• Stars
    star
    3,619
  • Rank 12,240 (Top 0.3 %)
  • Language
  • License
    Creative Commons ...
  • Created almost 4 years ago
  • Updated 3 months ago

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Repository Details

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

Best-of Python

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

This curated list contains 390 awesome open-source projects with a total of 1.6M 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!


🧙‍♂️  Discover other best-of lists or create your own.
📫  Subscribe to our newsletter for updates and trending projects.


Contents

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

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protobuf (🥇52 · 60K) - Protocol Buffers - Googles data interchange format. BSD-3
  • GitHub (👨‍💻 1.1K · 🔀 15K · 📥 33M · 📦 450K · 📋 5.8K - 16% open · ⏱️ 06.07.2023):

     git clone https://github.com/protocolbuffers/protobuf
    
  • PyPi (📥 120M / month · 📦 16K · ⏱️ 30.01.2023):

     pip install protobuf
    
  • Conda (📥 15M · ⏱️ 30.06.2023):

     conda install -c conda-forge protobuf
    
  • npm (📥 6.1M / month · 📦 3.4K · ⏱️ 10.10.2022):

     npm install google-protobuf
    
flatbuffers (🥇43 · 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
  • GitHub (👨‍💻 640 · 🔀 3.1K · 📥 230K · 📦 63K · 📋 2.2K - 6% open · ⏱️ 15.06.2023):

     git clone https://github.com/google/flatbuffers
    
  • PyPi (📥 9.9M / month · 📦 290 · ⏱️ 21.01.2023):

     pip install flatbuffers
    
  • Conda (📥 770K · ⏱️ 16.06.2023):

     conda install -c conda-forge flatbuffers
    
  • npm (📥 910K / month · 📦 260 · ⏱️ 26.05.2023):

     npm install flatbuffers
    
marshmallow (🥈38 · 6.6K) - A lightweight library for converting complex objects to and from.. MIT
  • GitHub (👨‍💻 210 · 🔀 630 · 📦 86K · 📋 1.2K - 13% open · ⏱️ 04.07.2023):

     git clone https://github.com/marshmallow-code/marshmallow
    
  • PyPi (📥 22M / month · 📦 10K · ⏱️ 05.09.2016):

     pip install marshmallow
    
  • Conda (📥 1.9M · ⏱️ 16.06.2023):

     conda install -c conda-forge marshmallow
    
simplejson (🥈36 · 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
  • GitHub (👨‍💻 42 · 🔀 330 · 📥 6.3K · 📦 110K · 📋 190 - 9% open · ⏱️ 06.04.2023):

     git clone https://github.com/simplejson/simplejson
    
  • PyPi (📥 18M / month · 📦 21K · ⏱️ 03.01.2023):

     pip install simplejson
    
  • Conda (📥 2.7M · ⏱️ 16.06.2023):

     conda install -c conda-forge simplejson
    
orjson (🥈35 · 4.7K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
  • GitHub (👨‍💻 19 · 🔀 170 · 📦 48K · 📋 320 - 0% open · ⏱️ 09.06.2023):

     git clone https://github.com/ijl/orjson
    
  • PyPi (📥 11M / month · 📦 910 · ⏱️ 10.01.2023):

     pip install orjson
    
  • Conda (📥 800K · ⏱️ 09.06.2023):

     conda install -c conda-forge orjson
    
ultrajson (🥈35 · 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3
  • GitHub (👨‍💻 85 · 🔀 370 · 📋 340 - 7% open · ⏱️ 03.07.2023):

     git clone https://github.com/ultrajson/ultrajson
    
  • PyPi (📥 7.4M / month · 📦 4.4K · ⏱️ 06.01.2023):

     pip install ujson
    
  • Conda (📥 3.8M · ⏱️ 16.06.2023):

     conda install -c conda-forge ujson
    
dill (🥈35 · 1.9K) - serialize all of python. BSD-3
  • GitHub (👨‍💻 43 · 🔀 160 · 📥 290K · 📦 110K · 📋 480 - 34% open · ⏱️ 06.07.2023):

     git clone https://github.com/uqfoundation/dill
    
  • PyPi (📥 25M / month · 📦 3.8K · ⏱️ 20.05.2022):

     pip install dill
    
  • Conda (📥 4.4M · ⏱️ 16.06.2023):

     conda install -c conda-forge dill
    
cloudpickle (🥈35 · 1.4K · 📉) - Extended pickling support for Python objects. BSD-3
  • GitHub (👨‍💻 56 · 🔀 150 · 📥 25 · 📦 83K · 📋 240 - 33% open · ⏱️ 03.07.2023):

     git clone https://github.com/cloudpipe/cloudpickle
    
  • PyPi (📥 29M / month · 📦 2.8K · ⏱️ 19.01.2023):

     pip install cloudpickle
    
  • Conda (📥 14M · ⏱️ 16.06.2023):

     conda install -c conda-forge cloudpickle
    
msgpack (🥉34 · 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2
  • GitHub (👨‍💻 78 · 🔀 220 · 📥 1.1K · 📋 270 - 2% open · ⏱️ 23.05.2023):

     git clone https://github.com/msgpack/msgpack-python
    
  • PyPi (📥 33M / month · 📦 2.2K · ⏱️ 18.01.2023):

     pip install msgpack
    
  • Conda (📥 13M · ⏱️ 16.06.2023):

     conda install -c conda-forge msgpack-python
    
jsonpickle (🥉34 · 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3
  • GitHub (👨‍💻 69 · 🔀 160 · 📋 290 - 21% open · ⏱️ 26.05.2023):

     git clone https://github.com/jsonpickle/jsonpickle
    
  • PyPi (📥 8M / month · 📦 2.4K · ⏱️ 11.05.2022):

     pip install jsonpickle
    
  • Conda (📥 1.4M · ⏱️ 16.06.2023):

     conda install -c conda-forge jsonpickle
    
srsly (🥉29 · 370) - Modern high-performance serialization utilities for Python (JSON,.. MIT
  • GitHub (👨‍💻 14 · 🔀 32 · 📦 30K · 📋 28 - 10% open · ⏱️ 20.04.2023):

     git clone https://github.com/explosion/srsly
    
  • PyPi (📥 3.6M / month · 📦 280 · ⏱️ 18.10.2022):

     pip install srsly
    
  • Conda (📥 1.2M · ⏱️ 16.06.2023):

     conda install -c conda-forge srsly
    
python-rapidjson (🥉28 · 480) - Python wrapper around rapidjson. MIT
  • GitHub (👨‍💻 22 · 🔀 44 · 📦 4.2K · 📋 100 - 11% open · ⏱️ 16.06.2023):

     git clone https://github.com/python-rapidjson/python-rapidjson
    
  • PyPi (📥 1.1M / month · 📦 260 · ⏱️ 17.10.2022):

     pip install python-rapidjson
    
  • Conda (📥 1.2M · ⏱️ 16.06.2023):

     conda install -c conda-forge python-rapidjson
    
pysimdjson (🥉25 · 590 · 💤) - Python bindings for the simdjson project. MIT
  • GitHub (👨‍💻 14 · 🔀 50 · 📦 1.1K · 📋 86 - 17% open · ⏱️ 12.09.2022):

     git clone https://github.com/TkTech/pysimdjson
    
  • PyPi (📥 320K / month · 📦 23 · ⏱️ 21.06.2021):

     pip install pysimdjson
    
  • Conda (📥 71K · ⏱️ 16.06.2023):

     conda install -c conda-forge pysimdjson
    
hickle (🥉25 · 460 · 💤) - a HDF5-based python pickle replacement. MIT
  • GitHub (👨‍💻 23 · 🔀 70 · 📦 540 · 📋 110 - 10% open · ⏱️ 31.08.2022):

     git clone https://github.com/telegraphic/hickle
    
  • PyPi (📥 30K / month · 📦 88 · ⏱️ 31.08.2022):

     pip install hickle
    
  • Conda (📥 23K · ⏱️ 16.06.2023):

     conda install -c conda-forge hickle
    
rtoml (🥉20 · 240) - A fast TOML library for python implemented in rust. MIT
  • GitHub (👨‍💻 13 · 🔀 26 · 📦 240 · 📋 16 - 37% open · ⏱️ 27.03.2023):

     git clone https://github.com/samuelcolvin/rtoml
    
  • PyPi (📥 36K / month · 📦 34 · ⏱️ 10.11.2022):

     pip install rtoml
    
Show 1 hidden projects...
  • pyasn1 (🥉34 · 230 · 💀) - Generic ASN.1 library for Python. BSD-2

Data Containers & Dataframes

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

pandas (🥇52 · 39K) - Flexible and powerful data analysis / manipulation library for.. BSD-3
  • GitHub (👨‍💻 3.4K · 🔀 16K · 📥 200K · 📦 1.2M · 📋 25K - 14% open · ⏱️ 06.07.2023):

     git clone https://github.com/pandas-dev/pandas
    
  • PyPi (📥 120M / month · 📦 69K · ⏱️ 23.06.2022):

     pip install pandas
    
  • Conda (📥 41M · ⏱️ 29.06.2023):

     conda install -c conda-forge pandas
    
numpy (🥇51 · 24K) - The fundamental package for scientific computing with Python. BSD-3
  • GitHub (👨‍💻 1.6K · 🔀 8K · 📥 760K · 📦 1.7M · 📋 12K - 18% open · ⏱️ 06.07.2023):

     git clone https://github.com/numpy/numpy
    
  • PyPi (📥 160M / month · 📦 130K · ⏱️ 26.12.2022):

     pip install numpy
    
  • Conda (📥 60M · ⏱️ 26.06.2023):

     conda install -c conda-forge numpy
    
h5py (🥇41 · 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
  • GitHub (👨‍💻 200 · 🔀 500 · 📥 2.8K · 📦 220K · 📋 1.4K - 17% open · ⏱️ 20.06.2023):

     git clone https://github.com/h5py/h5py
    
  • PyPi (📥 12M / month · 📦 15K · ⏱️ 23.01.2023):

     pip install h5py
    
  • Conda (📥 12M · ⏱️ 27.06.2023):

     conda install -c conda-forge h5py
    
polars (🥈39 · 18K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT
  • GitHub (👨‍💻 240 · 🔀 990 · 📦 2.6K · 📋 4.3K - 21% open · ⏱️ 06.07.2023):

     git clone https://github.com/pola-rs/polars
    
  • PyPi (📥 730K / month · 📦 180 · ⏱️ 01.05.2022):

     pip install polars
    
Modin (🥈37 · 8.8K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2
  • GitHub (👨‍💻 120 · 🔀 620 · 📥 200K · 📦 1.1K · 📋 3.7K - 22% open · ⏱️ 05.07.2023):

     git clone https://github.com/modin-project/modin
    
  • PyPi (📥 940K / month · 📦 32 · ⏱️ 25.06.2022):

     pip install modin
    
  • Conda (📥 250K · ⏱️ 05.07.2023):

     conda install -c conda-forge modin-core
    
xarray (🥈37 · 3K) - N-D labeled arrays and datasets in Python. Apache-2
  • GitHub (👨‍💻 430 · 🔀 950 · 📦 1 · 📋 3.9K - 29% open · ⏱️ 05.07.2023):

     git clone https://github.com/pydata/xarray
    
  • PyPi (📥 2.9M / month · 📦 1.8K · ⏱️ 09.06.2022):

     pip install xarray
    
  • Conda (📥 8.4M · ⏱️ 26.06.2023):

     conda install -c conda-forge xarray
    
PyTables (🥈35 · 1.2K) - A Python package to manage extremely large amounts of data. BSD-3
  • GitHub (👨‍💻 120 · 🔀 250 · 📥 170 · 📦 47K · 📋 690 - 22% open · ⏱️ 29.06.2023):

     git clone https://github.com/PyTables/PyTables
    
  • PyPi (📥 770K / month · 📦 2.5K · ⏱️ 28.12.2021):

     pip install tables
    
  • Conda (📥 6.1M · ⏱️ 27.06.2023):

     conda install -c conda-forge pytables
    
docarray (🥈34 · 2.3K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2
  • GitHub (👨‍💻 64 · 🔀 180 · 📦 500 · 📋 580 - 10% open · ⏱️ 05.07.2023):

