📥 16K / month · 📦 4 · ⏱️ 10.03.2021):

   pip install validr
  

Show 5 hidden projects...

• cerberus (🥈34 · ⭐ 2.9K · 💀) - Lightweight, extensible data validation library for Python. ISC
• schema (🥈32 · ⭐ 2.7K · 💀) - Schema validation just got Pythonic. MIT
• schematics (🥈30 · ⭐ 2.5K · 💀) - Python Data Structures for Humans. BSD-3
• python-email-validator (🥉25 · ⭐ 700) - A robust email syntax and deliverability validation.. ❗️CC0-1.0
• dataklasses (🥉7 · ⭐ 760 · 💤) - A different spin on dataclasses. ❗Unlicensed

Algorithms & Design Patterns

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

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

• GitHub (👨‍💻 75 · 🔀 510 · 📦 2.7K · 📋 420 - 1% open · ⏱️ 06.01.2023):

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

• PyPi (📥 310K / month · 📦 250 · ⏱️ 24.02.2022):

   pip install transitions
  

• Conda (📥 320K · ⏱️ 02.09.2022):

   conda install -c conda-forge transitions
  

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

• GitHub (👨‍💻 190 · 🔀 4.4K · 📦 79 · 📋 300 - 67% open · ⏱️ 12.11.2022):

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

• PyPi (📥 21K / month · 📦 15 · ⏱️ 04.10.2020):

   pip install algorithms
  

• Conda (📥 1.3K · ⏱️ 23.04.2021):

   conda install -c conda-forge algorithms
  

Show 1 hidden projects...

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

Date & Time Utilities

python-dateutil (🥇39 · ⭐ 2K) - Useful extensions to the standard Python datetime features. Apache-2

• GitHub (👨‍💻 130 · 🔀 420 · 📥 35K · 📦 900K · 📋 700 - 45% open · ⏱️ 03.12.2022):

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

• PyPi (📥 170M / month · ⏱️ 14.07.2021):

   pip install python-dateutil
  

• Conda (📥 36M · ⏱️ 14.07.2021):

   conda install -c conda-forge python-dateutil
  

arrow (🥈38 · ⭐ 8.2K · 📉) - Better dates & times for Python. Apache-2

• GitHub (👨‍💻 270 · 🔀 630 · 📦 36K · 📋 480 - 18% open · ⏱️ 15.11.2022):

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

• PyPi (📥 10M / month · 📦 4.6K · ⏱️ 27.01.2022):

   pip install arrow
  

• Conda (📥 1.4M · ⏱️ 05.09.2022):

   conda install -c conda-forge arrow
  

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

• GitHub (👨‍💻 120 · 🔀 430 · 📦 16K · 📋 660 - 44% open · ⏱️ 12.01.2023):

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

• PyPi (📥 4.6M / month · 📦 1.1K · ⏱️ 17.03.2022):

   pip install dateparser
  

• Conda (📥 100K · ⏱️ 12.01.2023):

   conda install -c conda-forge dateparser
  

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

• GitHub (👨‍💻 19 · 🔀 69 · 📦 1.3M · 📋 67 - 37% open · ⏱️ 14.01.2023):

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

• PyPi (📥 110M / month · 📦 82K · ⏱️ 20.03.2022):

   pip install pytz
  

• Conda (📥 33M · ⏱️ 16.01.2023):

   conda install -c conda-forge pytz
  

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

• GitHub (👨‍💻 87 · 🔀 310 · 📥 63 · 📦 15K · 📋 490 - 46% open · ⏱️ 23.12.2022):

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

• PyPi (📥 9.7M / month · 📦 990 · ⏱️ 24.07.2020):

   pip install pendulum
  

• Conda (📥 640K · ⏱️ 26.10.2022):

   conda install -c conda-forge pendulum
  

holidays (🥉33 · ⭐ 890) - Generate and work with holidays in Python. MIT

• GitHub (👨‍💻 200 · 🔀 370 · 📥 170 · 📋 320 - 8% open · ⏱️ 27.12.2022):

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

• PyPi (📥 5M / month · 📦 380 · ⏱️ 05.06.2022):

   pip install holidays
  

• Conda (📥 2.6M · ⏱️ 28.12.2022):

   conda install -c conda-forge holidays
  

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

• GitHub (👨‍💻 24 · 🔀 46 · 📦 31K · 📋 35 - 40% open · ⏱️ 13.03.2022):

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

• PyPi (📥 57M / month · 📦 2.1K · ⏱️ 13.12.2021):

   pip install isodate
  

• Conda (📥 3.9M · ⏱️ 15.12.2021):

   conda install -c conda-forge isodate
  

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

• GitHub (👨‍💻 26 · 🔀 52 · 📋 75 - 8% open · ⏱️ 02.06.2022):

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

• PyPi (📥 25M / month · 📦 3.6K · ⏱️ 02.04.2022):

   pip install tzlocal
  

• Conda (📥 1.8M · ⏱️ 26.10.2022):

   conda install -c conda-forge tzlocal
  

Show 1 hidden projects...

• parsedatetime (🥉29 · ⭐ 650 · 💀) - Parse human-readable date/time strings. Apache-2

File & Path Utilities

filesystem_spec (🥇39 · ⭐ 540) - A specification that python filesystems should adhere to. BSD-3

• GitHub (👨‍💻 170 · 🔀 230 · 📦 37K · 📋 520 - 37% open · ⏱️ 14.01.2023):

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

• PyPi (📥 72M / month · 📦 400 · ⏱️ 19.05.2022):

   pip install fsspec
  

• Conda (📥 9.7M · ⏱️ 10.11.2022):

   conda install -c conda-forge fsspec
  

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

• GitHub (👨‍💻 140 · 🔀 660 · 📦 74K · 📋 610 - 28% open · ⏱️ 04.01.2023):

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

• PyPi (📥 9.5M / month · 📦 7.8K · ⏱️ 10.06.2022):

   pip install watchdog
  

• Conda (📥 1.7M · ⏱️ 01.01.2023):

   conda install -c conda-forge watchdog
  

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

• GitHub (👨‍💻 30 · 🔀 78 · 📦 190K · 📋 84 - 20% open · ⏱️ 28.12.2022):

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

• PyPi (📥 49M / month · 📦 2.3K · ⏱️ 31.05.2022):

   pip install filelock
  

• Conda (📥 10M · ⏱️ 29.12.2022):

   conda install -c conda-forge filelock
  

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

• GitHub (👨‍💻 30 · 🔀 140 · 📦 72K · 📋 100 - 44% open · ⏱️ 21.12.2022):

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

• PyPi (📥 5.5M / month · 📦 1.6K · ⏱️ 04.09.2022):

   pip install aiofiles
  

• Conda (📥 300K · ⏱️ 28.09.2022):

   conda install -c conda-forge aiofiles
  

appdirs (🥉31 · ⭐ 950) - A small Python module for determining appropriate platform-specific dirs,.. MIT

• GitHub (👨‍💻 34 · 🔀 91 · 📦 200K · 📋 110 - 47% open · ⏱️ 05.01.2023):

   git clone https://github.com/ActiveState/appdirs
  

• PyPi (📥 12M / month · 📦 15K · ⏱️ 11.05.2020):

   pip install appdirs
  

• Conda (📥 7.3M · ⏱️ 19.10.2020):

   conda install -c conda-forge appdirs
  

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

• GitHub (👨‍💻 47 · 🔀 170 · 📋 350 - 23% open · ⏱️ 18.10.2022):

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

• PyPi (📥 680K / month · 📦 560 · ⏱️ 02.05.2022):

   pip install fs
  

• Conda (📥 540K · ⏱️ 02.03.2022):

   conda install -c conda-forge fs
  

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

• GitHub (👨‍💻 48 · 🔀 140 · 📋 130 - 1% open · ⏱️ 02.01.2023):

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

• PyPi (📥 790K / month · 📦 110 · ⏱️ 25.02.2022):

   pip install path
  

• Conda (📥 340K · ⏱️ 26.12.2022):

   conda install -c conda-forge path
  

scandir (🥉29 · ⭐ 510 · 💤) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3

• GitHub (👨‍💻 22 · 🔀 66 · 📦 14K · 📋 95 - 5% open · ⏱️ 23.01.2022):

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

• PyPi (📥 6.8M / month · 📦 2.2K · ⏱️ 09.03.2019):

   pip install scandir
  

• Conda (📥 1.3M · ⏱️ 28.10.2022):

   conda install -c conda-forge scandir
  

Show 2 hidden projects...

• zipp (🥉29 · ⭐ 33) - 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 (🥇38 · ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT

• GitHub (👨‍💻 110 · 🔀 280 · 📦 250K · 📋 390 - 50% open · ⏱️ 13.01.2023):

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

• PyPi (📥 32M / month · 📦 17K · ⏱️ 31.10.2019):

   pip install future
  

• Conda (📥 10M · ⏱️ 13.01.2023):

   conda install -c conda-forge future
  

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

• GitHub (👨‍💻 65 · 🔀 250 · 📦 1.5M · 📋 290 - 37% open · ⏱️ 26.07.2022):

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

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

   pip install six
  

• Conda (📥 35M · ⏱️ 05.05.2021):

   conda install -c conda-forge six
  

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

• GitHub (👨‍💻 89 · 🔀 220 · 📋 690 - 15% open · ⏱️ 10.10.2022):

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

• PyPi (📥 8.4M / month · 📦 5.8K · ⏱️ 01.05.2021):

   pip install typing
  

• Conda (📥 1.9M · ⏱️ 01.05.2021):

   conda install -c conda-forge typing
  

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

• GitHub (👨‍💻 12 · 🔀 51 · 📦 43K · 📋 120 - 5% open · ⏱️ 22.03.2022):

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

• PyPi (📥 9.7M / month · 📦 2.1K · ⏱️ 13.11.2020):

   pip install dataclasses
  

• Conda (📥 9M · ⏱️ 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 · 🔀 52 · 📦 33K · 📋 73 - 8% open · ⏱️ 31.10.2022):

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

• PyPi (📥 10M / 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 (🥉27 · ⭐ 72 · 💤) - Backport of pathlib aiming to support the full stdlib Python API. MIT
• contextlib2 (🥉26 · ⭐ 35 · 💤) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

Cryptography

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

• GitHub (👨‍💻 280 · 🔀 1.1K · 📦 370K · 📋 2.1K - 1% open · ⏱️ 19.01.2023):

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

• PyPi (📥 150M / month · 📦 20K · ⏱️ 05.07.2022):

   pip install cryptography
  

• Conda (📥 31M · ⏱️ 02.01.2023):

   conda install -c conda-forge cryptography
  

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

• GitHub (👨‍💻 130 · 🔀 400 · 📦 55K · 📋 560 - 17% open · ⏱️ 02.01.2023):

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

• PyPi (📥 26M / month · 📦 1.4K · ⏱️ 22.06.2022):

   pip install pycryptodomex
  

• Conda (📥 1M · ⏱️ 27.11.2022):

   conda install -c conda-forge pycryptodomex
  

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

• GitHub (👨‍💻 110 · 🔀 1.2K · 📥 1K · 📦 35 · 📋 460 - 26% open · ⏱️ 13.01.2023):

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

• PyPi (📥 1.1M / month · 📦 3 · ⏱️ 10.08.2021):

   pip install tink
  

• npm (📥 230 / month · ⏱️ 25.08.2020):

   npm install tink-crypto
  

bcrypt (🥉33 · ⭐ 950) - Modern(-ish) password hashing for your software and your servers. Apache-2

• GitHub (👨‍💻 31 · 🔀 130 · 📋 110 - 5% open · ⏱️ 19.01.2023):

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

• PyPi (📥 31M / month · 📦 7.9K · ⏱️ 01.05.2022):

   pip install bcrypt
  

• Conda (📥 2.7M · ⏱️ 27.10.2022):

   conda install -c conda-forge bcrypt
  

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

• GitHub (👨‍💻 38 · 🔀 120 · 📦 96K · 📋 160 - 21% open · ⏱️ 18.10.2022):

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

• PyPi (📥 45M / month · 📦 7K · ⏱️ 15.03.2022):

   pip install asn1crypto
  

• Conda (📥 7.7M · ⏱️ 15.03.2022):

   conda install -c conda-forge asn1crypto
  

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

• GitHub (👨‍💻 110 · 🔀 140 · 📋 470 - 10% open · ⏱️ 16.01.2023):

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

• PyPi (📥 21M / month · 📦 3.8K · ⏱️ 08.06.2022):

   pip install keyring
  

• Conda (📥 2.6M · ⏱️ 22.12.2022):

   conda install -c conda-forge keyring
  

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

• GitHub (👨‍💻 39 · 🔀 96 · 📦 220K · 📋 110 - 15% open · ⏱️ 20.07.2022):

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

• PyPi (📥 110M / month · 📦 6.9K · ⏱️ 24.11.2021):

   pip install rsa
  

• Conda (📥 9.7M · ⏱️ 20.07.2022):

   conda install -c conda-forge rsa
  

Infrastructure & DevOps

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

• GitHub (👨‍💻 6.7K · 🔀 23K · 📦 25K · 📋 31K - 3% open · ⏱️ 18.01.2023):

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

• PyPi (📥 4.4M / month · 📦 4.1K · ⏱️ 28.06.2022):

   pip install ansible
  

• Conda (📥 800K · ⏱️ 07.12.2022):

   conda install -c conda-forge ansible
  

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

• GitHub (👨‍💻 410 · 🔀 3.6K · 📥 1.2K · 📦 1 · 📋 4.3K - 12% open · ⏱️ 18.01.2023):

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

• PyPi (📥 160M / month · 📦 3K · ⏱️ 06.07.2022):

   pip install awscli
  

• Conda (📥 17M · ⏱️ 18.01.2023):

   conda install -c conda-forge awscli
  

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

• GitHub (👨‍💻 190 · 🔀 970 · 📦 190K · 📋 1K - 13% open · ⏱️ 18.01.2023):

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

• PyPi (📥 280M / month · 📦 8.1K · ⏱️ 06.07.2022):

   pip install botocore
  

• Conda (📥 19M · ⏱️ 18.01.2023):

   conda install -c conda-forge botocore
  

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

• GitHub (👨‍💻 470 · 🔀 4.7K · 📥 130M · 📦 11K · 📋 6.6K - 3% open · ⏱️ 18.01.2023):

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

• PyPi (📥 1.5M / month · 📦 1.2K · ⏱️ 10.05.2021):

   pip install docker-compose
  

• Conda (📥 280K · ⏱️ 04.11.2022):

   conda install -c conda-forge docker-compose
  

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

• GitHub (👨‍💻 220 · 🔀 830 · 📥 140K · 📦 2.2K · 📋 5.7K - 28% open · ⏱️ 19.01.2023):

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

• PyPi (📥 570K / month · 📦 120 · ⏱️ 07.07.2022):

   pip install pulumi
  

• npm (📥 840K / month · 📦 520 · ⏱️ 18.01.2023):

   npm install @pulumi/pulumi
  

paramiko (🥈41 · ⭐ 8.1K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1

• GitHub (👨‍💻 180 · 🔀 1.9K · 📦 68K · 📋 1.7K - 57% open · ⏱️ 04.11.2022):

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

• PyPi (📥 31M / month · 📦 13K · ⏱️ 17.05.2022):

   pip install paramiko
  

• Conda (📥 2.6M · ⏱️ 05.11.2022):

   conda install -c conda-forge paramiko
  

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

• GitHub (👨‍💻 430 · 🔀 1.6K · 📥 140 · 📦 51K · 📋 1.6K - 25% open · ⏱️ 13.01.2023):

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

• PyPi (📥 28M / month · 📦 3.5K · ⏱️ 07.10.2021):

   pip install docker
  

• Conda (📥 3M · ⏱️ 23.10.2022):

   conda install -c conda-forge docker-py
  

kubernetes (🥈37 · ⭐ 5.4K) - Official Python client library for kubernetes. Apache-2

• GitHub (👨‍💻 170 · 🔀 2.9K · 📋 1.2K - 9% open · ⏱️ 17.01.2023):

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

• PyPi (📥 12M / month · 📦 1.2K · ⏱️ 22.06.2022):

   pip install kubernetes
  

• Conda (📥 380K · ⏱️ 20.10.2022):

   conda install -c conda-forge kubernetes
  

netmiko (🥈37 · ⭐ 3K) - Multi-vendor library to simplify Paramiko SSH connections to network devices. MIT

• GitHub (👨‍💻 210 · 🔀 1.1K · 📦 3K · 📋 1.9K - 12% open · ⏱️ 13.01.2023):

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

• PyPi (📥 150K / month · 📦 240 · ⏱️ 28.06.2022):

   pip install netmiko
  

schedule (🥉34 · ⭐ 10K · 💤) - Python job scheduling for humans. MIT

• GitHub (👨‍💻 51 · 🔀 860 · 📦 22K · 📋 400 - 33% open · ⏱️ 23.04.2022):

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

• PyPi (📥 2.6M / month · 📦 1.3K · ⏱️ 10.04.2021):

   pip install schedule
  

• Conda (📥 27K · ⏱️ 10.04.2021):

   conda install -c conda-forge schedule
  

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

• GitHub (👨‍💻 110 · 🔀 180 · 📋 340 - 35% open · ⏱️ 03.01.2023):

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

• PyPi (📥 1.1M / month · 📦 440 · ⏱️ 23.12.2021):

   pip install plumbum
  

• Conda (📥 890K · ⏱️ 04.01.2023):

   conda install -c conda-forge plumbum
  

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

• GitHub (👨‍💻 140 · 🔀 1.9K · 📋 1.7K - 25% open · ⏱️ 14.07.2022):

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

• PyPi (📥 2.6M / month · ⏱️ 14.07.2022):

   pip install fabric
  

• Conda (📥 58K · ⏱️ 09.09.2022):

   conda install -c conda-forge fabric
  

pyinfra (🥉31 · ⭐ 2.2K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT

• GitHub (👨‍💻 85 · 🔀 300 · 📦 54 · 📋 660 - 19% open · ⏱️ 15.01.2023):

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

• PyPi (📥 14K / month · 📦 11 · ⏱️ 30.06.2022):

   pip install pyinfra
  

sshtunnel (🥉30 · ⭐ 1.1K) - SSH tunnels to remote server. MIT

• GitHub (👨‍💻 24 · 🔀 160 · 📦 4K · 📋 190 - 29% open · ⏱️ 28.10.2022):

   git clone https://github.com/pahaz/sshtunnel
  

• PyPi (📥 5.1M / month · 📦 260 · ⏱️ 11.01.2021):

   pip install sshtunnel
  

• Conda (📥 100K · ⏱️ 08.11.2021):

   conda install -c conda-forge sshtunnel
  

pypyr (🥉18 · ⭐ 480 · 📉) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2

• GitHub (👨‍💻 9 · 🔀 23 · 📋 130 - 12% open · ⏱️ 25.10.2022):

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

• PyPi (📥 2.2K / month · 📦 8 · ⏱️ 26.05.2022):

   pip install pypyr
  

• Conda (📥 6.6K · ⏱️ 26.10.2022):

   conda install -c conda-forge pypyr
  

Show 4 hidden projects...

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

Process Utilities

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

• GitHub (👨‍💻 170 · 🔀 1.2K · 📦 8.3K · 📋 1.1K - 12% open · ⏱️ 27.12.2022):

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

• PyPi (📥 1.6M / month · 📦 2K · ⏱️ 30.12.2021):

   pip install supervisor
  

• Conda (📥 230K · ⏱️ 29.12.2022):

   conda install -c conda-forge supervisor
  

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

• GitHub (👨‍💻 96 · 🔀 450 · 📥 4.3K · 📦 240K · 📋 460 - 40% open · ⏱️ 08.01.2023):

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

• PyPi (📥 27M / month · 📦 16K · ⏱️ 15.12.2021):

   pip install pexpect
  

• Conda (📥 12M · ⏱️ 01.11.2022):

   conda install -c conda-forge pexpect
  

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

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

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

• PyPi (📥 3.3M / month · 📦 2.6K · ⏱️ 15.05.2021):

   pip install sh
  

• Conda (📥 150K · ⏱️ 28.11.2022):

   conda install -c conda-forge sh
  

Show 1 hidden projects...