     git clone https://github.com/jina-ai/docarray
    
  • PyPi (📥 140K / month · 📦 11 · ⏱️ 27.01.2023):

     pip install docarray
    
  • Conda (📥 110K · ⏱️ 18.06.2023):

     conda install -c conda-forge docarray
    
numexpr (🥈33 · 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT
  • GitHub (👨‍💻 65 · 🔀 190 · 📥 320 · 📋 350 - 19% open · ⏱️ 29.06.2023):

     git clone https://github.com/pydata/numexpr
    
  • PyPi (📥 5.6M / month · 📦 3.1K · ⏱️ 26.10.2022):

     pip install numexpr
    
  • Conda (📥 6.7M · ⏱️ 16.06.2023):

     conda install -c conda-forge numexpr
    
zarr (🥈33 · 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
  • GitHub (👨‍💻 87 · 🔀 220 · 📦 2.5K · 📋 620 - 42% open · ⏱️ 05.07.2023):

     git clone https://github.com/zarr-developers/zarr-python
    
  • PyPi (📥 250K / month · 📦 340 · ⏱️ 23.06.2022):

     pip install zarr
    
  • Conda (📥 2.4M · ⏱️ 14.06.2023):

     conda install -c conda-forge zarr
    
Bottleneck (🥈33 · 910) - Fast NumPy array functions written in C. BSD-2
  • GitHub (👨‍💻 30 · 🔀 96 · 📦 42K · 📋 230 - 18% open · ⏱️ 04.04.2023):

     git clone https://github.com/pydata/bottleneck
    
  • PyPi (📥 620K / month · 📦 1.6K · ⏱️ 02.07.2022):

     pip install Bottleneck
    
  • Conda (📥 3.5M · ⏱️ 16.06.2023):

     conda install -c conda-forge bottleneck
    
TinyDB (🥈32 · 6K) - TinyDB is a lightweight document oriented database optimized for your.. MIT
  • GitHub (👨‍💻 81 · 🔀 500 · 📦 11K · 📋 300 - 4% open · ⏱️ 12.06.2023):

     git clone https://github.com/msiemens/tinydb
    
  • PyPi (📥 430K / month · 📦 860 · ⏱️ 19.02.2022):

     pip install tinydb
    
  • Conda (📥 310K · ⏱️ 12.06.2023):

     conda install -c conda-forge tinydb
    
Koalas (🥈32 · 3.3K · 💤) - Koalas: pandas API on Apache Spark. Apache-2 spark
  • GitHub (👨‍💻 51 · 🔀 340 · 📥 1K · 📦 310 · 📋 590 - 18% open · ⏱️ 14.12.2022):

     git clone https://github.com/databricks/koalas
    
  • PyPi (📥 1.8M / month · 📦 16 · ⏱️ 19.10.2021):

     pip install koalas
    
  • Conda (📥 300K · ⏱️ 16.06.2023):

     conda install -c conda-forge koalas
    
pandera (🥈32 · 2.4K) - A light-weight, flexible, and expressive statistical data testing.. MIT
  • GitHub (👨‍💻 100 · 🔀 200 · 📦 910 · 📋 600 - 34% open · ⏱️ 06.07.2023):

     git clone https://github.com/pandera-dev/pandera
    
  • PyPi (📥 890K / month · 📦 69 · ⏱️ 01.05.2022):

     pip install pandera
    
  • Conda (📥 25K · ⏱️ 16.06.2023):

     conda install -c conda-forge pandera-core
    
datasketch (🥉31 · 2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++,.. MIT
  • GitHub (👨‍💻 27 · 🔀 270 · 📥 19 · 📦 810 · 📋 150 - 27% open · ⏱️ 30.06.2023):

     git clone https://github.com/ekzhu/datasketch
    
  • PyPi (📥 1M / month · 📦 61 · ⏱️ 16.12.2021):

     pip install datasketch
    
datatable (🥉30 · 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0
  • GitHub (👨‍💻 37 · 🔀 150 · 📥 2.1K · 📋 1.5K - 10% open · ⏱️ 31.05.2023):

     git clone https://github.com/h2oai/datatable
    
  • PyPi (📥 72K / month · 📦 22 · ⏱️ 08.05.2018):

     pip install datatable
    
  • Conda (📥 22K · ⏱️ 16.06.2023):

     conda install -c conda-forge datatable
    
Vaex (🥉29 · 7.9K · 💤) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT
  • GitHub (👨‍💻 72 · 🔀 590 · 📥 260 · 📦 530 · 📋 1.3K - 39% open · ⏱️ 08.12.2022):

     git clone https://github.com/vaexio/vaex
    
  • PyPi (📥 41K / month · 📦 24 · ⏱️ 02.12.2022):

     pip install vaex
    
  • Conda (📥 170K · ⏱️ 16.06.2023):

     conda install -c conda-forge vaex
    
swifter (🥉28 · 2.3K) - A package which efficiently applies any function to a pandas.. MIT
  • GitHub (👨‍💻 17 · 🔀 100 · 📦 1K · 📋 140 - 8% open · ⏱️ 13.06.2023):

     git clone https://github.com/jmcarpenter2/swifter
    
  • PyPi (📥 280K / month · 📦 41 · ⏱️ 16.08.2022):

     pip install swifter
    
  • Conda (📥 210K · ⏱️ 13.06.2023):

     conda install -c conda-forge swifter
    
Pandaral·lel (🥉27 · 3.1K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter
  • GitHub (👨‍💻 25 · 🔀 190 · 📋 200 - 37% open · ⏱️ 02.05.2023):

     git clone https://github.com/nalepae/pandarallel
    
  • PyPi (📥 300K / month · 📦 34 · ⏱️ 15.01.2023):

     pip install pandarallel
    
  • Conda (📥 22K · ⏱️ 16.06.2023):

     conda install -c conda-forge pandarallel
    
Pandas Summary (🥉27 · 480) - Engine for ML/Data tracking, visualization,.. Apache-2
  • GitHub (👨‍💻 99 · 🔀 43 · 📋 14 - 42% open · ⏱️ 03.07.2023):

     git clone https://github.com/polyaxon/datatile
    
  • PyPi (📥 78K / month · 📦 57 · ⏱️ 25.11.2021):

     pip install pandas-summary
    
StaticFrame (🥉27 · 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT
  • GitHub (👨‍💻 21 · 🔀 30 · 📦 18 · 📋 570 - 5% open · ⏱️ 26.06.2023):

     git clone https://github.com/InvestmentSystems/static-frame
    
  • PyPi (📥 4.1K / month · 📦 2 · ⏱️ 01.07.2022):

     pip install static-frame
    
  • Conda (📥 280K · ⏱️ 25.06.2023):

     conda install -c conda-forge static-frame
    
pickleDB (🥉22 · 790) - pickleDB is an open source key-value store using Pythons json module. BSD-3
  • GitHub (👨‍💻 15 · 🔀 120 · 📦 1.2K · 📋 73 - 42% open · ⏱️ 19.04.2023):

     git clone https://github.com/patx/pickledb
    
  • PyPi (📥 20K / month · 📦 94 · ⏱️ 14.01.2019):

     pip install pickledb
    
fletcher (🥉20 · 220) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT
  • GitHub (👨‍💻 24 · 🔀 33 · 📥 17 · 📦 4 · 📋 110 - 31% open · ⏱️ 22.02.2023):

     git clone https://github.com/xhochy/fletcher
    
  • PyPi (📥 180 / month · 📦 1 · ⏱️ 17.01.2021):

     pip install fletcher
    
  • Conda (📥 59K · ⏱️ 16.06.2023):

     conda install -c conda-forge fletcher
    
Bounter (🥉18 · 940 · 💤) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT
  • GitHub (👨‍💻 9 · 🔀 49 · 📦 30 · 📋 25 - 60% open · ⏱️ 20.11.2022):

     git clone https://github.com/RaRe-Technologies/bounter
    
  • PyPi (📥 500 / month · 📦 8 · ⏱️ 20.11.2022):

     pip install bounter
    
Show 6 hidden projects...
  • Blaze (🥉31 · 3.2K · 💀) - NumPy and Pandas interface to Big Data. BSD-3
  • Arctic (🥉30 · 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1
  • sklearn-pandas (🥉29 · 2.7K · 💤) - Pandas integration with sklearn. ❗️Zlib sklearn
  • pandasql (🥉28 · 1.2K · 💀) - sqldf for pandas. MIT
  • bcolz (🥉27 · 950 · 💀) - A columnar data container that can be compressed. BSD-3
  • PandaPy (🥉13 · 540 · 💀) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

Data Structures

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python-sortedcontainers (🥇36 · 3K · 💤) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2
  • GitHub (👨‍💻 23 · 🔀 190 · 📦 120K · 📋 180 - 14% open · ⏱️ 06.11.2022):

     git clone https://github.com/grantjenks/python-sortedcontainers
    
  • PyPi (📥 24M / month · 📦 2.1K · ⏱️ 16.05.2021):

     pip install sortedcontainers
    
  • Conda (📥 10M · ⏱️ 16.06.2023):

     conda install -c conda-forge sortedcontainers
    
pyrsistent (🥇34 · 1.9K · 💤) - Persistent/Immutable/Functional data structures for Python. MIT
  • GitHub (👨‍💻 69 · 🔀 140 · 📦 300K · 📋 170 - 13% open · ⏱️ 29.12.2022):

     git clone https://github.com/tobgu/pyrsistent
    
  • PyPi (📥 55M / month · 📦 2.3K · ⏱️ 29.12.2022):

     pip install pyrsistent
    
  • Conda (📥 19M · ⏱️ 16.06.2023):

     conda install -c conda-forge pyrsistent
    
multidict (🥈31 · 350) - The multidict implementation. Apache-2
  • GitHub (👨‍💻 47 · 🔀 81 · 📥 4.2K · 📋 140 - 11% open · ⏱️ 28.06.2023):

     git clone https://github.com/aio-libs/multidict
    
  • PyPi (📥 69M / month · 📦 3.2K · ⏱️ 24.12.2022):

     pip install multidict
    
  • Conda (📥 9.7M · ⏱️ 16.06.2023):

     conda install -c conda-forge multidict
    
python-benedict (🥈30 · 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT
  • GitHub (👨‍💻 5 · 🔀 42 · 📦 1.4K · 📋 92 - 10% open · ⏱️ 27.06.2023):

     git clone https://github.com/fabiocaccamo/python-benedict
    
  • PyPi (📥 580K / month · 📦 25 · ⏱️ 12.01.2023):

     pip install python-benedict
    
  • Conda (📥 130K · ⏱️ 17.06.2023):

     conda install -c conda-forge python-benedict
    
anytree (🥈30 · 820 · 💤) - Python tree data library. Apache-2
  • GitHub (👨‍💻 23 · 🔀 120 · 📦 16K · 📋 180 - 30% open · ⏱️ 20.09.2022):

     git clone https://github.com/c0fec0de/anytree
    
  • PyPi (📥 590K / month · 📦 310 · ⏱️ 15.01.2020):

     pip install anytree
    
  • Conda (📥 30K · ⏱️ 16.06.2023):

     conda install -c conda-forge anytree
    
glom (🥉29 · 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3
  • GitHub (👨‍💻 20 · 🔀 59 · 📦 1.1K · 📋 180 - 63% open · ⏱️ 04.04.2023):

     git clone https://github.com/mahmoud/glom
    
  • PyPi (📥 1M / month · 📦 100 · ⏱️ 24.01.2022):

     pip install glom
    
  • Conda (📥 23K · ⏱️ 16.06.2023):

     conda install -c conda-forge glom
    
bidict (🥉29 · 1.3K) - The bidirectional mapping library for Python. MPL-2.0
  • GitHub (👨‍💻 14 · 🔀 56 · 📦 15K · 📋 55 - 5% open · ⏱️ 06.07.2023):

     git clone https://github.com/jab/bidict
    
  • PyPi (📥 1.8M / month · 📦 480 · ⏱️ 23.03.2022):

     pip install bidict
    
  • Conda (📥 300K · ⏱️ 16.06.2023):

     conda install -c conda-forge bidict
    
munch (🥉29 · 680) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT
  • GitHub (👨‍💻 27 · 🔀 80 · 📋 45 - 13% open · ⏱️ 01.07.2023):

     git clone https://github.com/Infinidat/munch
    
  • PyPi (📥 1.6M / month · 📦 830 · ⏱️ 09.03.2020):

     pip install munch
    
  • Conda (📥 3.5M · ⏱️ 02.07.2023):

     conda install -c conda-forge munch
    
ordered-set (🥉29 · 180 · 💤) - A mutable set that remembers the order of its entries. One of.. MIT
  • GitHub (👨‍💻 19 · 🔀 43 · 📦 8.5K · 📋 40 - 12% open · ⏱️ 06.09.2022):

     git clone https://github.com/rspeer/ordered-set
    
  • PyPi (📥 9.7M / month · 📦 360 · ⏱️ 26.01.2022):

     pip install ordered-set
    
  • Conda (📥 350K · ⏱️ 16.06.2023):

     conda install -c conda-forge ordered-set
    
sqlitedict (🥉27 · 1K · 💤) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2
  • GitHub (👨‍💻 40 · 🔀 130 · 📦 3.4K · 📋 100 - 33% open · ⏱️ 03.12.2022):

     git clone https://github.com/RaRe-Technologies/sqlitedict
    
  • PyPi (📥 220K / month · 📦 220 · ⏱️ 03.12.2022):

     pip install sqlitedict
    
  • Conda (📥 77K · ⏱️ 16.06.2023):

     conda install -c conda-forge sqlitedict
    
python-box (🥉26 · 2.2K) - Python dictionaries with advanced dot notation access. MIT
  • GitHub (👨‍💻 1 · 🔀 100 · 📥 38 · 📋 160 - 12% open · ⏱️ 22.02.2023):

     git clone https://github.com/cdgriffith/Box
    
  • PyPi (📥 1.5M / month · 📦 320 · ⏱️ 02.04.2022):

     pip install python-box
    
  • Conda (📥 430K · ⏱️ 16.06.2023):

     conda install -c conda-forge python-box
    
immutables (🥉26 · 1K · 💤) - A high-performance immutable mapping type for Python. Apache-2
  • GitHub (👨‍💻 13 · 🔀 53 · 📦 5.9K · 📋 49 - 32% open · ⏱️ 18.11.2022):

     git clone https://github.com/MagicStack/immutables
    
  • PyPi (📥 1.2M / month · 📦 110 · ⏱️ 22.05.2022):

     pip install immutables
    
  • Conda (📥 930K · ⏱️ 16.06.2023):

     conda install -c conda-forge immutables
    
janus (🥉26 · 710) - Thread-safe asyncio-aware queue for Python. Apache-2
  • GitHub (👨‍💻 23 · 🔀 44 · 📋 38 - 13% open · ⏱️ 26.06.2023):

     git clone https://github.com/aio-libs/janus
    
  • PyPi (📥 380K / month · 📦 110 · ⏱️ 17.12.2021):

     pip install janus
    
  • Conda (📥 14K · ⏱️ 16.06.2023):

     conda install -c conda-forge janus
    
Show 2 hidden projects...
  • addict (🥈30 · 2.4K · 💀) - The Python Dict thats better than heroin. MIT
  • cleverdict (🥉14 · 96 · 💀) - A JSON-friendly data structure which allows both object attributes.. MIT

Data Validation

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pydantic (🥇45 · 15K) - Data validation using Python type hints. MIT
  • GitHub (👨‍💻 380 · 🔀 1.3K · 📦 220K · 📋 2.6K - 10% open · ⏱️ 06.07.2023):

     git clone https://github.com/samuelcolvin/pydantic
    
  • PyPi (📥 70M / month · 📦 6.9K · ⏱️ 19.05.2022):

     pip install pydantic
    
  • Conda (📥 5.3M · ⏱️ 06.07.2023):

     conda install -c conda-forge pydantic
    
jsonschema (🥇41 · 4.2K) - An implementation of the JSON Schema specification for Python. MIT
  • GitHub (👨‍💻 110 · 🔀 560 · 📥 19 · 📦 410K · 📋 750 - 3% open · ⏱️ 06.07.2023):

     git clone https://github.com/Julian/jsonschema
    
  • PyPi (📥 70M / month · 📦 19K · ⏱️ 30.09.2018):

     pip install jsonschema
    
  • Conda (📥 21M · ⏱️ 16.06.2023):

     conda install -c conda-forge jsonschema
    
voluptuous (🥈32 · 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3
  • GitHub (👨‍💻 91 · 🔀 200 · 📦 14K · 📋 240 - 16% open · ⏱️ 04.07.2023):

     git clone https://github.com/alecthomas/voluptuous
    
  • PyPi (📥 2.2M / month · 📦 1.3K · ⏱️ 07.04.2022):

     pip install voluptuous
    
  • Conda (📥 300K · ⏱️ 16.06.2023):

     conda install -c conda-forge voluptuous
    
validators (🥈32 · 780) - Python Data Validation for Humans. MIT
  • GitHub (👨‍💻 45 · 🔀 130 · 📦 75K · 📋 140 - 10% open · ⏱️ 27.06.2023):

     git clone https://github.com/kvesteri/validators
    
  • PyPi (📥 5.5M / month · 📦 1.7K · ⏱️ 05.06.2022):

     pip install validators
    
  • Conda (📥 430K · ⏱️ 16.06.2023):

     conda install -c conda-forge validators
    
param (🥉31 · 330) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3
  • GitHub (👨‍💻 34 · 🔀 60 · 📦 7.3K · 📋 400 - 39% open · ⏱️ 03.07.2023):

     git clone https://github.com/holoviz/param
    
  • PyPi (📥 410K / month · 📦 140 · ⏱️ 26.04.2017):

     pip install param
    
  • Conda (📥 1.2M · ⏱️ 16.06.2023):

     conda install -c conda-forge param
    
strictyaml (🥉29 · 1.2K) - Type-safe YAML parser and validator. MIT
  • GitHub (👨‍💻 20 · 🔀 57 · 📦 1.6K · 📋 160 - 54% open · ⏱️ 25.05.2023):

     git clone https://github.com/crdoconnor/strictyaml
    
  • PyPi (📥 530K / month · 📦 240 · ⏱️ 08.10.2022):

     pip install strictyaml
    
  • Conda (📥 200K · ⏱️ 16.06.2023):

     conda install -c conda-forge strictyaml
    
dirty-equals (🥉22 · 680) - Doing dirty (but extremely useful) things with equals. MIT
  • GitHub (👨‍💻 11 · 🔀 27 · 📦 160 · 📋 23 - 47% open · ⏱️ 02.05.2023):

     git clone https://github.com/samuelcolvin/dirty-equals
    
  • PyPi (📥 43K / month · 📦 6 · ⏱️ 30.08.2022):

     pip install dirty-equals
    
  • Conda (📥 33K · ⏱️ 18.06.2023):

     conda install -c conda-forge dirty-equals
    
valideer (🥉21 · 260) - Lightweight data validation and adaptation Python library. MIT
  • GitHub (👨‍💻 9 · 🔀 24 · 📦 68 · 📋 18 - 38% open · ⏱️ 05.01.2023):

     git clone https://github.com/podio/valideer
    
  • PyPi (📥 15K / month · 📦 17 · ⏱️ 20.12.2015):

     pip install valideer
    
  • Conda (📥 21K · ⏱️ 16.06.2023):

     conda install -c conda-forge valideer
    
typical (🥉21 · 180) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT
  • GitHub (👨‍💻 9 · 🔀 9 · 📦 70 · 📋 100 - 17% open · ⏱️ 26.04.2023):

     git clone https://github.com/seandstewart/typical
    
  • PyPi (📥 5.6K / month · 📦 4 · ⏱️ 20.07.2019):

     pip install typical
    
  • Conda (📥 30K · ⏱️ 16.06.2023):

     conda install -c conda-forge typical
    
Show 6 hidden projects...
  • cerberus (🥈34 · 3K · 💀) - Lightweight, extensible data validation library for Python. ISC
  • schema (🥈32 · 2.8K · 💀) - Schema validation just got Pythonic. MIT
  • schematics (🥉31 · 2.6K · 💀) - Python Data Structures for Humans. BSD-3
  • python-email-validator (🥉28 · 800) - A robust email syntax and deliverability validation.. ❗️CC0-1.0
  • validr (🥉18 · 210 · 💀) - A simple, fast, extensible python library for data validation. MIT
  • dataklasses (🥉7 · 760 · 💀) - A different spin on dataclasses. ❗Unlicensed

Algorithms & Design Patterns

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🔗 python-patterns ( 38K) - Collection of design patterns/idioms in Python.

transitions (🥇30 · 4.9K) - A lightweight, object-oriented finite state machine implementation.. MIT
  • GitHub (👨‍💻 75 · 🔀 510 · 📦 3.1K · 📋 430 - 2% open · ⏱️ 06.01.2023):

     git clone https://github.com/pytransitions/transitions
    
  • PyPi (📥 420K / month · 📦 260 · ⏱️ 24.02.2022):

     pip install transitions
    
  • Conda (📥 470K · ⏱️ 16.06.2023):

     conda install -c conda-forge transitions
    
algorithms (🥉29 · 23K) - Minimal examples of data structures and algorithms in Python. MIT
  • GitHub (👨‍💻 200 · 🔀 4.5K · 📦 90 · 📋 300 - 66% open · ⏱️ 04.04.2023):

     git clone https://github.com/keon/algorithms
    
  • PyPi (📥 7.5K / month · 📦 16 · ⏱️ 04.10.2020):

     pip install algorithms
    
  • Conda (📥 1.6K · ⏱️ 16.06.2023):

     conda install -c conda-forge algorithms
    
Show 1 hidden projects...
  • PyPattyrn (🥉20 · 2K · 💀) - A simple library for implementing common design patterns. MIT

Date & Time Utilities

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python-dateutil (🥇39 · 2.1K) - Useful extensions to the standard Python datetime features. Apache-2
  • GitHub (👨‍💻 130 · 🔀 430 · 📥 35K · 📦 1.1M · 📋 730 - 45% open · ⏱️ 06.06.2023):

     git clone https://github.com/dateutil/dateutil
    
  • PyPi (📥 210M / month · 📦 4.1K · ⏱️ 14.07.2021):

     pip install python-dateutil
    
  • Conda (📥 46M · ⏱️ 16.06.2023):

     conda install -c conda-forge python-dateutil
    
arrow (🥈37 · 8.3K · 💤) - Better dates & times for Python. Apache-2
  • GitHub (👨‍💻 270 · 🔀 640 · 📦 57K · 📋 490 - 19% open · ⏱️ 15.11.2022):

     git clone https://github.com/arrow-py/arrow
    
  • PyPi (📥 12M / month · 📦 4.7K · ⏱️ 27.01.2022):

     pip install arrow
    
  • Conda (📥 1.7M · ⏱️ 16.06.2023):

     conda install -c conda-forge arrow
    
dateparser (🥈36 · 2.3K) - python parser for human readable dates. BSD-3
  • GitHub (👨‍💻 130 · 🔀 440 · 📦 21K · 📋 660 - 44% open · ⏱️ 16.05.2023):

     git clone https://github.com/scrapinghub/dateparser
    
  • PyPi (📥 4.1M / month · 📦 1.2K · ⏱️ 17.03.2022):

     pip install dateparser
    
  • Conda (📥 150K · ⏱️ 16.06.2023):

     conda install -c conda-forge dateparser
    
pendulum (🥈34 · 5.5K) - Python datetimes made easy. MIT
  • GitHub (👨‍💻 89 · 🔀 330 · 📥 140 · 📦 21K · 📋 520 - 47% open · ⏱️ 10.06.2023):

     git clone https://github.com/sdispater/pendulum
    
  • PyPi (📥 12M / month · 📦 1.2K · ⏱️ 24.07.2020):

     pip install pendulum
    
  • Conda (📥 770K · ⏱️ 16.06.2023):

     conda install -c conda-forge pendulum
    
holidays (🥈34 · 990) - Generate and work with holidays in Python. MIT
  • GitHub (👨‍💻 210 · 🔀 390 · 📥 180 · 📋 450 - 23% open · ⏱️ 03.07.2023):

     git clone https://github.com/dr-prodigy/python-holidays
    
  • PyPi (📥 5.1M / month · 📦 430 · ⏱️ 30.01.2023):

     pip install holidays
    
  • Conda (📥 3.3M · ⏱️ 03.07.2023):

     conda install -c conda-forge holidays
    
pytz (🥉33 · 270) - pytz Python historical timezone library and database. MIT
  • GitHub (👨‍💻 20 · 🔀 71 · 📦 1.6M · 📋 73 - 39% open · ⏱️ 03.04.2023):

     git clone https://github.com/stub42/pytz
    
  • PyPi (📥 120M / month · 📦 83K · ⏱️ 14.01.2023):

     pip install pytz
    
  • Conda (📥 42M · ⏱️ 16.06.2023):

     conda install -c conda-forge pytz
    
tzlocal (🥉31 · 170) - A Python module that tries to figure out what your local timezone is. MIT
  • GitHub (👨‍💻 29 · 🔀 56 · 📋 80 - 3% open · ⏱️ 31.05.2023):

     git clone https://github.com/regebro/tzlocal
    
  • PyPi (📥 29M / month · 📦 3.7K · ⏱️ 02.04.2022):

     pip install tzlocal
    
  • Conda (📥 2.2M · ⏱️ 16.06.2023):

     conda install -c conda-forge tzlocal
    
Show 2 hidden projects...
  • isodate (🥉30 · 130 · 💀) - ISO 8601 date/time parser. BSD-3
  • parsedatetime (🥉29 · 670 · 💀) - Parse human-readable date/time strings. Apache-2