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

Asynchronous Programming

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

• GitHub (👨‍💻 62 · 🔀 220 · 📦 200K · 📋 200 - 11% open · ⏱️ 07.11.2022):

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

• PyPi (📥 51M / month · 📦 10K · ⏱️ 24.03.2022):

   pip install greenlet
  

• Conda (📥 5.6M · ⏱️ 07.11.2022):

   conda install -c conda-forge greenlet
  

uvloop (🥈36 · ⭐ 9.1K) - Ultra fast asyncio event loop. Apache-2

• GitHub (👨‍💻 56 · 🔀 520 · 📥 360 · 📦 61K · 📋 300 - 16% open · ⏱️ 15.01.2023):

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

• PyPi (📥 15M / month · 📦 1.7K · ⏱️ 10.08.2021):

   pip install uvloop
  

• Conda (📥 530K · ⏱️ 26.10.2022):

   conda install -c conda-forge uvloop
  

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

• GitHub (👨‍💻 38 · 🔀 98 · 📋 270 - 15% open · ⏱️ 26.12.2022):

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

• PyPi (📥 21M / month · 📦 200 · ⏱️ 13.05.2022):

   pip install anyio
  

• Conda (📥 4.6M · ⏱️ 19.10.2022):

   conda install -c conda-forge anyio
  

asyncer (🥉24 · ⭐ 910) - Asyncer, async and await, focused on developer experience. MIT

• GitHub (👨‍💻 10 · 🔀 38 · 📦 240 · 📋 9 - 55% open · ⏱️ 16.12.2022):

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

• PyPi (📥 31K / month · 📦 9 · ⏱️ 04.01.2022):

   pip install asyncer
  

• Conda (📥 1.7K · ⏱️ 05.11.2022):

   conda install -c conda-forge asyncer
  

aiomisc (🥉22 · ⭐ 300) - aiomisc - miscellaneous utils for asyncio. MIT

• GitHub (👨‍💻 13 · 🔀 19 · 📦 240 · 📋 16 - 37% open · ⏱️ 30.11.2022):

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

• PyPi (📥 9.9K / month · 📦 30 · ⏱️ 14.06.2022):

   pip install aiomisc
  

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

• GitHub (👨‍💻 11 · 🔀 51 · 📦 160 · 📋 29 - 10% open · ⏱️ 06.02.2022):

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

• PyPi (📥 12K / month · 📦 16 · ⏱️ 21.10.2021):

   pip install unsync
  

• Conda (📥 8.4K · ⏱️ 06.06.2022):

   conda install -c conda-forge unsync
  

Show 1 hidden projects...

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

Configuration

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

• GitHub (👨‍💻 87 · 🔀 350 · 📦 360K · 📋 240 - 14% open · ⏱️ 11.01.2023):

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

• PyPi (📥 21M / month · 📦 6.7K · ⏱️ 24.03.2022):

   pip install python-dotenv
  

• Conda (📥 2M · ⏱️ 03.09.2022):

   conda install -c conda-forge python-dotenv
  

traitlets (🥇38 · ⭐ 530) - A lightweight Traits like module. BSD-3

• GitHub (👨‍💻 110 · 🔀 190 · 📥 67 · 📦 280K · 📋 270 - 35% open · ⏱️ 09.01.2023):

   git clone https://github.com/ipython/traitlets
  

• PyPi (📥 21M / month · 📦 15K · ⏱️ 16.06.2022):

   pip install traitlets
  

• Conda (📥 17M · ⏱️ 10.01.2023):

   conda install -c conda-forge traitlets
  

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

• GitHub (👨‍💻 99 · 🔀 250 · 📦 3.9K · 📋 400 - 25% open · ⏱️ 09.01.2023):

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

• PyPi (📥 3.8M / month · 📦 180 · ⏱️ 06.06.2022):

   pip install dynaconf
  

• Conda (📥 39K · ⏱️ 22.09.2022):

   conda install -c conda-forge dynaconf
  

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

• GitHub (👨‍💻 33 · 🔀 170 · 📥 10 · 📦 86K · 📋 83 - 10% open · ⏱️ 09.01.2023):

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

• PyPi (📥 950K / month · 📦 3.2K · ⏱️ 02.02.2022):

   pip install python-decouple
  

• Conda (📥 54K · ⏱️ 09.01.2023):

   conda install -c conda-forge python-decouple
  

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

• GitHub (👨‍💻 28 · 🔀 75 · 📦 8.2K · 📋 480 - 14% open · ⏱️ 20.12.2022):

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

• PyPi (📥 2.4M / month · 📦 170 · ⏱️ 27.05.2022):

   pip install omegaconf
  

• Conda (📥 710K · ⏱️ 09.12.2022):

   conda install -c conda-forge omegaconf
  

hydra (🥉30 · ⭐ 6.7K) - Hydra is a framework for elegantly configuring complex applications. MIT

• GitHub (👨‍💻 110 · 🔀 540 · 📦 11 · 📋 1.2K - 15% open · ⏱️ 12.01.2023):

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

• PyPi (📥 30K / month · 📦 6 · ⏱️ 03.08.2016):

   pip install hydra
  

• Conda (📥 460K · ⏱️ 21.12.2022):

   conda install -c conda-forge hydra-core
  

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

• GitHub (👨‍💻 9 · 🔀 68 · 📦 23K · 📋 160 - 39% open · ⏱️ 18.01.2023):

   git clone https://github.com/DiffSK/configobj
  

• PyPi (📥 2.6M / month · 📦 3.4K · ⏱️ 26.08.2014):

   pip install configobj
  

• Conda (📥 530K · ⏱️ 18.01.2023):

   conda install -c conda-forge configobj
  

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

• GitHub (👨‍💻 23 · 🔀 100 · 📦 5.2K · 📋 83 - 49% open · ⏱️ 05.12.2022):

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

• PyPi (📥 290K / month · 📦 77 · ⏱️ 03.11.2021):

   pip install gin-config
  

• Conda (📥 15K · ⏱️ 07.01.2022):

   conda install -c conda-forge gin-config
  

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

• GitHub (👨‍💻 6 · 🔀 28 · 📦 590 · 📋 74 - 4% open · ⏱️ 06.12.2022):

   git clone https://github.com/willkg/everett
  

• PyPi (📥 79K / month · 📦 45 · ⏱️ 13.01.2022):

   pip install everett
  

• Conda (📥 30K · ⏱️ 27.10.2022):

   conda install -c conda-forge everett
  

CLI Development

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

• GitHub (👨‍💻 340 · 🔀 1.3K · 📦 1.1M · 📋 1.4K - 8% open · ⏱️ 09.01.2023):

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

• PyPi (📥 120M / month · 📦 70K · ⏱️ 28.04.2022):

   pip install click
  

• Conda (📥 23M · ⏱️ 26.10.2022):

   conda install -c conda-forge click
  

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

• GitHub (👨‍💻 200 · 🔀 1.5K · 📦 48K · 📋 1K - 9% open · ⏱️ 18.01.2023):

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

• PyPi (📥 18M / month · 📦 2.1K · ⏱️ 24.05.2022):

   pip install rich
  

• Conda (📥 2.8M · ⏱️ 14.01.2023):

   conda install -c conda-forge rich
  

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

• GitHub (👨‍💻 55 · 🔀 1.4K · 📦 16K · 📋 290 - 42% open · ⏱️ 12.12.2022):

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

• PyPi (📥 5M / month · 📦 1.5K · ⏱️ 22.01.2021):

   pip install fire
  

• Conda (📥 380K · ⏱️ 22.01.2021):

   conda install -c conda-forge fire
  

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

• GitHub (👨‍💻 210 · 🔀 660 · 📋 1.1K - 50% open · ⏱️ 19.01.2023):

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

• PyPi (📥 21M / month · 📦 1.1K · ⏱️ 27.06.2022):

   pip install prompt_toolkit
  

• Conda (📥 12M · ⏱️ 07.12.2022):

   conda install -c conda-forge prompt-toolkit
  

colorama (🥈37 · ⭐ 3K) - Simple cross-platform colored terminal text in Python. BSD-3

• GitHub (👨‍💻 51 · 🔀 220 · 📦 530K · 📋 240 - 42% open · ⏱️ 04.11.2022):

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

• PyPi (📥 110M / month · 📦 20K · ⏱️ 16.06.2022):

   pip install colorama
  

• Conda (📥 17M · ⏱️ 25.10.2022):

   conda install -c conda-forge colorama
  

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

• GitHub (👨‍💻 32 · 🔀 400 · 📋 360 - 57% open · ⏱️ 16.12.2022):

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

• PyPi (📥 7.6M / month · 📦 1.3K · ⏱️ 06.07.2022):

   pip install typer
  

• Conda (📥 1M · ⏱️ 07.11.2022):

   conda install -c conda-forge typer
  

wcwidth (🥉34 · ⭐ 310 · 📈) - Python library that measures the width of unicode strings rendered to.. MIT

• GitHub (👨‍💻 14 · 🔀 49 · 📦 350K · 📋 41 - 46% open · ⏱️ 15.01.2023):

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

• PyPi (📥 27M / month · 📦 13K · ⏱️ 23.06.2020):

   pip install wcwidth
  

• Conda (📥 15M · ⏱️ 16.01.2023):

   conda install -c conda-forge wcwidth
  

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

• GitHub (👨‍💻 61 · 🔀 100 · 📥 180 · 📦 22K · 📋 210 - 24% open · ⏱️ 15.01.2023):

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

• PyPi (📥 15M / month · 📦 1.8K · ⏱️ 03.01.2022):

   pip install argcomplete
  

• Conda (📥 870K · ⏱️ 04.01.2022):

   conda install -c conda-forge argcomplete
  

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

• GitHub (👨‍💻 30 · 🔀 74 · 📦 4.4K · 📋 90 - 30% open · ⏱️ 10.01.2023):

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

• PyPi (📥 9.5M / month · 📦 210 · ⏱️ 03.06.2022):

   pip install cleo
  

• Conda (📥 370K · ⏱️ 23.11.2022):

   conda install -c conda-forge cleo
  

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

• GitHub (👨‍💻 33 · 🔀 63 · 📦 4.9K · 📋 110 - 30% open · ⏱️ 15.08.2022):

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

• PyPi (📥 850K / month · 📦 240 · ⏱️ 15.07.2021):

   pip install questionary
  

• Conda (📥 26K · ⏱️ 14.03.2022):

   conda install -c conda-forge questionary
  

asciimatics (🥉27 · ⭐ 3.2K) - A cross platform package to do curses-like operations, plus.. Apache-2

• GitHub (👨‍💻 41 · 🔀 240 · 📦 740 · 📋 290 - 8% open · ⏱️ 17.01.2023):

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

• PyPi (📥 46K / month · 📦 110 · ⏱️ 23.04.2022):

   pip install asciimatics
  

• Conda (📥 120K · ⏱️ 10.11.2022):

   conda install -c conda-forge asciimatics
  

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

• GitHub (👨‍💻 47 · 🔀 13 · 📋 24 - 58% open · ⏱️ 09.09.2022):

   git clone https://github.com/jazzband/docopt-ng
  

• PyPi (📥 11K / month · 📦 24 · ⏱️ 31.05.2022):

   pip install docopt-ng
  

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

• GitHub (👨‍💻 30 · 🔀 55 · 📦 5 · 📋 68 - 17% open · ⏱️ 31.08.2022):

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

• PyPi (📥 580 / month · ⏱️ 21.06.2020):

   pip install colout
  

Show 5 hidden projects...