File & Path Utilities

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filesystem_spec (🥇38 · 610) - A specification that python filesystems should adhere to. BSD-3
  • GitHub (👨‍💻 190 · 🔀 260 · 📦 53K · 📋 560 - 34% open · ⏱️ 20.06.2023):

     git clone https://github.com/fsspec/filesystem_spec
    
  • PyPi (📥 110M / month · 📦 560 · ⏱️ 19.05.2022):

     pip install fsspec
    
  • Conda (📥 13M · ⏱️ 09.06.2023):

     conda install -c conda-forge fsspec
    
watchdog (🥈37 · 5.9K) - Python library and shell utilities to monitor filesystem events. Apache-2
  • GitHub (👨‍💻 140 · 🔀 680 · 📦 99K · 📋 620 - 26% open · ⏱️ 14.05.2023):

     git clone https://github.com/gorakhargosh/watchdog
    
  • PyPi (📥 13M / month · 📦 8K · ⏱️ 10.06.2022):

     pip install watchdog
    
  • Conda (📥 2.2M · ⏱️ 16.06.2023):

     conda install -c conda-forge watchdog
    
aiofiles (🥈35 · 2.3K) - File support for asyncio. Apache-2
  • GitHub (👨‍💻 31 · 🔀 140 · 📦 98K · 📋 110 - 45% open · ⏱️ 04.07.2023):

     git clone https://github.com/Tinche/aiofiles
    
  • PyPi (📥 7.9M / month · 📦 1.9K · ⏱️ 09.02.2023):

     pip install aiofiles
    
  • Conda (📥 720K · ⏱️ 16.06.2023):

     conda install -c conda-forge aiofiles
    
filelock (🥈34 · 560) - A platform-independent file lock for Python. Unlicense
  • GitHub (👨‍💻 36 · 🔀 85 · 📦 280K · 📋 95 - 13% open · ⏱️ 27.06.2023):

     git clone https://github.com/tox-dev/py-filelock
    
  • PyPi (📥 59M / month · 📦 2.6K · ⏱️ 31.05.2022):

     pip install filelock
    
  • Conda (📥 14M · ⏱️ 12.06.2023):

     conda install -c conda-forge filelock
    
appdirs (🥉32 · 980) - A small Python module for determining appropriate platform-specific dirs,.. MIT
  • GitHub (👨‍💻 34 · 🔀 94 · 📦 250K · 📋 110 - 45% open · ⏱️ 10.02.2023):

     git clone https://github.com/ActiveState/appdirs
    
  • PyPi (📥 14M / month · 📦 15K · ⏱️ 11.05.2020):

     pip install appdirs
    
  • Conda (📥 9.1M · ⏱️ 16.06.2023):

     conda install -c conda-forge appdirs
    
pyfilesystem2 (🥉30 · 1.9K · 💤) - Pythons Filesystem abstraction layer. MIT
  • GitHub (👨‍💻 47 · 🔀 170 · 📋 370 - 27% open · ⏱️ 18.10.2022):

     git clone https://github.com/pyfilesystem/pyfilesystem2
    
  • PyPi (📥 1.8M / month · 📦 590 · ⏱️ 02.05.2022):

     pip install fs
    
  • Conda (📥 630K · ⏱️ 16.06.2023):

     conda install -c conda-forge fs
    
path (🥉28 · 1.1K) - Object-oriented file system path manipulation. MIT
  • GitHub (👨‍💻 49 · 🔀 140 · 📋 130 - 2% open · ⏱️ 05.07.2023):

     git clone https://github.com/jaraco/path
    
  • PyPi (📥 1M / month · 📦 130 · ⏱️ 07.01.2022):

     pip install path
    
  • Conda (📥 420K · ⏱️ 16.06.2023):

     conda install -c conda-forge path
    
Show 3 hidden projects...
  • zipp (🥉31 · 38) - Backport of pathlib-compatible object wrapper for zip files. MIT
  • scandir (🥉30 · 510 · 💀) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3
  • Unipath (🥉22 · 510 · 💀) - An object-oriented approach to Python file/directory operations. MIT

Compatiblity

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six (🥇38 · 950 · 💤) - Python 2 and 3 compatibility library. MIT
  • GitHub (👨‍💻 65 · 🔀 260 · 📦 1.7M · 📋 290 - 37% open · ⏱️ 26.07.2022):

     git clone https://github.com/benjaminp/six
    
  • PyPi (📥 190M / month · 📦 140K · ⏱️ 05.05.2021):

     pip install six
    
  • Conda (📥 44M · ⏱️ 16.06.2023):

     conda install -c conda-forge six
    
future (🥈37 · 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT
  • GitHub (👨‍💻 110 · 🔀 280 · 📦 280K · 📋 400 - 50% open · ⏱️ 29.01.2023):

     git clone https://github.com/PythonCharmers/python-future
    
  • PyPi (📥 35M / month · 📦 17K · ⏱️ 13.01.2023):

     pip install future
    
  • Conda (📥 12M · ⏱️ 16.06.2023):

     conda install -c conda-forge future
    
typing (🥈33 · 1.4K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0
  • GitHub (👨‍💻 91 · 🔀 220 · 📋 720 - 16% open · ⏱️ 30.06.2023):

     git clone https://github.com/python/typing
    
  • PyPi (📥 8.1M / month · 📦 5.9K · ⏱️ 01.05.2021):

     pip install typing
    
  • Conda (📥 2.7M · ⏱️ 16.06.2023):

     conda install -c conda-forge typing
    
futures (🥉28 · 230 · 💤) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0
  • GitHub (👨‍💻 19 · 🔀 51 · 📦 38K · 📋 74 - 9% open · ⏱️ 31.10.2022):

     git clone https://github.com/agronholm/pythonfutures
    
  • PyPi (📥 9.8M / month · 📦 8K · ⏱️ 31.10.2022):

     pip install futures
    
  • Conda (📥 1.2M · ⏱️ 16.06.2023):

     conda install -c conda-forge futures
    
Show 3 hidden projects...
  • dataclasses (🥉28 · 560 · 💀) - A backport of the dataclasses module for Python 3.6. Apache-2
  • pathlib2 (🥉27 · 73) - Backport of pathlib aiming to support the full stdlib Python API. MIT
  • contextlib2 (🥉26 · 36 · 💀) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

Cryptography

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cryptography (🥇46 · 5.7K) - cryptography is a package designed to expose cryptographic.. Apache-2
  • GitHub (👨‍💻 290 · 🔀 1.4K · 📦 490K · 📋 2.3K - 1% open · ⏱️ 06.07.2023):

     git clone https://github.com/pyca/cryptography
    
  • PyPi (📥 160M / month · 📦 21K · ⏱️ 05.07.2022):

     pip install cryptography
    
  • Conda (📥 40M · ⏱️ 01.06.2023):

     conda install -c conda-forge cryptography
    
pycryptodomex (🥈39 · 2.4K) - A self-contained cryptographic library for Python. BSD-3
  • GitHub (👨‍💻 140 · 🔀 440 · 📦 72K · 📋 550 - 10% open · ⏱️ 02.07.2023):

     git clone https://github.com/Legrandin/pycryptodome
    
  • PyPi (📥 29M / month · 📦 1.6K · ⏱️ 28.01.2023):

     pip install pycryptodomex
    
  • Conda (📥 1.3M · ⏱️ 16.06.2023):

     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 · 📥 1.1K · 📦 48 · 📋 480 - 10% open · ⏱️ 28.06.2023):

     git clone https://github.com/google/tink
    
  • PyPi (📥 170K / month · 📦 3 · ⏱️ 10.08.2021):

     pip install tink
    
  • npm (📥 320 / month · 📦 1 · ⏱️ 02.05.2023):

     npm install tink-crypto
    
keyring (🥉35 · 1.1K) - Store and access your passwords safely. MIT
  • GitHub (👨‍💻 110 · 🔀 140 · 📋 480 - 10% open · ⏱️ 05.07.2023):

     git clone https://github.com/jaraco/keyring
    
  • PyPi (📥 24M / month · 📦 4K · ⏱️ 08.06.2022):

     pip install keyring
    
  • Conda (📥 3.4M · ⏱️ 25.06.2023):

     conda install -c conda-forge keyring
    
bcrypt (🥉33 · 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2
  • GitHub (👨‍💻 32 · 🔀 140 · 📋 110 - 4% open · ⏱️ 06.07.2023):

     git clone https://github.com/pyca/bcrypt
    
  • PyPi (📥 38M / month · 📦 8K · ⏱️ 01.05.2022):

     pip install bcrypt
    
  • Conda (📥 3.6M · ⏱️ 16.06.2023):

     conda install -c conda-forge bcrypt
    
rsa (🥉33 · 440) - Python-RSA is a pure-Python RSA implementation. Apache-2
  • GitHub (👨‍💻 41 · 🔀 100 · 📦 300K · 📋 120 - 19% open · ⏱️ 25.04.2023):

     git clone https://github.com/sybrenstuvel/python-rsa
    
  • PyPi (📥 110M / month · 📦 7K · ⏱️ 20.07.2022):

     pip install rsa
    
  • Conda (📥 12M · ⏱️ 16.06.2023):

     conda install -c conda-forge rsa
    
asn1crypto (🥉33 · 290 · 💤) - Python ASN.1 library with a focus on performance and a pythonic API. MIT
  • GitHub (👨‍💻 38 · 🔀 130 · 📦 100K · 📋 180 - 27% open · ⏱️ 18.10.2022):

     git clone https://github.com/wbond/asn1crypto
    
  • PyPi (📥 50M / month · 📦 7.1K · ⏱️ 15.03.2022):

     pip install asn1crypto
    
  • Conda (📥 8.1M · ⏱️ 16.06.2023):

     conda install -c conda-forge asn1crypto
    

Infrastructure & DevOps

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ansible (🥇48 · 58K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0
  • GitHub (👨‍💻 6.7K · 🔀 23K · 📦 29K · 📋 32K - 2% open · ⏱️ 06.07.2023):

     git clone https://github.com/ansible/ansible
    
  • PyPi (📥 3.9M / month · 📦 4.1K · ⏱️ 31.01.2023):

     pip install ansible
    
  • Conda (📥 920K · ⏱️ 25.06.2023):

     conda install -c conda-forge ansible
    
awscli (🥇45 · 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2
  • GitHub (👨‍💻 420 · 🔀 3.7K · 📥 1.4K · 📦 3 · 📋 4.4K - 11% open · ⏱️ 06.07.2023):

     git clone https://github.com/aws/aws-cli
    
  • PyPi (📥 380M / month · 📦 3K · ⏱️ 06.07.2022):

     pip install awscli
    
  • Conda (📥 20M · ⏱️ 04.07.2023):

     conda install -c conda-forge awscli
    
botocore (🥈44 · 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2
  • GitHub (👨‍💻 190 · 🔀 1K · 📦 240K · 📋 1K - 13% open · ⏱️ 05.07.2023):