• docopt (🥈36 · ⭐ 7.7K · 💀) - Pythonic command line arguments parser, that will make you smile. MIT
• blessings (🥉29 · ⭐ 1.4K · 💀) - A thin, practical wrapper around terminal capabilities in Python. MIT
• ConfigArgParse (🥉27 · ⭐ 630 · 💀) - A drop-in replacement for argparse that allows options to.. MIT
• clint (🥉24 · ⭐ 83 · 💀) - Python Command-line Application Tools. ISC
• bashplotlib (🥉21 · ⭐ 1.7K · 💀) - plotting in the terminal. MIT

Development Tools

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

Data Caching

cachetools (🥇32 · ⭐ 1.6K) - Extensible memoizing collections and decorators. MIT

• GitHub (👨‍💻 8 · 🔀 140 · 📋 210 - 2% open · ⏱️ 09.01.2023):

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

• PyPi (📥 68M / month · 📦 3K · ⏱️ 09.01.2023):

   pip install cachetools
  

• Conda (📥 7.2M · ⏱️ 15.01.2023):

   conda install -c conda-forge cachetools
  

aiocache (🥈30 · ⭐ 770) - Asyncio cache manager for redis, memcached and memory. BSD-3

• GitHub (👨‍💻 39 · 🔀 120 · 📦 990 · 📋 270 - 13% open · ⏱️ 18.01.2023):

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

• PyPi (📥 140K / month · 📦 100 · ⏱️ 31.07.2019):

   pip install aiocache
  

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

• GitHub (👨‍💻 87 · 🔀 140 · 📦 4.1K · 📋 120 - 52% open · ⏱️ 07.12.2022):

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

• PyPi (📥 260K / month · 📦 1.4K · ⏱️ 26.08.2019):

   pip install beaker
  

• Conda (📥 66K · ⏱️ 11.12.2022):

   conda install -c conda-forge beaker
  

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

• GitHub (👨‍💻 52 · 🔀 130 · 📥 53 · 📦 4.3K · 📋 190 - 10% open · ⏱️ 26.08.2022):

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

• PyPi (📥 180K / month · 📦 2.4K · ⏱️ 15.08.2019):

   pip install pylibmc
  

• Conda (📥 200K · ⏱️ 30.10.2022):

   conda install -c conda-forge pylibmc
  

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

• GitHub (👨‍💻 11 · 🔀 48 · 📦 310 · 📋 59 - 37% open · ⏱️ 06.12.2022):

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

• PyPi (📥 8.8K / month · 📦 25 · ⏱️ 25.11.2021):

   pip install cachier
  

Show 1 hidden projects...

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

GUI Development

🔗 best-of-web-python - Web UI ( ⭐ 1.8K) - Collection of libraries to implement web-based UIs.

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

• GitHub (👨‍💻 580 · 🔀 3K · 📥 29K · 📦 8.6K · 📋 4.8K - 20% open · ⏱️ 14.01.2023):

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

• PyPi (📥 85K / month · 📦 580 · ⏱️ 06.03.2022):

   pip install kivy
  

• Conda (📥 280K · ⏱️ 05.01.2023):

   conda install -c conda-forge kivy
  

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

• GitHub (👨‍💻 18 · 🔀 1.6K · 📦 6.9K · 📋 3.2K - 21% open · ⏱️ 18.01.2023):

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

• PyPi (📥 180K / month · 📦 230 · ⏱️ 22.05.2022):

   pip install pysimplegui
  

• Conda (📥 89K · ⏱️ 17.10.2022):

   conda install -c conda-forge pysimplegui
  

DearPyGui (🥈32 · ⭐ 9.5K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT

• GitHub (👨‍💻 55 · 🔀 490 · 📦 680 · 📋 1.2K - 19% open · ⏱️ 19.01.2023):

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

• PyPi (📥 13K / month · 📦 17 · ⏱️ 06.05.2022):

   pip install dearpygui
  

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

• GitHub (👨‍💻 40 · 🔀 540 · 📦 4.6K · 📋 480 - 32% open · ⏱️ 09.12.2022):

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

• PyPi (📥 72K / month · 📦 67 · ⏱️ 17.08.2020):

   pip install eel
  

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

• GitHub (👨‍💻 220 · 🔀 570 · 📥 830 · 📋 620 - 19% open · ⏱️ 16.01.2023):

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

• PyPi (📥 1.2K / month · 📦 33 · ⏱️ 06.07.2022):

   pip install toga
  

• npm (📥 32 / month · ⏱️ 23.04.2017):

   npm install @pybee/toga
  

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

• GitHub (👨‍💻 100 · 🔀 910 · 📥 370 · 📦 650 · 📋 580 - 22% open · ⏱️ 08.05.2022):

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

• PyPi (📥 3.7K / month · 📦 74 · ⏱️ 29.01.2022):

   pip install gooey
  

• Conda (📥 60K · ⏱️ 29.12.2021):

   conda install -c conda-forge gooey
  

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

• GitHub (👨‍💻 37 · 🔀 260 · 📦 120 · 📋 440 - 19% open · ⏱️ 22.07.2022):

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

• PyPi (📥 470 / month · 📦 21 · ⏱️ 12.04.2022):

   pip install flexx
  

• Conda (📥 95K · ⏱️ 12.04.2022):

   conda install -c conda-forge flexx
  

Show 2 hidden projects...

• Phoenix (🥉28 · ⭐ 1.9K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows
• enaml (🥉28 · ⭐ 1.4K) - Declarative User Interfaces for Python. ❗Unlicensed

Computer & Machine Vision

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

Machine Learning & Data Engineering

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

Text Data

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

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

• GitHub (👨‍💻 26 · 🔀 400 · 📋 160 - 3% open · ⏱️ 09.01.2023):

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

• PyPi (📥 4.1M / month · 📦 1.4K · ⏱️ 01.07.2022):

   pip install phonenumbers
  

• Conda (📥 680K · ⏱️ 09.01.2023):

   conda install -c conda-forge phonenumbers
  

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

• GitHub (👨‍💻 48 · 🔀 240 · 📋 140 - 40% open · ⏱️ 02.12.2022):

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

• PyPi (📥 56M / month · 📦 39K · ⏱️ 25.06.2022):

   pip install chardet
  

• Conda (📥 19M · ⏱️ 02.12.2022):

   conda install -c conda-forge chardet
  

• npm (📥 12 / month · 📦 1 · ⏱️ 20.08.2017):

   npm install @pypi/chardet
  

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

• GitHub (👨‍💻 59 · 🔀 250 · 📦 48K · 📋 150 - 9% open · ⏱️ 12.12.2022):

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

• PyPi (📥 1.8M / month · 📦 1.3K · ⏱️ 08.03.2022):

   pip install emoji
  

• Conda (📥 39K · ⏱️ 02.11.2022):

   conda install -c conda-forge emoji
  

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

• GitHub (👨‍💻 31 · 🔀 91 · 📋 68 - 8% open · ⏱️ 22.11.2022):

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

• PyPi (📥 11M / month · 📦 2.7K · ⏱️ 27.04.2022):

   pip install python-slugify
  

• Conda (📥 1.2M · ⏱️ 19.11.2022):

   conda install -c conda-forge python-slugify
  

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

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

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

• PyPi (📥 3.9M / month · 📦 1.9K · ⏱️ 30.06.2022):

   pip install humanize
  

• Conda (📥 330K · ⏱️ 22.09.2022):

   conda install -c conda-forge humanize
  

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

• GitHub (👨‍💻 47 · 🔀 82 · 📋 94 - 19% open · ⏱️ 19.01.2023):

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

• PyPi (📥 3.7M / month · 📦 920 · ⏱️ 01.05.2022):

   pip install inflect
  

• Conda (📥 290K · ⏱️ 21.10.2022):

   conda install -c conda-forge inflect
  

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

• GitHub (👨‍💻 29 · 🔀 120 · 📦 1.4K · 📋 130 - 17% open · ⏱️ 14.01.2023):

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

• PyPi (📥 460K / month · 📦 97 · ⏱️ 04.05.2022):

   pip install pyahocorasick
  

• Conda (📥 170K · ⏱️ 16.01.2023):

   conda install -c conda-forge pyahocorasick
  

coolname (🥉23 · ⭐ 110) - Random Name and Slug Generator. BSD-2

• GitHub (👨‍💻 3 · 🔀 10 · 📦 800 · 📋 9 - 22% open · ⏱️ 09.01.2023):

   git clone https://github.com/alexanderlukanin13/coolname
  

• PyPi (📥 180K / month · 📦 45 · ⏱️ 02.08.2018):

   pip install coolname
  

• Conda (📥 39K · ⏱️ 09.01.2023):

   conda install -c conda-forge coolname
  

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

• GitHub (👨‍💻 13 · 🔀 43 · 📦 200 · 📋 28 - 67% open · ⏱️ 22.11.2022):

   git clone https://github.com/scrapinghub/price-parser
  

• PyPi (📥 71K / month · 📦 2 · ⏱️ 25.11.2020):

   pip install price-parser
  

Show 2 hidden projects...

• awesome-slugify (🥉21 · ⭐ 470 · 💀) - Python flexible slugify function. ❗️GPL-3.0
• millify (🥉14 · ⭐ 73 · 💀) - Convert long numbers into a human-readable format in Python. MIT

Web Development

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

Database Clients

Libraries for connecting to, operating, and querying databases.

SQLAlchemy (🥇45 · ⭐ 6.6K) - The Database Toolkit for Python. MIT

• GitHub (👨‍💻 590 · 🔀 1K · 📥 39K · 📦 490K · 📋 7K - 2% open · ⏱️ 19.01.2023):

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

• PyPi (📥 57M / month · 📦 45K · ⏱️ 24.06.2022):

   pip install SQLAlchemy
  

• Conda (📥 11M · ⏱️ 04.01.2023):

   conda install -c conda-forge sqlalchemy
  

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

• GitHub (👨‍💻 370 · 🔀 2.3K · 📋 1.3K - 10% open · ⏱️ 19.01.2023):

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

• PyPi (📥 25M / month · 📦 27K · ⏱️ 27.06.2022):

   pip install redis
  

• Conda (📥 870K · ⏱️ 12.01.2023):

   conda install -c conda-forge redis-py
  

boto3 (🥇44 · ⭐ 7.8K) - AWS SDK for Python. Apache-2

• GitHub (👨‍💻 140 · 🔀 1.7K · 📦 240K · 📋 2.9K - 5% open · ⏱️ 18.01.2023):

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

• PyPi (📥 510M / month · 📦 16K · ⏱️ 09.12.2022):

   pip install boto3
  

• Conda (📥 14M · ⏱️ 19.01.2023):

   conda install -c conda-forge boto3
  

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

• GitHub (👨‍💻 530 · 🔀 2.2K · 📦 2.1K · 📋 7.7K - 11% open · ⏱️ 19.01.2023):

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

• PyPi (📥 35M / month · 📦 520 · ⏱️ 15.06.2022):

   pip install azure-storage-blob
  

• Conda (📥 860K · ⏱️ 19.10.2022):

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

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

• GitHub (👨‍💻 150 · 🔀 1.4K · 📦 19K · ⏱️ 03.01.2023):

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

• PyPi (📥 1.4M / month · 📦 3.6K · ⏱️ 17.06.2022):

   pip install peewee
  

• Conda (📥 470K · ⏱️ 11.11.2022):

   conda install -c conda-forge peewee
  

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

• GitHub (👨‍💻 330 · 🔀 1.4K · 📋 3.4K - 0% open · ⏱️ 16.01.2023):

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

• PyPi (📥 45M / month · 📦 1.7K · ⏱️ 08.06.2022):

   pip install google-cloud-storage
  

• Conda (📥 2.9M · ⏱️ 07.12.2022):

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

MongoEngine (🥇40 · ⭐ 3.9K) - A Python Object-Document-Mapper for working with MongoDB. MIT

• GitHub (👨‍💻 380 · 🔀 1.2K · 📦 19K · 📋 1.7K - 23% open · ⏱️ 09.01.2023):

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

• PyPi (📥 840K / month · 📦 3.6K · ⏱️ 21.03.2022):

   pip install mongoengine
  

• Conda (📥 190K · ⏱️ 29.12.2022):

   conda install -c conda-forge mongoengine
  

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

• GitHub (👨‍💻 190 · 🔀 1.1K · 📥 2.5K · 📦 33K · 📋 990 - 3% open · ⏱️ 10.01.2023):

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

• PyPi (📥 16M / month · 📦 6K · ⏱️ 30.06.2022):

   pip install elasticsearch
  

• Conda (📥 740K · ⏱️ 09.12.2022):

   conda install -c conda-forge elasticsearch
  

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

• GitHub (👨‍💻 120 · 🔀 1.4K · 📦 150K · 📋 630 - 5% open · ⏱️ 19.01.2023):

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

• PyPi (📥 31M / month · 📦 10K · ⏱️ 09.01.2021):

   pip install PyMySQL
  

• Conda (📥 970K · ⏱️ 09.01.2021):

   conda install -c conda-forge pymysql
  

kafka-python (🥈38 · ⭐ 5.1K · 💤) - Python client for Apache Kafka. Apache-2

• GitHub (👨‍💻 210 · 🔀 1.3K · 📥 1.8K · 📦 13K · 📋 1.4K - 18% open · ⏱️ 27.03.2022):

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

• PyPi (📥 7.2M / month · 📦 1.3K · ⏱️ 30.09.2020):

   pip install kafka-python
  

• Conda (📥 370K · ⏱️ 30.09.2020):

   conda install -c conda-forge kafka-python
  

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

• GitHub (👨‍💻 160 · 🔀 170 · 📦 140K · 📋 920 - 10% open · ⏱️ 14.01.2023):

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

• PyPi (📥 19M / month · 📦 11K · ⏱️ 31.05.2022):

   pip install alembic
  

• Conda (📥 2.9M · ⏱️ 24.12.2022):

   conda install -c conda-forge alembic
  

pymongo (🥈37 · ⭐ 3.8K) - PyMongo - the Python driver for MongoDB. Apache-2

• GitHub (👨‍💻 200 · 🔀 1.1K · ⏱️ 18.01.2023):

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

• PyPi (📥 20M / month · 📦 20K · ⏱️ 13.04.2022):

   pip install pymongo
  

• Conda (📥 930K · ⏱️ 18.11.2022):

   conda install -c conda-forge pymongo
  

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

• GitHub (👨‍💻 100 · 🔀 800 · 📦 4.7K · 📋 1K - 22% open · ⏱️ 16.01.2023):

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

• PyPi (📥 8.9M / month · 📦 370 · ⏱️ 16.06.2022):

   pip install confluent-kafka
  

• Conda (📥 610K · ⏱️ 28.10.2022):

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

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

• GitHub (👨‍💻 110 · 🔀 300 · 📦 18K · 📋 410 - 44% open · ⏱️ 17.01.2023):

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

• PyPi (📥 3.9M / month · 📦 2K · ⏱️ 29.12.2021):

   pip install sqlalchemy-utils
  

• Conda (📥 430K · ⏱️ 23.12.2022):

   conda install -c conda-forge sqlalchemy-utils
  

python-bigquery (🥈36 · ⭐ 560) - Google BigQuery API client library. Apache-2

• GitHub (👨‍💻 120 · 🔀 220 · 📦 16K · 📋 530 - 19% open · ⏱️ 18.01.2023):

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

• PyPi (📥 55M / month · 📦 990 · ⏱️ 09.06.2022):

   pip install google-cloud-bigquery
  

• Conda (📥 2.3M · ⏱️ 13.12.2022):

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

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

• GitHub (👨‍💻 120 · 🔀 570 · 📥 170K · 📦 730 · 📋 830 - 3% open · ⏱️ 13.01.2023):

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

• PyPi (📥 18M / month · 📦 34 · ⏱️ 28.06.2022):

   pip install awswrangler
  

• Conda (📥 290K · ⏱️ 12.01.2023):

   conda install -c conda-forge awswrangler
  

Ibis (🥈35 · ⭐ 2.3K) - Expressive analytics in Python at any scale. Apache-2

• GitHub (👨‍💻 120 · 🔀 380 · 📥 49 · 📦 390 · 📋 1.9K - 4% open · ⏱️ 19.01.2023):

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

• PyPi (📥 140K / month · 📦 40 · ⏱️ 28.04.2022):

   pip install ibis-framework
  

• Conda (📥 260K · ⏱️ 10.01.2023):

   conda install -c conda-forge ibis-framework
  

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

• GitHub (👨‍💻 450 · 🔀 890 · 📦 2.7K · 📋 180 - 38% open · ⏱️ 15.01.2023):

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

• PyPi (📥 130K / month · 📦 850 · ⏱️ 26.05.2022):

   pip install apache-libcloud
  

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

• GitHub (👨‍💻 110 · 🔀 210 · 📦 11K · 📋 360 - 27% open · ⏱️ 17.01.2023):

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

• PyPi (📥 69M / month · 📦 510 · ⏱️ 19.05.2022):

   pip install s3fs
  

• Conda (📥 5M · ⏱️ 10.11.2022):

   conda install -c conda-forge s3fs
  

Motor (🥈34 · ⭐ 2.1K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2

• GitHub (👨‍💻 41 · 🔀 190 · 📦 46K · ⏱️ 11.01.2023):

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

• PyPi (📥 1.2M / month · 📦 1.1K · ⏱️ 28.04.2022):

   pip install motor
  

• Conda (📥 53K · ⏱️ 25.10.2022):

   conda install -c conda-forge motor
  

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

• GitHub (👨‍💻 130 · 🔀 760 · 📥 160 · 📦 7K · 📋 1.3K - 10% open · ⏱️ 27.10.2022):

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

• PyPi (📥 2.6M / month · 📦 950 · ⏱️ 15.07.2021):

   pip install elasticsearch-dsl
  

• Conda (📥 6.6K · ⏱️ 02.05.2022):

   conda install -c anaconda elasticsearch-dsl
  

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

• GitHub (👨‍💻 130 · 🔀 700 · 📋 450 - 14% open · ⏱️ 09.01.2023):

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

• PyPi (📥 18M / month · 📦 540 · ⏱️ 08.04.2022):

   pip install prometheus_client
  

• Conda (📥 8.9M · ⏱️ 13.10.2022):

   conda install -c conda-forge prometheus_client
  

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

• GitHub (👨‍💻 100 · 🔀 410 · 📦 1.2K · 📋 600 - 43% open · ⏱️ 19.01.2023):

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

• PyPi (📥 1.3M / month · 📦 150 · ⏱️ 09.02.2022):

   pip install pynamodb
  

• Conda (📥 240K · ⏱️ 08.12.2022):

   conda install -c conda-forge pynamodb
  

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

• GitHub (👨‍💻 40 · 🔀 110 · 📥 270 · 📦 5.2K · 📋 280 - 17% open · ⏱️ 11.01.2023):