     git clone https://github.com/boto/botocore
    
  • PyPi (📥 320M / month · 📦 8.4K · ⏱️ 06.07.2022):

     pip install botocore
    
  • Conda (📥 22M · ⏱️ 05.07.2023):

     conda install -c conda-forge botocore
    
paramiko (🥈43 · 8.4K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1
  • GitHub (👨‍💻 180 · 🔀 1.9K · 📦 80K · 📋 1.7K - 56% open · ⏱️ 09.06.2023):

     git clone https://github.com/paramiko/paramiko
    
  • PyPi (📥 39M / month · 📦 13K · ⏱️ 17.05.2022):

     pip install paramiko
    
  • Conda (📥 3.4M · ⏱️ 16.06.2023):

     conda install -c conda-forge paramiko
    
docker-compose (🥈42 · 30K) - Define and run multi-container applications with Docker. Apache-2
  • GitHub (👨‍💻 470 · 🔀 4.9K · 📥 120M · 📦 13K · 📋 6.9K - 2% open · ⏱️ 06.07.2023):

     git clone https://github.com/docker/compose
    
  • PyPi (📥 1.8M / month · 📦 1.2K · ⏱️ 10.05.2021):

     pip install docker-compose
    
  • Conda (📥 340K · ⏱️ 16.06.2023):

     conda install -c conda-forge docker-compose
    
docker (🥈42 · 6.3K) - A Python library for the Docker Engine API. Apache-2
  • GitHub (👨‍💻 440 · 🔀 1.6K · 📥 610 · 📦 64K · 📋 1.6K - 26% open · ⏱️ 06.06.2023):

     git clone https://github.com/docker/docker-py
    
  • PyPi (📥 32M / month · 📦 3.7K · ⏱️ 07.10.2021):

     pip install docker
    
  • Conda (📥 3.5M · ⏱️ 16.06.2023):

     conda install -c conda-forge docker-py
    
pulumi (🥈41 · 16K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2
  • GitHub (👨‍💻 230 · 🔀 920 · 📥 260K · 📦 2.7K · 📋 6.2K - 29% open · ⏱️ 03.07.2023):

     git clone https://github.com/pulumi/pulumi
    
  • PyPi (📥 850K / month · 📦 130 · ⏱️ 25.01.2023):

     pip install pulumi
    
  • npm (📥 1.1M / month · 📦 600 · ⏱️ 30.06.2023):

     npm install @pulumi/pulumi
    
netmiko (🥈39 · 3.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
  • GitHub (👨‍💻 220 · 🔀 1.2K · 📦 3.7K · 📋 1.9K - 8% open · ⏱️ 09.06.2023):

     git clone https://github.com/ktbyers/netmiko
    
  • PyPi (📥 180K / month · 📦 260 · ⏱️ 09.08.2022):

     pip install netmiko
    
kubernetes (🥉38 · 5.8K) - Official Python client library for kubernetes. Apache-2
  • GitHub (👨‍💻 180 · 🔀 3.1K · 📋 1.3K - 7% open · ⏱️ 26.06.2023):

     git clone https://github.com/kubernetes-client/python
    
  • PyPi (📥 14M / month · 📦 1.3K · ⏱️ 22.06.2022):

     pip install kubernetes
    
  • Conda (📥 430K · ⏱️ 19.06.2023):

     conda install -c conda-forge kubernetes
    
fabric (🥉37 · 14K) - Simple, Pythonic remote execution and deployment. BSD-2
  • GitHub (👨‍💻 140 · 🔀 1.9K · 📋 1.8K - 26% open · ⏱️ 25.05.2023):

     git clone https://github.com/fabric/fabric
    
  • PyPi (📥 3.8M / month · 📦 79 · ⏱️ 07.04.2022):

     pip install fabric
    
  • Conda (📥 67K · ⏱️ 16.06.2023):

     conda install -c conda-forge fabric
    
schedule (🥉36 · 11K) - Python job scheduling for humans. MIT
  • GitHub (👨‍💻 58 · 🔀 910 · 📦 27K · 📋 430 - 34% open · ⏱️ 11.04.2023):

     git clone https://github.com/dbader/schedule
    
  • PyPi (📥 2.2M / month · 📦 1.4K · ⏱️ 10.04.2021):

     pip install schedule
    
  • Conda (📥 36K · ⏱️ 16.06.2023):

     conda install -c conda-forge schedule
    
plumbum (🥉34 · 2.6K) - Plumbum: Shell Combinators. MIT
  • GitHub (👨‍💻 110 · 🔀 180 · 📦 4.3K · 📋 350 - 36% open · ⏱️ 04.07.2023):

     git clone https://github.com/tomerfiliba/plumbum
    
  • PyPi (📥 1.1M / month · 📦 460 · ⏱️ 23.12.2021):

     pip install plumbum
    
  • Conda (📥 970K · ⏱️ 16.06.2023):

     conda install -c conda-forge plumbum
    
sshtunnel (🥉34 · 1.1K) - SSH tunnels to remote server. MIT
  • GitHub (👨‍💻 26 · 🔀 180 · 📦 5.6K · 📋 200 - 28% open · ⏱️ 14.05.2023):

     git clone https://github.com/pahaz/sshtunnel
    
  • PyPi (📥 5M / month · 📦 300 · ⏱️ 25.09.2020):

     pip install sshtunnel
    
  • Conda (📥 120K · ⏱️ 16.06.2023):

     conda install -c conda-forge sshtunnel
    
pyinfra (🥉29 · 2.3K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT
  • GitHub (👨‍💻 91 · 🔀 310 · 📦 82 · 📋 670 - 20% open · ⏱️ 15.05.2023):

     git clone https://github.com/Fizzadar/pyinfra
    
  • PyPi (📥 22K / month · 📦 11 · ⏱️ 31.08.2021):

     pip install pyinfra
    
pypyr (🥉22 · 530) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2
  • GitHub (👨‍💻 9 · 🔀 25 · 📦 99 · 📋 140 - 11% open · ⏱️ 13.03.2023):

     git clone https://github.com/pypyr/pypyr
    
  • PyPi (📥 2.1K / month · 📦 9 · ⏱️ 26.05.2022):

     pip install pypyr
    
  • Conda (📥 10K · ⏱️ 18.06.2023):

     conda install -c conda-forge pypyr
    
Show 4 hidden projects...
  • fabtools (🥉25 · 1.3K · 💀) - Tools for writing awesome Fabric files. BSD-2
  • parallel-ssh (🥉25 · 1.1K · 💤) - Asynchronous parallel SSH client library. ❗️LGPL-2.1
  • storm (🥉24 · 3.9K · 💀) - Manage your SSH like a boss. MIT
  • wssh (🥉17 · 1.3K · 💀) - SSH to WebSockets Bridge. MIT

Process Utilities

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pexpect (🥇37 · 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC
  • GitHub (👨‍💻 100 · 🔀 460 · 📥 4.3K · 📦 290K · 📋 470 - 38% open · ⏱️ 02.04.2023):

     git clone https://github.com/pexpect/pexpect
    
  • PyPi (📥 32M / month · 📦 16K · ⏱️ 21.01.2020):

     pip install pexpect
    
  • Conda (📥 15M · ⏱️ 16.06.2023):

     conda install -c conda-forge pexpect
    
supervisor (🥈35 · 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License
  • GitHub (👨‍💻 180 · 🔀 1.2K · 📦 9.4K · 📋 1.1K - 12% open · ⏱️ 14.06.2023):

     git clone https://github.com/Supervisor/supervisor
    
  • PyPi (📥 1.2M / month · 📦 2K · ⏱️ 30.12.2021):

     pip install supervisor
    
  • Conda (📥 260K · ⏱️ 16.06.2023):

     conda install -c conda-forge supervisor
    
sh (🥈35 · 6.6K) - Python process launching. MIT
  • GitHub (👨‍💻 94 · 🔀 490 · 📦 13K · 📋 450 - 2% open · ⏱️ 23.06.2023):

     git clone https://github.com/amoffat/sh
    
  • PyPi (📥 4.3M / month · 📦 2.6K · ⏱️ 18.07.2022):

     pip install sh
    
  • Conda (📥 180K · ⏱️ 16.06.2023):

     conda install -c conda-forge sh
    
Show 1 hidden projects...
  • ptyprocess (🥉27 · 190 · 💀) - Run a subprocess in a pseudo terminal. ISC

Asynchronous Programming

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anyio (🥇38 · 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT
  • GitHub (👨‍💻 41 · 🔀 100 · 📦 140K · 📋 310 - 18% open · ⏱️ 06.07.2023):

     git clone https://github.com/agronholm/anyio
    
  • PyPi (📥 29M / month · 📦 450 · ⏱️ 13.05.2022):

     pip install anyio
    
  • Conda (📥 7.9M · ⏱️ 16.06.2023):

     conda install -c conda-forge anyio
    
uvloop (🥈37 · 9.4K) - Ultra fast asyncio event loop. Apache-2
  • GitHub (👨‍💻 56 · 🔀 550 · 📥 420 · 📦 84K · 📋 330 - 24% open · ⏱️ 15.01.2023):

     git clone https://github.com/MagicStack/uvloop
    
  • PyPi (📥 6.5M / month · 📦 1.8K · ⏱️ 10.08.2021):

     pip install uvloop
    
  • Conda (📥 610K · ⏱️ 16.06.2023):

     conda install -c conda-forge uvloop
    
greenlet (🥈37 · 1.5K) - Lightweight in-process concurrent programming. MIT
  • GitHub (👨‍💻 67 · 🔀 230 · 📦 260K · 📋 210 - 8% open · ⏱️ 21.06.2023):

     git clone https://github.com/python-greenlet/greenlet
    
  • PyPi (📥 60M / month · 📦 10K · ⏱️ 28.01.2023):

     pip install greenlet
    
  • Conda (📥 7.2M · ⏱️ 16.06.2023):

     conda install -c conda-forge greenlet
    
aiomisc (🥉24 · 320) - aiomisc - miscellaneous utils for asyncio. MIT
  • GitHub (👨‍💻 18 · 🔀 22 · 📦 320 · 📋 18 - 38% open · ⏱️ 01.06.2023):

     git clone https://github.com/aiokitchen/aiomisc
    
  • PyPi (📥 17K / month · 📦 35 · ⏱️ 14.06.2022):

     pip install aiomisc
    
asyncer (🥉22 · 1.1K) - Asyncer, async and await, focused on developer experience. MIT
  • GitHub (👨‍💻 9 · 🔀 38 · 📦 620 · 📋 10 - 60% open · ⏱️ 21.02.2023):

     git clone https://github.com/tiangolo/asyncer
    
  • PyPi (📥 68K / month · 📦 17 · ⏱️ 04.11.2022):

     pip install asyncer
    
  • Conda (📥 4.2K · ⏱️ 18.06.2023):

     conda install -c conda-forge asyncer
    
Show 2 hidden projects...
  • unsync (🥉22 · 840 · 💀) - Unsynchronize asyncio. MIT
  • stopit (🥉21 · 100 · 💀) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