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

• PyPi (📥 6.6M / month · 📦 290 · ⏱️ 09.06.2022):

   pip install pandas-gbq
  

• Conda (📥 1.6M · ⏱️ 06.10.2022):

   conda install -c conda-forge pandas-gbq
  

sqlmodel (🥉32 · ⭐ 9.2K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic

• GitHub (👨‍💻 54 · 🔀 400 · 📦 2.6K · 📋 350 - 60% open · ⏱️ 16.12.2022):

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

• PyPi (📥 340K / month · 📦 48 · ⏱️ 30.08.2022):

   pip install sqlmodel
  

• Conda (📥 7.5K · ⏱️ 30.08.2022):

   conda install -c conda-forge sqlmodel
  

tortoise-orm (🥉32 · ⭐ 3.3K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2

• GitHub (👨‍💻 120 · 🔀 290 · 📥 9 · 📦 3.8K · 📋 840 - 45% open · ⏱️ 13.01.2023):

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

• PyPi (📥 84K / month · 📦 53 · ⏱️ 20.05.2022):

   pip install tortoise-orm
  

• Conda (📥 9.6K · ⏱️ 11.07.2022):

   conda install -c conda-forge tortoise-orm
  

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

• GitHub (👨‍💻 52 · 🔀 220 · 📦 15K · 📋 300 - 40% open · ⏱️ 16.01.2023):

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

• PyPi (📥 280K / month · 📦 100 · ⏱️ 30.05.2022):

   pip install databases
  

• Conda (📥 160K · ⏱️ 02.11.2022):

   conda install -c conda-forge databases
  

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

• GitHub (👨‍💻 73 · 🔀 380 · 📥 5.2K · 📋 310 - 8% open · ⏱️ 17.01.2023):

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

• PyPi (📥 4.4M / month · 📦 7.1K · ⏱️ 22.06.2022):

   pip install mysqlclient
  

• Conda (📥 220K · ⏱️ 28.10.2022):

   conda install -c conda-forge mysqlclient
  

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

• GitHub (👨‍💻 90 · 🔀 230 · 📦 11K · 📋 370 - 33% open · ⏱️ 15.03.2022):

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

• PyPi (📥 1.9M / month · 📦 64 · ⏱️ 15.03.2022):

   pip install pypika
  

• Conda (📥 1.4K · ⏱️ 25.10.2021):

   conda install -c conda-forge pypika
  

pygsheets (🥉32 · ⭐ 1.4K) - Google Sheets Python API v4. MIT

• GitHub (👨‍💻 84 · 🔀 200 · 📦 1.5K · 📋 380 - 12% open · ⏱️ 30.11.2022):

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

• PyPi (📥 1.3M / month · 📦 82 · ⏱️ 05.02.2021):

   pip install pygsheets
  

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

• GitHub (👨‍💻 190 · 🔀 500 · 📦 4.6K · ⏱️ 05.01.2023):

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

• PyPi (📥 1.2M / month · 📦 680 · ⏱️ 18.03.2021):

   pip install cassandra-driver
  

• Conda (📥 140K · ⏱️ 07.11.2022):

   conda install -c conda-forge cassandra-driver
  

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

• GitHub (👨‍💻 41 · 🔀 170 · 📦 3.1K · 📋 220 - 3% open · ⏱️ 12.01.2023):

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

• PyPi (📥 200K / month · 📦 230 · ⏱️ 07.07.2022):

   pip install neo4j-driver
  

• Conda (📥 160K · ⏱️ 21.12.2022):

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

minio (🥉32 · ⭐ 590) - MinIO Client SDK for Python. Apache-2

• GitHub (👨‍💻 110 · 🔀 260 · 📦 3.7K · 📋 500 - 2% open · ⏱️ 09.01.2023):

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

• PyPi (📥 1.4M / month · 📦 340 · ⏱️ 11.06.2022):

   pip install minio
  

• Conda (📥 110K · ⏱️ 07.01.2023):

   conda install -c conda-forge minio
  

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

• GitHub (👨‍💻 34 · 🔀 110 · 📦 160K · 📋 74 - 56% open · ⏱️ 27.12.2022):

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

• PyPi (📥 200M / month · 📦 4.2K · ⏱️ 31.05.2022):

   pip install s3transfer
  

• Conda (📥 13M · ⏱️ 31.05.2022):

   conda install -c conda-forge s3transfer
  

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

• GitHub (👨‍💻 140 · 🔀 500 · 📦 6.4K · 📋 520 - 27% open · ⏱️ 15.11.2022):

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

• PyPi (📥 1.6M / month · 📦 1.2K · ⏱️ 11.11.2020):

   pip install influxdb
  

• Conda (📥 110K · ⏱️ 12.11.2020):

   conda install -c conda-forge influxdb
  

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

• GitHub (👨‍💻 72 · 🔀 300 · 📥 3.5K · 📦 1.3K · 📋 290 - 9% open · ⏱️ 12.03.2022):

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

• PyPi (📥 2.1M / month · 📦 200 · ⏱️ 30.05.2021):

   pip install redis-py-cluster
  

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

• GitHub (👨‍💻 17 · 🔀 340 · 📦 6.9K · 📋 630 - 6% open · ⏱️ 08.06.2022):

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

• PyPi (📥 2.5M / month · 📦 280 · ⏱️ 04.11.2021):

   pip install cx-Oracle
  

• Conda (📥 350K · ⏱️ 29.10.2022):

   conda install -c conda-forge cx_oracle
  

Pony (🥉29 · ⭐ 3.1K) - Pony Object Relational Mapper. Apache-2

• GitHub (👨‍💻 24 · 🔀 220 · 📥 44 · 📦 2.9K · 📋 600 - 46% open · ⏱️ 15.12.2022):

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

• PyPi (📥 56K / month · 📦 350 · ⏱️ 27.01.2022):

   pip install pony
  

• Conda (📥 82K · ⏱️ 28.01.2022):

   conda install -c conda-forge pony
  

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

• GitHub (👨‍💻 65 · 🔀 320 · 📦 2.8K · 📋 150 - 21% open · ⏱️ 12.04.2022):

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

• PyPi (📥 200K / month · 📦 1.3K · ⏱️ 01.06.2022):

   pip install pysolr
  

• Conda (📥 20K · ⏱️ 28.04.2020):

   conda install -c conda-forge pysolr
  

dataset (🥉28 · ⭐ 4.3K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT

• GitHub (👨‍💻 76 · 🔀 280 · 📦 2.7K · 📋 280 - 6% open · ⏱️ 27.12.2022):

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

• PyPi (📥 45K / month · 📦 560 · ⏱️ 16.12.2021):

   pip install dataset
  

• Conda (📥 4.2K · ⏱️ 16.12.2021):

   conda install -c conda-forge dataset
  

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

• GitHub (👨‍💻 46 · 🔀 150 · 📦 1.4K · 📋 320 - 18% open · ⏱️ 12.02.2022):

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

• PyPi (📥 18K / month · 📦 44 · ⏱️ 12.02.2022):

   pip install gino
  

piccolos (🥉28 · ⭐ 950) - A fast, user friendly ORM and query builder which supports asyncio. MIT

• GitHub (👨‍💻 37 · 🔀 65 · 📦 140 · 📋 280 - 29% open · ⏱️ 07.01.2023):

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

• PyPi (📥 11K / month · 📦 8 · ⏱️ 06.07.2022):

   pip install piccolo
  

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

• GitHub (👨‍💻 19 · 🔀 160 · 📦 720 · 📋 220 - 14% open · ⏱️ 12.07.2022):

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

• PyPi (📥 180K / month · 📦 230 · ⏱️ 14.05.2019):

   pip install happybase
  

• Conda (📥 120K · ⏱️ 01.07.2019):

   conda install -c conda-forge happybase
  

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

• GitHub (👨‍💻 32 · 🔀 52 · 📦 2K · 📋 250 - 0% open · ⏱️ 10.03.2022):

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

• PyPi (📥 81K / month · 📦 290 · ⏱️ 26.08.2021):

   pip install cloudant
  

• Conda (📥 100K · ⏱️ 26.08.2021):

   conda install -c conda-forge cloudant
  

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

• GitHub (👨‍💻 15 · 🔀 64 · 📦 9.8K · 📋 200 - 21% open · ⏱️ 21.09.2022):

   git clone https://github.com/Scille/umongo
  

• PyPi (📥 47K / month · 📦 14 · ⏱️ 23.12.2021):

   pip install umongo
  

• Conda (📥 3K · ⏱️ 23.12.2021):

   conda install -c conda-forge umongo
  

prisma (🥉24 · ⭐ 950) - Prisma Client Python is an auto-generated and fully type-safe database.. Apache-2

• GitHub (👨‍💻 20 · 🔀 43 · 📦 120 · 📋 290 - 49% open · ⏱️ 19.01.2023):

   git clone https://github.com/RobertCraigie/prisma-client-py
  

• PyPi (📥 7.6K / month · 📦 1 · ⏱️ 21.05.2022):

   pip install prisma
  

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

• GitHub (👨‍💻 19 · 🔀 39 · 📦 690 · 📋 47 - 23% open · ⏱️ 04.01.2023):

   git clone https://github.com/amol-/depot
  

• PyPi (📥 5.7K / month · 📦 49 · ⏱️ 27.07.2020):

   pip install filedepot
  

ODMantic (🥉22 · ⭐ 740) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC

• GitHub (👨‍💻 17 · 🔀 69 · 📋 120 - 37% open · ⏱️ 03.01.2023):

   git clone https://github.com/art049/odmantic
  

• PyPi (📥 20K / month · 📦 1 · ⏱️ 01.06.2022):

   pip install odmantic
  

PugSQL (🥉19 · ⭐ 560 · 💤) - A HugSQL-inspired database library for Python. Apache-2

• GitHub (👨‍💻 12 · 🔀 20 · 📦 46 · 📋 37 - 45% open · ⏱️ 27.05.2022):

   git clone https://github.com/mcfunley/pugsql
  

• PyPi (📥 27K / month · 📦 1 · ⏱️ 13.03.2022):

   pip install pugsql
  

psycopg3 (🥉18 · ⭐ 900) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0

• GitHub (👨‍💻 32 · 🔀 79 · 📋 260 - 12% open · ⏱️ 16.01.2023):

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

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

• GitHub (👨‍💻 12 · 🔀 16 · 📦 120 · 📋 23 - 21% open · ⏱️ 24.05.2022):

   git clone https://github.com/claws/aioprometheus
  

• PyPi (📥 110K / month · 📦 12 · ⏱️ 24.05.2022):

   pip install aioprometheus
  

Show 13 hidden projects...