Configuration

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python-dotenv (🥇37 · 6.2K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
  • GitHub (👨‍💻 92 · 🔀 370 · 📦 500K · 📋 260 - 13% open · ⏱️ 24.06.2023):

     git clone https://github.com/theskumar/python-dotenv
    
  • PyPi (📥 30M / month · 📦 8.2K · ⏱️ 24.03.2022):

     pip install python-dotenv
    
  • Conda (📥 2.5M · ⏱️ 16.06.2023):

     conda install -c conda-forge python-dotenv
    
traitlets (🥇37 · 560) - A lightweight Traits like module. BSD-3
  • GitHub (👨‍💻 110 · 🔀 200 · 📥 150 · 📦 330K · 📋 280 - 32% open · ⏱️ 22.06.2023):

     git clone https://github.com/ipython/traitlets
    
  • PyPi (📥 24M / month · 📦 15K · ⏱️ 01.07.2016):

     pip install traitlets
    
  • Conda (📥 21M · ⏱️ 16.06.2023):

     conda install -c conda-forge traitlets
    
Dynaconf (🥈34 · 3.1K) - Configuration Management for Python. MIT
  • GitHub (👨‍💻 110 · 🔀 280 · 📦 6.8K · 📋 440 - 23% open · ⏱️ 04.07.2023):

     git clone https://github.com/rochacbruno/dynaconf
    
  • PyPi (📥 1.7M / month · 📦 250 · ⏱️ 06.06.2022):

     pip install dynaconf
    
  • Conda (📥 53K · ⏱️ 16.06.2023):

     conda install -c conda-forge dynaconf
    
python-decouple (🥈32 · 2.5K) - Strict separation of config from code. MIT
  • GitHub (👨‍💻 35 · 🔀 180 · 📥 11 · 📦 100K · 📋 86 - 5% open · ⏱️ 17.04.2023):

     git clone https://github.com/henriquebastos/python-decouple
    
  • PyPi (📥 1.3M / month · 📦 3.3K · ⏱️ 09.01.2023):

     pip install python-decouple
    
  • Conda (📥 65K · ⏱️ 16.06.2023):

     conda install -c conda-forge python-decouple
    
omegaconf (🥈32 · 1.5K) - Flexible Python configuration system. The last one you will ever need. BSD-3
  • GitHub (👨‍💻 31 · 🔀 83 · 📦 15K · 📋 510 - 15% open · ⏱️ 02.07.2023):

     git clone https://github.com/omry/omegaconf
    
  • PyPi (📥 4.1M / month · 📦 300 · ⏱️ 27.05.2022):

     pip install omegaconf
    
  • Conda (📥 1M · ⏱️ 16.06.2023):

     conda install -c conda-forge omegaconf
    
hydra (🥉28 · 7.3K) - Hydra is a framework for elegantly configuring complex applications. MIT
  • GitHub (👨‍💻 110 · 🔀 590 · 📋 1.3K - 16% open · ⏱️ 02.07.2023):

     git clone https://github.com/facebookresearch/hydra
    
  • PyPi (📥 8.1K / month · 📦 8 · ⏱️ 03.08.2016):

     pip install hydra
    
  • Conda (📥 690K · ⏱️ 16.06.2023):

     conda install -c conda-forge hydra-core
    
gin-config (🥉28 · 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2
  • GitHub (👨‍💻 24 · 🔀 120 · 📦 6.4K · 📋 91 - 53% open · ⏱️ 17.04.2023):

     git clone https://github.com/google/gin-config
    
  • PyPi (📥 360K / month · 📦 85 · ⏱️ 03.11.2021):

     pip install gin-config
    
  • Conda (📥 18K · ⏱️ 16.06.2023):

     conda install -c conda-forge gin-config
    
configobj (🥉28 · 290) - Python 3+ compatible port of the configobj library. BSD-3
  • GitHub (👨‍💻 9 · 🔀 70 · 📥 130 · 📦 27K · 📋 160 - 41% open · ⏱️ 18.01.2023):

     git clone https://github.com/DiffSK/configobj
    
  • PyPi (📥 2.5M / month · 📦 3.4K · ⏱️ 18.01.2023):

     pip install configobj
    
  • Conda (📥 670K · ⏱️ 16.06.2023):

     conda install -c conda-forge configobj
    
everett (🥉24 · 140) - configuration library for python projects. MPL-2.0
  • GitHub (👨‍💻 6 · 🔀 29 · 📦 780 · 📋 79 - 2% open · ⏱️ 24.04.2023):

     git clone https://github.com/willkg/everett
    
  • PyPi (📥 97K / month · 📦 45 · ⏱️ 13.01.2022):

     pip install everett
    
  • Conda (📥 40K · ⏱️ 16.06.2023):

     conda install -c conda-forge everett
    

CLI Development

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click (🥇45 · 14K) - Python composable command line interface toolkit. BSD-3
  • GitHub (👨‍💻 350 · 🔀 1.3K · 📦 1.3M · 📋 1.5K - 8% open · ⏱️ 01.07.2023):

     git clone https://github.com/pallets/click
    
  • PyPi (📥 120M / month · 📦 73K · ⏱️ 28.04.2022):

     pip install click
    
  • Conda (📥 28M · ⏱️ 16.06.2023):

     conda install -c conda-forge click
    
rich (🥇43 · 44K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
  • GitHub (👨‍💻 220 · 🔀 1.6K · 📦 100K · 📋 1.2K - 14% open · ⏱️ 03.07.2023):

     git clone https://github.com/Textualize/rich
    
  • PyPi (📥 25M / month · 📦 4.3K · ⏱️ 24.05.2022):

     pip install rich
    
  • Conda (📥 4.3M · ⏱️ 12.06.2023):

     conda install -c conda-forge rich
    
python-prompt-toolkit (🥈38 · 8.4K) - Library for building powerful interactive command.. BSD-3
  • GitHub (👨‍💻 220 · 🔀 690 · 📋 1.1K - 50% open · ⏱️ 04.07.2023):

     git clone https://github.com/prompt-toolkit/python-prompt-toolkit
    
  • PyPi (📥 25M / month · 📦 1.4K · ⏱️ 06.12.2022):

     pip install prompt_toolkit
    
  • Conda (📥 17M · ⏱️ 05.07.2023):

     conda install -c conda-forge prompt-toolkit
    
python-fire (🥈37 · 25K) - Python Fire is a library for automatically generating command.. Apache-2
  • GitHub (👨‍💻 59 · 🔀 1.4K · 📦 22K · 📋 300 - 43% open · ⏱️ 13.02.2023):

     git clone https://github.com/google/python-fire
    
  • PyPi (📥 6.8M / month · 📦 1.7K · ⏱️ 12.12.2022):

     pip install fire
    
  • Conda (📥 640K · ⏱️ 16.06.2023):

     conda install -c conda-forge fire
    
colorama (🥈36 · 3.2K · 💤) - Simple cross-platform colored terminal text in Python. BSD-3
  • GitHub (👨‍💻 51 · 🔀 230 · 📦 690K · 📋 250 - 44% open · ⏱️ 04.11.2022):

     git clone https://github.com/tartley/colorama
    
  • PyPi (📥 110M / month · 📦 21K · ⏱️ 25.10.2022):

     pip install colorama
    
  • Conda (📥 23M · ⏱️ 16.06.2023):

     conda install -c conda-forge colorama
    
Typer (🥈35 · 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT
  • GitHub (👨‍💻 36 · 🔀 460 · 📋 370 - 55% open · ⏱️ 02.05.2023):

     git clone https://github.com/tiangolo/typer
    
  • PyPi (📥 12M / month · 📦 2.3K · ⏱️ 06.07.2022):

     pip install typer
    
  • Conda (📥 1.5M · ⏱️ 16.06.2023):

     conda install -c conda-forge typer
    
argcomplete (🥈35 · 1.2K) - Python and tab completion, better together. Apache-2
  • GitHub (👨‍💻 65 · 🔀 120 · 📥 290 · 📦 44K · 📋 240 - 20% open · ⏱️ 01.07.2023):

     git clone https://github.com/kislyuk/argcomplete
    
  • PyPi (📥 19M / month · 📦 2.1K · ⏱️ 13.02.2018):

     pip install argcomplete
    
  • Conda (📥 1.2M · ⏱️ 12.06.2023):

     conda install -c conda-forge argcomplete
    
wcwidth (🥉32 · 330) - Python library that measures the width of unicode strings rendered to a.. MIT
  • GitHub (👨‍💻 14 · 🔀 49 · 📦 420K · 📋 38 - 42% open · ⏱️ 15.01.2023):

     git clone https://github.com/jquast/wcwidth
    
  • PyPi (📥 35M / month · 📦 13K · ⏱️ 15.01.2023):

     pip install wcwidth
    
  • Conda (📥 19M · ⏱️ 16.06.2023):

     conda install -c conda-forge wcwidth
    
cleo (🥉31 · 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
  • GitHub (👨‍💻 32 · 🔀 81 · 📦 15K · 📋 96 - 31% open · ⏱️ 17.06.2023):

     git clone https://github.com/sdispater/cleo
    
  • PyPi (📥 12M / month · 📦 240 · ⏱️ 22.11.2022):

     pip install cleo
    
  • Conda (📥 490K · ⏱️ 16.06.2023):

     conda install -c conda-forge cleo
    
questionary (🥉30 · 1.1K) - Python library to build pretty command line user prompts Easy to use.. MIT
  • GitHub (👨‍💻 36 · 🔀 68 · 📦 9.2K · 📋 120 - 28% open · ⏱️ 30.06.2023):

     git clone https://github.com/tmbo/questionary
    
  • PyPi (📥 980K / month · 📦 320 · ⏱️ 15.07.2021):

     pip install questionary
    
  • Conda (📥 41K · ⏱️ 16.06.2023):

     conda install -c conda-forge questionary
    
ConfigArgParse (🥉30 · 650) - A drop-in replacement for argparse that allows options to also be.. MIT
  • GitHub (👨‍💻 52 · 🔀 110 · 📦 12K · 📋 190 - 35% open · ⏱️ 28.06.2023):

     git clone https://github.com/bw2/ConfigArgParse
    
  • PyPi (📥 2.5M / month · 📦 1.5K · ⏱️ 03.10.2021):

     pip install configargparse
    
  • Conda (📥 630K · ⏱️ 27.06.2023):

     conda install -c conda-forge configargparse
    
asciimatics (🥉29 · 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2
  • GitHub (👨‍💻 42 · 🔀 240 · 📦 870 · 📋 290 - 8% open · ⏱️ 16.04.2023):

     git clone https://github.com/peterbrittain/asciimatics
    
  • PyPi (📥 72K / month · 📦 120 · ⏱️ 26.09.2016):

     pip install asciimatics
    
  • Conda (📥 140K · ⏱️ 16.06.2023):

     conda install -c conda-forge asciimatics
    
docopt-ng (🥉22 · 120) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT
  • GitHub (👨‍💻 47 · 🔀 12 · 📦 160 · 📋 28 - 50% open · ⏱️ 01.06.2023):

     git clone https://github.com/jazzband/docopt-ng
    
  • PyPi (📥 39K / month · 📦 29 · ⏱️ 31.05.2022):

     pip install docopt-ng
    
colout (🥉19 · 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0
  • GitHub (👨‍💻 31 · 🔀 56 · 📦 5 · 📋 72 - 19% open · ⏱️ 28.06.2023):

     git clone https://github.com/nojhan/colout
    
  • PyPi (📥 1.2K / month · ⏱️ 21.06.2020):

     pip install colout
    
Show 5 hidden projects...
  • docopt (🥈36 · 7.8K · 💀) - 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
  • clint (🥉25 · 88 · 💀) - Python Command-line Application Tools. ISC
  • Click Extra (🥉23 · 38) - Extra colorization and configuration loading for Click. ❗️GPL-2.0
  • bashplotlib (🥉22 · 1.7K · 💀) - plotting in the terminal. MIT

Development Tools

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🔗 best-of-python-dev ( 750) - A ranked list of awesome python developer tools and libraries. Updated..


Data Caching

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cachetools (🥇32 · 1.7K) - Extensible memoizing collections and decorators. MIT
  • GitHub (👨‍💻 10 · 🔀 140 · 📋 230 - 2% open · ⏱️ 27.05.2023):

     git clone https://github.com/tkem/cachetools
    
  • PyPi (📥 76M / month · 📦 3.3K · ⏱️ 22.01.2023):

     pip install cachetools
    
  • Conda (📥 9.1M · ⏱️ 01.07.2023):

     conda install -c conda-forge cachetools
    
aiocache (🥈30 · 870) - Asyncio cache manager for redis, memcached and memory. BSD-3
  • GitHub (👨‍💻 42 · 🔀 130 · 📥 6 · 📦 1.8K · 📋 280 - 14% open · ⏱️ 03.07.2023):

     git clone https://github.com/aio-libs/aiocache
    
  • PyPi (📥 240K / month · 📦 120 · ⏱️ 23.07.2017):

     pip install aiocache
    
beaker (🥉28 · 510) - WSGI middleware for sessions and caching. BSD-3
  • GitHub (👨‍💻 89 · 🔀 140 · 📦 4.7K · 📋 120 - 52% open · ⏱️ 03.05.2023):

     git clone https://github.com/bbangert/beaker
    
  • PyPi (📥 300K / month · 📦 1.4K · ⏱️ 07.12.2022):

     pip install beaker
    
  • Conda (📥 70K · ⏱️ 16.06.2023):

     conda install -c conda-forge beaker
    
pylibmc (🥉28 · 470 · 💤) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3
  • GitHub (👨‍💻 52 · 🔀 130 · 📥 230 · 📦 4.6K · 📋 190 - 11% open · ⏱️ 26.08.2022):

     git clone https://github.com/lericson/pylibmc
    
  • PyPi (📥 190K / month · 📦 2.4K · ⏱️ 30.08.2022):

     pip install pylibmc
    
  • Conda (📥 210K · ⏱️ 16.06.2023):

     conda install -c conda-forge pylibmc
    
cachier (🥉24 · 450) - Persistent, stale-free, local and cross-machine caching for Python.. MIT
  • GitHub (👨‍💻 16 · 🔀 54 · 📦 400 · 📋 66 - 22% open · ⏱️ 02.07.2023):

     git clone https://github.com/shaypal5/cachier
    
  • PyPi (📥 22K / month · 📦 27 · ⏱️ 25.11.2021):

     pip install cachier
    
Show 1 hidden projects...
  • cached-property (🥈30 · 670 · 💀) - A decorator for caching properties in classes. BSD-3

GUI Development

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🔗 best-of-web-python - Web UI ( 1.9K) - Collection of libraries to implement web-based UIs.

kivy (🥇40 · 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT
  • GitHub (👨‍💻 590 · 🔀 3K · 📥 32K · 📦 10K · 📋 4.9K - 20% open · ⏱️ 03.07.2023):

     git clone https://github.com/kivy/kivy
    
  • PyPi (📥 82K / month · 📦 600 · ⏱️ 06.03.2022):

     pip install kivy
    
  • Conda (📥 310K · ⏱️ 18.06.2023):

     conda install -c conda-forge kivy
    
PySimpleGUI (🥈37 · 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0
  • GitHub (👨‍💻 18 · 🔀 1.7K · 📦 8.9K · 📋 3.4K - 21% open · ⏱️ 04.07.2023):

     git clone https://github.com/PySimpleGUI/PySimpleGUI
    
  • PyPi (📥 300K / month · 📦 300 · ⏱️ 10.10.2022):

     pip install pysimplegui
    
  • Conda (📥 110K · ⏱️ 16.06.2023):

     conda install -c conda-forge pysimplegui
    
DearPyGui (🥈33 · 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT
  • GitHub (👨‍💻 60 · 🔀 580 · 📦 2K · 📋 1.2K - 17% open · ⏱️ 28.06.2023):

     git clone https://github.com/hoffstadt/DearPyGui
    
  • PyPi (📥 28K / month · 📦 38 · ⏱️ 31.10.2022):

     pip install dearpygui
    
Eel (🥈32 · 5.7K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT
  • GitHub (👨‍💻 46 · 🔀 560 · 📦 5.7K · 📋 510 - 33% open · ⏱️ 04.03.2023):

     git clone https://github.com/ChrisKnott/Eel
    
  • PyPi (📥 67K / month · 📦 75 · ⏱️ 09.12.2022):

     pip install eel
    
toga (🥉31 · 3.5K) - A Python native, OS native GUI toolkit. BSD-3
  • GitHub (👨‍💻 240 · 🔀 600 · 📥 1.6K · 📋 700 - 18% open · ⏱️ 04.07.2023):

     git clone https://github.com/beeware/toga
    
  • PyPi (📥 2K / month · 📦 34 · ⏱️ 01.08.2014):

     pip install toga
    
  • npm (📥 11 / month · 📦 2 · ⏱️ 23.04.2017):

     npm install @pybee/toga
    
flexx (🥉27 · 3.1K · 💤) - Write desktop and web apps in pure Python. BSD-2
  • GitHub (👨‍💻 37 · 🔀 260 · 📦 130 · 📋 450 - 19% open · ⏱️ 22.07.2022):

     git clone https://github.com/flexxui/flexx
    
  • PyPi (📥 490 / month · 📦 21 · ⏱️ 12.04.2022):

     pip install flexx
    
  • Conda (📥 100K · ⏱️ 16.06.2023):

     conda install -c conda-forge flexx
    
Show 3 hidden projects...
  • Gooey (🥉29 · 18K · 💀) - Turn (almost) any Python command line program into a full GUI.. MIT
  • Phoenix (🥉28 · 2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows
  • enaml (🥉26 · 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed

Computer & Machine Vision

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🔗 best-of-ml-python - Computer Vision ( 14K) - Collection of computer vision and image processing..


Machine Learning & Data Engineering

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🔗 best-of-ml-python ( 14K) - A ranked list of awesome machine learning Python libraries. Updated..


Text Data

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🔗 best-of-ml-python - NLP ( 14K) - Collection of text processing and NLP libraries.

phonenumbers (🥇35 · 3.3K) - Python port of Googles libphonenumber. Apache-2
  • GitHub (👨‍💻 27 · 🔀 410 · 📋 170 - 2% open · ⏱️ 23.06.2023):

     git clone https://github.com/daviddrysdale/python-phonenumbers
    
  • PyPi (📥 4.4M / month · 📦 1.4K · ⏱️ 29.01.2023):

     pip install phonenumbers
    
  • Conda (📥 770K · ⏱️ 24.06.2023):

     conda install -c conda-forge phonenumbers
    
emoji (🥇34 · 1.7K) - emoji terminal output for Python. BSD-3
  • GitHub (👨‍💻 62 · 🔀 260 · 📦 58K · 📋 160 - 7% open · ⏱️ 05.07.2023):

     git clone https://github.com/carpedm20/emoji
    
  • PyPi (📥 1.8M / month · 📦 1.4K · ⏱️ 31.10.2022):

     pip install emoji
    
  • Conda (📥 55K · ⏱️ 28.06.2023):

     conda install -c conda-forge emoji
    
chardet (🥈33 · 1.9K · 💤) - Python character encoding detector. ❗️LGPL-2.1
  • GitHub (👨‍💻 48 · 🔀 240 · 📋 140 - 39% open · ⏱️ 02.12.2022):

     git clone https://github.com/chardet/chardet
    
  • PyPi (📥 49M / month · 📦 39K · ⏱️ 01.12.2022):

     pip install chardet
    
  • Conda (📥 21M · ⏱️ 16.06.2023):

     conda install -c conda-forge chardet
    
  • npm (📥 25 / month · 📦 3 · ⏱️ 20.08.2017):

     npm install @pypi/chardet
    
python-slugify (🥈31 · 1.4K) - Returns unicode slugs. MIT
  • GitHub (👨‍💻 33 · 🔀 100 · 📋 67 - 4% open · ⏱️ 24.02.2023):

     git clone https://github.com/un33k/python-slugify
    
  • PyPi (📥 12M / month · 📦 2.8K · ⏱️ 27.04.2022):

     pip install python-slugify
    
  • Conda (📥 1.6M · ⏱️ 16.06.2023):

     conda install -c conda-forge python-slugify
    
inflect (🥈31 · 840) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT
  • GitHub (👨‍💻 51 · 🔀 100 · 📋 100 - 21% open · ⏱️ 05.07.2023):

     git clone https://github.com/jaraco/inflect
    
  • PyPi (📥 3.1M / month · 📦 980 · ⏱️ 01.05.2022):

     pip install inflect
    
  • Conda (📥 330K · ⏱️ 04.07.2023):

     conda install -c conda-forge inflect
    
pyahocorasick (🥉27 · 810) - Python module (C extension and plain python) implementing Aho-.. BSD-3
  • GitHub (👨‍💻 29 · 🔀 120 · 📦 1.9K · 📋 130 - 19% open · ⏱️ 14.01.2023):

     git clone https://github.com/WojciechMula/pyahocorasick
    
  • PyPi (📥 570K / month · 📦 110 · ⏱️ 04.05.2022):

     pip install pyahocorasick
    
  • Conda (📥 190K · ⏱️ 16.06.2023):

     conda install -c conda-forge pyahocorasick
    
coolname (🥉22 · 120) - Random Name and Slug Generator. BSD-2
  • GitHub (👨‍💻 3 · 🔀 11 · 📦 1.6K · 📋 9 - 22% open · ⏱️ 09.01.2023):

     git clone https://github.com/alexanderlukanin13/coolname
    
  • PyPi (📥 310K / month · 📦 51 · ⏱️ 09.01.2023):

     pip install coolname
    
  • Conda (📥 64K · ⏱️ 16.06.2023):

     conda install -c conda-forge coolname
    
price-parser (🥉20 · 270 · 💤) - Extract price amount and currency symbol from a raw text.. BSD-3
  • GitHub (👨‍💻 13 · 🔀 45 · 📦 370 · 📋 28 - 67% open · ⏱️ 22.11.2022):

     git clone https://github.com/scrapinghub/price-parser
    
  • PyPi (📥 59K / month · 📦 7 · ⏱️ 25.11.2020):

     pip install price-parser
    
Show 3 hidden projects...
  • humanize (🥈32 · 1.7K · 💀) - python humanize functions. MIT
  • awesome-slugify (🥉22 · 480 · 💀) - Python flexible slugify function. ❗️GPL-3.0
  • millify (🥉15 · 77 · 💀) - Convert long numbers into a human-readable format in Python. MIT

Web Development

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🔗 best-of-web-python ( 1.9K) - A ranked list of awesome python libraries for web development. Updated..


Database Clients

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Libraries for connecting to, operating, and querying databases.

boto3 (🥇45 · 8.2K) - AWS SDK for Python. Apache-2
  • GitHub (👨‍💻 140 · 🔀 1.8K · 📦 330K · 📋 3K - 5% open · ⏱️ 05.07.2023):

     git clone https://github.com/boto/boto3
    
  • PyPi (📥 670M / month · 📦 17K · ⏱️ 09.12.2022):

     pip install boto3
    
  • Conda (📥 16M · ⏱️ 05.07.2023):

     conda install -c conda-forge boto3
    
SQLAlchemy (🥇45 · 7.5K · 📉) - The Database Toolkit for Python. MIT
  • GitHub (👨‍💻 640 · 🔀 1.2K · 📥 44K · 📦 600K · 📋 7.4K - 2% open · ⏱️ 05.07.2023):

     git clone https://github.com/sqlalchemy/sqlalchemy
    
  • PyPi (📥 78M / month · 📦 47K · ⏱️ 26.01.2023):

     pip install SQLAlchemy
    
  • Conda (📥 12M · ⏱️ 06.07.2023):

     conda install -c conda-forge sqlalchemy
    
redis (🥇43 · 12K) - Redis Python Client. MIT
  • GitHub (👨‍💻 400 · 🔀 2.4K · 📋 1.5K - 12% open · ⏱️ 25.06.2023):

     git clone https://github.com/redis/redis-py
    
  • PyPi (📥 27M / month · 📦 27K · ⏱️ 27.06.2022):

     pip install redis
    
  • Conda (📥 1M · ⏱️ 16.06.2023):

     conda install -c conda-forge redis-py
    
google-cloud-storage (🥇43 · 4.3K · 📉) - Google Cloud Client Library for Python. Apache-2
  • GitHub (👨‍💻 380 · 🔀 1.5K · 📋 3.6K - 4% open · ⏱️ 05.07.2023):

     git clone https://github.com/googleapis/google-cloud-python
    
  • PyPi (📥 45M / month · 📦 1.9K · ⏱️ 08.06.2022):

     pip install google-cloud-storage
    
  • Conda (📥 3.6M · ⏱️ 27.06.2023):

     conda install -c conda-forge google-cloud-storage
    
azure-storage-blob (🥇42 · 3.7K) - This repository is for active development of the Azure SDK.. MIT
  • GitHub (👨‍💻 600 · 🔀 2.4K · 📦 2.3K · 📋 8.3K - 11% open · ⏱️ 06.07.2023):

     git clone https://github.com/Azure/azure-sdk-for-python
    
  • PyPi (📥 39M / month · 📦 630 · ⏱️ 15.06.2022):

     pip install azure-storage-blob
    
  • Conda (📥 970K · ⏱️ 16.06.2023):

     conda install -c conda-forge azure-storage-blob
    
peewee (🥇41 · 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT
  • GitHub (👨‍💻 150 · 🔀 1.4K · 📦 22K · ⏱️ 01.07.2023):