• psycopg2 (🥈39 · ⭐ 2.8K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution
• pyodbc (🥈33 · ⭐ 2.6K) - Python ODBC bridge. ❗️MIT-0
• google-cloud-bigtable (🥉31 · ⭐ 42) - Google Cloud Bigtable API client library. Apache-2
• py2neo (🥉30 · ⭐ 1.2K · 💀) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
• Records (🥉29 · ⭐ 6.9K · 💀) - SQL for Humans. ISC
• mongo-connector (🥉26 · ⭐ 1.9K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
• pyhdb (🥉24 · ⭐ 300 · 💀) - SAP HANA Connector in pure Python. Apache-2
• PyMODM (🥉22 · ⭐ 340 · 💀) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
• db.py (🥉21 · ⭐ 1.2K · 💀) - db.py is an easier way to interact with your databases. BSD-2
• gsheets-db-api (🥉21 · ⭐ 190 · 💀) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
• Queries (🥉19 · ⭐ 250 · 💀) - PostgreSQL database access simplified. BSD-3
• lazydata (🥉16 · ⭐ 630 · 💀) - Lazydata: Scalable data dependencies for Python projects. Apache-2
• SuperSQLite (🥉15 · ⭐ 700 · 💀) - A supercharged SQLite library for Python. MIT

Data Loading & Extraction

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

Faker (🥇43 · ⭐ 15K) - Faker is a Python package that generates fake data for you. MIT

• GitHub (👨‍💻 500 · 🔀 1.7K · 📦 98K · 📋 610 - 3% open · ⏱️ 17.01.2023):

   git clone https://github.com/joke2k/faker
  

• PyPi (📥 6.9M / month · 📦 2.9K · ⏱️ 06.07.2022):

   pip install Faker
  

• Conda (📥 710K · ⏱️ 18.01.2023):

   conda install -c conda-forge faker
  

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

• GitHub (👨‍💻 480 · 🔀 2K · 📦 9.5K · 📋 2K - 25% open · ⏱️ 18.01.2023):

   git clone https://github.com/huggingface/datasets
  

• PyPi (📥 2.3M / month · 📦 220 · ⏱️ 15.06.2022):

   pip install datasets
  

• Conda (📥 150K · ⏱️ 22.11.2022):

   conda install -c conda-forge datasets
  

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

• GitHub (👨‍💻 57 · 🔀 450 · 📥 25K · 📦 27K · 📋 1.7K - 17% open · ⏱️ 16.01.2023):

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

• PyPi (📥 70K / month · 📦 620 · ⏱️ 06.07.2022):

   pip install xlwings
  

• Conda (📥 530K · ⏱️ 14.01.2023):

   conda install -c conda-forge xlwings
  

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

• GitHub (👨‍💻 120 · 🔀 570 · 📦 25K · 📋 250 - 14% open · ⏱️ 02.01.2023):

   git clone https://github.com/jazzband/tablib
  

• PyPi (📥 1.3M / month · 📦 1.3K · ⏱️ 09.04.2022):

   pip install tablib
  

• Conda (📥 81K · ⏱️ 16.01.2023):

   conda install -c conda-forge tablib
  

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

• GitHub (👨‍💻 57 · 🔀 260 · 📦 36K · 📋 190 - 17% open · ⏱️ 10.01.2023):

   git clone https://github.com/ahupp/python-magic
  

• PyPi (📥 6.2M / month · 📦 3.1K · ⏱️ 07.06.2022):

   pip install python-magic
  

• Conda (📥 190K · ⏱️ 03.11.2022):

   conda install -c conda-forge python-magic
  

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

• GitHub (👨‍💻 100 · 🔀 580 · 📦 1.3K · 📋 870 - 7% open · ⏱️ 06.01.2023):

   git clone https://github.com/wireservice/csvkit
  

• PyPi (📥 160K / month · 📦 370 · ⏱️ 06.03.2022):

   pip install csvkit
  

• Conda (📥 79K · ⏱️ 04.01.2023):

   conda install -c conda-forge csvkit
  

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

• GitHub (👨‍💻 49 · 🔀 460 · 📦 47K · 📋 230 - 30% open · ⏱️ 08.05.2022):

   git clone https://github.com/martinblech/xmltodict
  

• PyPi (📥 20M / month · 📦 5.1K · ⏱️ 08.05.2022):

   pip install xmltodict
  

• Conda (📥 2.3M · ⏱️ 08.05.2022):

   conda install -c conda-forge xmltodict
  

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

• GitHub (👨‍💻 100 · 🔀 340 · 📋 370 - 18% open · ⏱️ 19.01.2023):

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

• PyPi (📥 11M / month · 📦 480 · ⏱️ 24.04.2022):

   pip install smart-open
  

• Conda (📥 1.5M · ⏱️ 08.01.2023):

   conda install -c conda-forge smart_open
  

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

• GitHub (👨‍💻 15 · 🔀 240 · 📦 12K · 📋 130 - 12% open · ⏱️ 08.12.2022):

   git clone https://github.com/wkentaro/gdown
  

• PyPi (📥 690K / month · 📦 210 · ⏱️ 26.06.2022):

   pip install gdown
  

• Conda (📥 130K · ⏱️ 05.12.2022):

   conda install -c conda-forge gdown
  

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

• GitHub (👨‍💻 85 · 🔀 610 · 📋 510 - 22% open · ⏱️ 16.03.2022):

   git clone https://github.com/pydata/pandas-datareader
  

• PyPi (📥 560K / month · 📦 790 · ⏱️ 13.07.2021):

   pip install pandas-datareader
  

• Conda (📥 240K · ⏱️ 14.07.2021):

   conda install -c conda-forge pandas-datareader
  

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

• GitHub (👨‍💻 41 · 🔀 190 · 📦 140 · 📋 700 - 21% open · ⏱️ 21.12.2022):

   git clone https://github.com/sdv-dev/SDV
  

• PyPi (📥 33K / month · 📦 5 · ⏱️ 01.07.2022):

   pip install sdv
  

• Conda (📥 6.3K · ⏱️ 09.12.2022):

   conda install -c conda-forge sdv
  

Intake (🥈30 · ⭐ 860) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2

• GitHub (👨‍💻 79 · 🔀 120 · 📦 780 · 📋 330 - 29% open · ⏱️ 10.01.2023):

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

• PyPi (📥 14K / month · 📦 100 · ⏱️ 09.01.2022):

   pip install intake
  

• Conda (📥 310K · ⏱️ 26.08.2022):

   conda install -c conda-forge intake
  

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

• GitHub (👨‍💻 78 · 🔀 830 · 📥 1K · 📦 250 · 📋 980 - 2% open · ⏱️ 31.10.2022):

   git clone https://github.com/snorkel-team/snorkel
  

• PyPi (📥 47K / month · 📦 12 · ⏱️ 19.11.2021):

   pip install snorkel
  

• Conda (📥 37K · ⏱️ 29.07.2022):

   conda install -c conda-forge snorkel
  

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

• GitHub (👨‍💻 40 · 🔀 490 · 📋 220 - 41% open · ⏱️ 10.03.2022):

   git clone https://github.com/deanmalmgren/textract
  

• PyPi (📥 120K / month · 📦 120 · ⏱️ 10.03.2022):

   pip install textract
  

• Conda (📥 18K · ⏱️ 10.03.2022):

   conda install -c conda-forge textract
  

img2dataset (🥉24 · ⭐ 1.4K) - Easily turn large sets of image urls to an image dataset. Can.. MIT

• GitHub (👨‍💻 20 · 🔀 140 · 📥 690 · 📦 22 · 📋 160 - 38% open · ⏱️ 16.01.2023):

   git clone https://github.com/rom1504/img2dataset
  

• PyPi (📥 12K / month · 📦 1 · ⏱️ 27.06.2022):

   pip install img2dataset
  

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

• GitHub (👨‍💻 31 · 🔀 140 · 📥 38 · 📦 150 · 📋 310 - 52% open · ⏱️ 13.01.2023):

   git clone https://github.com/turicas/rows
  

• PyPi (📥 1.4K / month · 📦 29 · ⏱️ 14.02.2019):

   pip install rows
  

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

• GitHub (👨‍💻 9 · 🔀 17 · 📦 1 · ⏱️ 18.01.2023):

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

• PyPi (📥 3.3K / month · ⏱️ 30.06.2022):

   pip install upgini
  

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

• GitHub (👨‍💻 12 · 🔀 6 · 📋 4 - 75% open · ⏱️ 18.01.2023):

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

• PyPi (📥 770 / month · ⏱️ 06.07.2022):

   pip install squirrel-core
  

• Conda (📦 1 · ⏱️ 18.11.2022):

   conda install -c anaconda squirrel-core
  

Show 12 hidden projects...

• xlrd (🥈32 · ⭐ 2K · 💀) - Please use openpyxl where you can... BSD-3
• PDFMiner (🥈30 · ⭐ 4.9K · 💀) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
• tabulator-py (🥉28 · ⭐ 230 · 💀) - Python library for reading and writing tabular data via streams. MIT
• Singer (🥉24 · ⭐ 1.1K · 💀) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0
• messytables (🥉24 · ⭐ 380 · 💀) - Tools for parsing messy tabular data. This is now superseded by.. MIT
• camelot (🥉23 · ⭐ 1.8K · 💀) - A Python library to extract tabular data from PDFs. MIT
• deepdish (🥉23 · ⭐ 260 · 💀) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
• pyexcel-xlsx (🥉23 · ⭐ 110 · 💀) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
• borb (🥉20 · ⭐ 2.9K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed
• excalibur (🥉20 · ⭐ 1.2K · 💀) - A web interface to extract tabular data from PDFs. MIT
• datatest (🥉20 · ⭐ 270 · 💀) - Tools for test driven data-wrangling and data validation. Apache-2
• csvs-to-sqlite (🥉16 · ⭐ 740 · 💀) - Convert CSV files into a SQLite database. Apache-2

Data Pipelines & Streaming

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

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

• GitHub (👨‍💻 2.7K · 🔀 12K · 📥 410K · 📦 5.2K · 📋 6.9K - 12% open · ⏱️ 19.01.2023):

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

• PyPi (📥 14M / month · ⏱️ 14.11.2022):

   pip install apache-airflow
  

• Conda (📥 830K · ⏱️ 03.12.2022):

   conda install -c conda-forge airflow
  

• Docker Hub (📥 99M · ⭐ 420 · ⏱️ 19.01.2023):

   docker pull apache/airflow
  

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

• GitHub (👨‍💻 1.3K · 🔀 4.4K · 📦 83K · 📋 4.9K - 12% open · ⏱️ 11.01.2023):

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

• PyPi (📥 5.4M / month · 📦 15K · ⏱️ 29.06.2022):

   pip install celery
  

• Conda (📥 1.1M · ⏱️ 29.05.2022):

   conda install -c conda-forge celery
  

Beam (🥇42 · ⭐ 6.3K) - Unified programming model to define and execute data processing.. Apache-2

• GitHub (👨‍💻 1.4K · 🔀 3.8K · 📋 5.3K - 78% open · ⏱️ 19.01.2023):

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

• PyPi (📥 6.4M / month · 📦 160 · ⏱️ 27.06.2022):

   pip install apache-beam
  

• Conda (📥 31K · ⏱️ 14.01.2023):

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

Prefect (🥇41 · ⭐ 11K) - The easiest way to coordinate your dataflow. Apache-2

• GitHub (👨‍💻 320 · 🔀 1.1K · 📦 1.6K · 📋 3.2K - 21% open · ⏱️ 18.01.2023):

   git clone https://github.com/PrefectHQ/prefect
  

• PyPi (📥 340K / month · 📦 71 · ⏱️ 05.07.2022):

   pip install prefect
  

• Conda (📥 380K · ⏱️ 07.01.2023):

   conda install -c conda-forge prefect
  

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

• GitHub (👨‍💻 280 · 🔀 1.3K · 📦 12K · 📋 1K - 19% open · ⏱️ 15.01.2023):

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

• PyPi (📥 620K / month · 📦 1.7K · ⏱️ 07.12.2021):

   pip install rq
  

• Conda (📥 84K · ⏱️ 30.06.2021):

   conda install -c conda-forge rq
  

Dagster (🥇39 · ⭐ 6.3K) - An orchestration platform for the development, production, and.. Apache-2

• GitHub (👨‍💻 260 · 🔀 790 · 📦 720 · 📋 5.1K - 28% open · ⏱️ 19.01.2023):

   git clone https://github.com/dagster-io/dagster
  

• PyPi (📥 640K / month · 📦 85 · ⏱️ 06.07.2022):

   pip install dagster
  

• Conda (📥 760K · ⏱️ 14.01.2023):

   conda install -c conda-forge dagster
  

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

• GitHub (👨‍💻 600 · 🔀 2.4K · 📦 1.9K · 📋 980 - 11% open · ⏱️ 18.01.2023):

   git clone https://github.com/spotify/luigi
  

• PyPi (📥 390K / month · 📦 400 · ⏱️ 20.06.2022):

   pip install luigi
  

• Conda (📥 12K · 📦 2 · ⏱️ 02.05.2022):

   conda install -c anaconda luigi
  

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

• GitHub (👨‍💻 260 · 🔀 1.1K · 📥 800 · 📦 1K · 📋 3.5K - 10% open · ⏱️ 19.01.2023):

   git clone https://github.com/dbt-labs/dbt-core
  

• PyPi (📥 99K / month · 📦 30 · ⏱️ 06.12.2021):

   pip install dbt
  

• Conda (📥 230K · ⏱️ 09.12.2021):

   conda install -c conda-forge dbt
  

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

• GitHub (👨‍💻 110 · 🔀 360 · 📦 240K · 📋 800 - 47% open · ⏱️ 25.11.2022):

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

• PyPi (📥 24M / month · 📦 5.3K · ⏱️ 20.09.2022):

   pip install joblib
  

• Conda (📥 15M · ⏱️ 10.10.2022):

   conda install -c conda-forge joblib
  

Great Expectations (🥈36 · ⭐ 7.9K) - Always know what to expect from your data. Apache-2

• GitHub (👨‍💻 350 · 🔀 1.2K · 📋 1.5K - 16% open · ⏱️ 19.01.2023):

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

• PyPi (📥 8.3M / month · ⏱️ 04.11.2022):

   pip install great_expectations
  

• Conda (📥 580K · ⏱️ 13.01.2023):

   conda install -c conda-forge great-expectations
  

Kedro (🥈35 · ⭐ 8K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2

• GitHub (👨‍💻 180 · 🔀 740 · 📦 1.3K · 📋 1.1K - 20% open · ⏱️ 18.01.2023):

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

• PyPi (📥 430K / month · 📦 40 · ⏱️ 09.05.2022):

   pip install kedro
  

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

• GitHub (👨‍💻 58 · 🔀 180 · 📦 900 · 📋 450 - 17% open · ⏱️ 23.11.2022):

   git clone https://github.com/petl-developers/petl
  

• PyPi (📥 310K / month · 📦 79 · ⏱️ 08.06.2022):

   pip install petl
  

• Conda (📥 160K · ⏱️ 23.11.2022):

   conda install -c conda-forge petl
  

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

• GitHub (👨‍💻 110 · 🔀 420 · 📦 17 · 📋 400 - 11% open · ⏱️ 19.01.2023):

   git clone https://github.com/activeloopai/Hub
  

• PyPi (📥 3.2K / month · 📦 53 · ⏱️ 28.06.2022):

   pip install hub
  

ploomber (🥈31 · ⭐ 2.9K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2

• GitHub (👨‍💻 71 · 🔀 200 · 📦 63 · 📋 820 - 16% open · ⏱️ 18.01.2023):

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

• PyPi (📥 56K / month · 📦 5 · ⏱️ 04.07.2022):

   pip install ploomber
  

• Conda (📥 46K · ⏱️ 13.01.2023):

   conda install -c conda-forge ploomber
  

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

• GitHub (👨‍💻 80 · 🔀 310 · 📦 200 · 📋 460 - 21% open · ⏱️ 18.01.2023):

   git clone https://github.com/combust/mleap
  

• PyPi (📥 100K / month · 📦 26 · ⏱️ 04.04.2022):

   pip install mleap
  

• Conda (📥 60K · ⏱️ 23.12.2022):

   conda install -c conda-forge mleap
  

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

• GitHub (👨‍💻 67 · 🔀 360 · 📦 1.1K · ⏱️ 13.01.2023):

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

• PyPi (📥 58K / month · 📦 170 · ⏱️ 28.12.2021):

   pip install huey
  

• Conda (📥 28K · ⏱️ 16.10.2019):

   conda install -c conda-forge huey
  

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

• GitHub (👨‍💻 59 · 🔀 260 · 📥 1 · 📦 46 · 📋 150 - 18% open · ⏱️ 16.01.2023):

   git clone https://github.com/zenml-io/zenml
  

• PyPi (📥 6.9K / month · ⏱️ 28.06.2022):

   pip install zenml
  

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

• GitHub (👨‍💻 21 · 🔀 88 · 📥 71 · 📦 58 · 📋 320 - 15% open · ⏱️ 18.01.2023):

   git clone https://github.com/whylabs/whylogs
  

• PyPi (📥 39K / month · 📦 2 · ⏱️ 06.07.2022):

   pip install whylogs
  

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

• GitHub (👨‍💻 52 · 🔀 120 · 📦 290 · 📋 170 - 28% open · ⏱️ 14.12.2022):

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

• PyPi (📥 31K / month · 📦 13 · ⏱️ 09.03.2022):

   pip install arq
  

• Conda (📥 5.5K · ⏱️ 02.12.2022):

   conda install -c conda-forge arq
  

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

• GitHub (👨‍💻 27 · 🔀 120 · 📦 520 · 📋 130 - 6% open · ⏱️ 12.10.2022):

   git clone https://github.com/EntilZha/PyFunctional
  

• PyPi (📥 310K / month · 📦 15 · ⏱️ 12.01.2021):

   pip install pyfunctional
  

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

• GitHub (👨‍💻 43 · 🔀 220 · 📦 57 · 📋 330 - 21% open · ⏱️ 18.07.2022):

   git clone https://github.com/Parsely/streamparse
  

• PyPi (📥 2.1K / month · 📦 27 · ⏱️ 10.01.2022):

   pip install streamparse
  

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

• GitHub (👨‍💻 61 · 🔀 27 · 📦 32 · 📋 5 - 20% open · ⏱️ 20.12.2022):

   git clone https://github.com/databand-ai/dbnd
  

• PyPi (📥 51K / month · 📦 23 · ⏱️ 06.07.2022):

   pip install dbnd
  

Optimus (🥉25 · ⭐ 1.3K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark

• GitHub (👨‍💻 26 · 🔀 220 · 📋 220 - 4% open · ⏱️ 17.10.2022):

   git clone https://github.com/hi-primus/optimus
  

• PyPi (📥 27K / month · ⏱️ 30.05.2019):

   pip install optimuspyspark
  

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

• GitHub (👨‍💻 26 · 🔀 69 · 📦 25 · 📋 81 - 53% open · ⏱️ 17.01.2023):

   git clone https://github.com/closeio/tasktiger
  

• PyPi (📥 880 / month · 📦 10 · ⏱️ 02.12.2021):

   pip install tasktiger
  

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

• GitHub (👨‍💻 10 · 🔀 48 · 📦 140 · 📋 30 - 30% open · ⏱️ 13.11.2022):

   git clone https://github.com/svenkreiss/pysparkling
  

• PyPi (📥 11K / month ·