     git clone https://github.com/coleifer/peewee
    
  • PyPi (📥 1.1M / month · 📦 3.7K · ⏱️ 11.11.2022):

     pip install peewee
    
  • Conda (📥 530K · ⏱️ 16.06.2023):

     conda install -c conda-forge peewee
    
PyMySQL (🥇40 · 7.3K) - MySQL client library for Python. MIT
  • GitHub (👨‍💻 120 · 🔀 1.4K · 📦 170K · 📋 640 - 2% open · ⏱️ 30.06.2023):

     git clone https://github.com/PyMySQL/PyMySQL
    
  • PyPi (📥 36M / month · 📦 230 · ⏱️ 26.06.2023):

     pip install PyMySQL
    
  • Conda (📥 1.2M · ⏱️ 26.06.2023):

     conda install -c conda-forge pymysql
    
elasticsearch (🥇40 · 4K) - Official Python client for Elasticsearch. Apache-2
  • GitHub (👨‍💻 190 · 🔀 1.2K · 📥 3.2K · 📦 39K · 📋 1K - 4% open · ⏱️ 04.07.2023):

     git clone https://github.com/elastic/elasticsearch-py
    
  • PyPi (📥 14M / month · 📦 6K · ⏱️ 30.06.2022):

     pip install elasticsearch
    
  • Conda (📥 860K · ⏱️ 16.06.2023):

     conda install -c conda-forge elasticsearch
    
alembic (🥇40 · 2K) - A database migrations tool for SQLAlchemy. MIT
  • GitHub (👨‍💻 170 · 🔀 190 · 📦 170K · 📋 960 - 10% open · ⏱️ 26.06.2023):

     git clone https://github.com/sqlalchemy/alembic
    
  • PyPi (📥 26M / month · 📦 11K · ⏱️ 14.01.2023):

     pip install alembic
    
  • Conda (📥 3.4M · ⏱️ 16.06.2023):

     conda install -c conda-forge alembic
    
kafka-python (🥈39 · 5.2K) - Python client for Apache Kafka. Apache-2
  • GitHub (👨‍💻 210 · 🔀 1.3K · 📥 1.8K · 📦 19K · 📋 1.5K - 19% open · ⏱️ 02.03.2023):

     git clone https://github.com/dpkp/kafka-python
    
  • PyPi (📥 6.5M / month · 📦 1.4K · ⏱️ 30.09.2020):

     pip install kafka-python
    
  • Conda (📥 400K · ⏱️ 16.06.2023):

     conda install -c conda-forge kafka-python
    
pymongo (🥈39 · 3.9K · 📈) - PyMongo - the Official MongoDB Python driver. Apache-2
  • GitHub (👨‍💻 200 · 🔀 1.1K · ⏱️ 05.07.2023):

     git clone https://github.com/mongodb/mongo-python-driver
    
  • PyPi (📥 19M / month · 📦 20K · ⏱️ 07.12.2021):

     pip install pymongo
    
  • Conda (📥 1.1M · ⏱️ 25.06.2023):

     conda install -c conda-forge pymongo
    
MongoEngine (🥈38 · 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT
  • GitHub (👨‍💻 390 · 🔀 1.2K · 📦 21K · 📋 1.7K - 22% open · ⏱️ 18.04.2023):

     git clone https://github.com/MongoEngine/mongoengine
    
  • PyPi (📥 1.2M / month · 📦 3.6K · ⏱️ 20.01.2023):

     pip install mongoengine
    
  • Conda (📥 220K · ⏱️ 16.06.2023):

     conda install -c conda-forge mongoengine
    
AWS Data Wrangler (🥈37 · 3.5K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2
  • GitHub (👨‍💻 130 · 🔀 620 · 📥 200K · 📦 1.1K · 📋 950 - 3% open · ⏱️ 06.07.2023):

     git clone https://github.com/awslabs/aws-data-wrangler
    
  • PyPi (📥 28M / month · 📦 55 · ⏱️ 28.06.2022):

     pip install awswrangler
    
  • Conda (📥 390K · ⏱️ 15.06.2023):

     conda install -c conda-forge awswrangler
    
SQLAlchemy-Utils (🥈37 · 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3
  • GitHub (👨‍💻 120 · 🔀 310 · 📦 23K · 📋 420 - 43% open · ⏱️ 29.06.2023):

     git clone https://github.com/kvesteri/sqlalchemy-utils
    
  • PyPi (📥 4.8M / month · 📦 2.1K · ⏱️ 11.07.2022):

     pip install sqlalchemy-utils
    
  • Conda (📥 480K · ⏱️ 16.06.2023):

     conda install -c conda-forge sqlalchemy-utils
    
python-bigquery (🥈37 · 620) - Google BigQuery API client library. Apache-2
  • GitHub (👨‍💻 130 · 🔀 250 · 📦 20K · 📋 580 - 12% open · ⏱️ 29.06.2023):

     git clone https://github.com/googleapis/python-bigquery
    
  • PyPi (📥 32M / month · 📦 1.1K · ⏱️ 09.06.2022):

     pip install google-cloud-bigquery
    
  • Conda (📥 2.7M · ⏱️ 28.06.2023):

     conda install -c conda-forge google-cloud-bigquery
    
Ibis (🥈36 · 2.8K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2
  • GitHub (👨‍💻 160 · 🔀 430 · 📥 86 · 📦 540 · 📋 2.2K - 3% open · ⏱️ 06.07.2023):

     git clone https://github.com/ibis-project/ibis
    
  • PyPi (📥 79K / month · 📦 46 · ⏱️ 30.03.2018):

     pip install ibis-framework
    
  • Conda (📥 290K · ⏱️ 05.07.2023):

     conda install -c conda-forge ibis-framework
    
mysqlclient (🥈36 · 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0
  • GitHub (👨‍💻 81 · 🔀 410 · 📥 5.3K · 📦 130K · 📋 320 - 2% open · ⏱️ 01.07.2023):

     git clone https://github.com/PyMySQL/mysqlclient
    
  • PyPi (📥 4M / month · 📦 7.2K · ⏱️ 22.06.2022):

     pip install mysqlclient
    
  • Conda (📥 270K · ⏱️ 02.07.2023):

     conda install -c conda-forge mysqlclient
    
Elasticsearch DSL (🥈35 · 3.7K) - High level Python client for Elasticsearch. Apache-2
  • GitHub (👨‍💻 130 · 🔀 790 · 📥 180 · 📦 9.2K · 📋 1.3K - 11% open · ⏱️ 01.03.2023):

     git clone https://github.com/elastic/elasticsearch-dsl-py
    
  • PyPi (📥 2.8M / month · 📦 970 · ⏱️ 15.07.2021):

     pip install elasticsearch-dsl
    
  • Conda (📥 7.5K · ⏱️ 16.06.2023):

     conda install -c anaconda elasticsearch-dsl
    
confluent-kafka-python (🥈35 · 3.3K) - Confluents Kafka Python Client. Apache-2
  • GitHub (👨‍💻 110 · 🔀 840 · 📦 6.5K · 📋 1.1K - 23% open · ⏱️ 30.06.2023):

     git clone https://github.com/confluentinc/confluent-kafka-python
    
  • PyPi (📥 9.1M / month · 📦 410 · ⏱️ 25.07.2017):

     pip install confluent-kafka
    
  • Conda (📥 730K · ⏱️ 08.06.2023):

     conda install -c conda-forge python-confluent-kafka
    
tortoise-orm (🥈34 · 3.6K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
  • GitHub (👨‍💻 120 · 🔀 310 · 📥 11 · 📦 5.8K · 📋 930 - 48% open · ⏱️ 05.06.2023):

     git clone https://github.com/tortoise/tortoise-orm
    
  • PyPi (📥 84K / month · 📦 97 · ⏱️ 23.10.2020):

     pip install tortoise-orm
    
  • Conda (📥 14K · ⏱️ 16.06.2023):

     conda install -c conda-forge tortoise-orm
    
Motor (🥈34 · 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
  • GitHub (👨‍💻 43 · 🔀 200 · 📦 64K · ⏱️ 21.06.2023):

     git clone https://github.com/mongodb/motor
    
  • PyPi (📥 890K / month · 📦 1.1K · ⏱️ 25.10.2022):

     pip install motor
    
  • Conda (📥 59K · ⏱️ 25.06.2023):

     conda install -c conda-forge motor
    
Cassandra Driver (🥈34 · 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2
  • GitHub (👨‍💻 190 · 🔀 520 · 📦 5.2K · ⏱️ 06.06.2023):

     git clone https://github.com/datastax/python-driver
    
  • PyPi (📥 1.1M / month · 📦 700 · ⏱️ 18.03.2021):

     pip install cassandra-driver
    
  • Conda (📥 170K · ⏱️ 08.06.2023):

     conda install -c conda-forge cassandra-driver
    
s3fs (🥈34 · 700) - S3 Filesystem. BSD-3
  • GitHub (👨‍💻 120 · 🔀 230 · 📦 14K · 📋 390 - 27% open · ⏱️ 28.06.2023):

     git clone https://github.com/fsspec/s3fs
    
  • PyPi (📥 120M / month · 📦 600 · ⏱️ 20.01.2023):

     pip install s3fs
    
  • Conda (📥 5.8M · ⏱️ 09.06.2023):

     conda install -c conda-forge s3fs
    
s3transfer (🥈34 · 170) - Amazon S3 Transfer Manager for Python. Apache-2
  • GitHub (👨‍💻 36 · 🔀 120 · 📦 210K · 📋 79 - 58% open · ⏱️ 04.05.2023):

     git clone https://github.com/boto/s3transfer
    
  • PyPi (📥 210M / month · 📦 4.3K · ⏱️ 31.05.2022):

     pip install s3transfer
    
  • Conda (📥 16M · ⏱️ 16.06.2023):

     conda install -c conda-forge s3transfer
    
libcloud (🥈33 · 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2
  • GitHub (👨‍💻 460 · 🔀 890 · 📦 3K · 📋 190 - 40% open · ⏱️ 30.01.2023):

     git clone https://github.com/apache/libcloud
    
  • PyPi (📥 130K / month · 📦 860 · ⏱️ 09.01.2023):

     pip install apache-libcloud
    
neo4j-driver (🥈33 · 810) - Neo4j Bolt driver for Python. Apache-2
  • GitHub (👨‍💻 41 · 🔀 180 · 📦 4.7K · 📋 230 - 3% open · ⏱️ 06.07.2023):

     git clone https://github.com/neo4j/neo4j-python-driver
    
  • PyPi (📥 160K / month · 📦 220 · ⏱️ 27.01.2023):

     pip install neo4j-driver
    
  • Conda (📥 180K · ⏱️ 29.06.2023):

     conda install -c conda-forge neo4j-python-driver
    
minio (🥈33 · 650) - MinIO Client SDK for Python. Apache-2
  • GitHub (👨‍💻 120 · 🔀 280 · 📦 4.8K · 📋 510 - 0% open · ⏱️ 26.06.2023):

     git clone https://github.com/minio/minio-py
    
  • PyPi (📥 1.2M / month · 📦 410 · ⏱️ 07.01.2023):

     pip install minio
    
  • Conda (📥 130K · ⏱️ 16.06.2023):

     conda install -c conda-forge minio
    
Prometheus Client (🥉32 · 3.4K) - Prometheus instrumentation library for Python.. Apache-2
  • GitHub (👨‍💻 130 · 🔀 730 · 📋 480 - 17% open · ⏱️ 26.06.2023):

     git clone https://github.com/prometheus/client_python
    
  • PyPi (📥 19M / month · 📦 710 · ⏱️ 08.04.2022):

     pip install prometheus_client
    
  • Conda (📥 12M · ⏱️ 16.06.2023):

     conda install -c conda-forge prometheus_client
    
Pony (🥉32 · 3.3K · 💤) - Pony Object Relational Mapper. Apache-2
  • GitHub (👨‍💻 24 · 🔀 230 · 📥 59 · 📦 3.5K · 📋 640 - 48% open · ⏱️ 15.12.2022):

     git clone https://github.com/ponyorm/pony
    
  • PyPi (📥 87K / month · 📦 360 · ⏱️ 27.01.2022):

     pip install pony
    
  • Conda (📥 92K · ⏱️ 16.06.2023):

     conda install -c conda-forge pony
    
PynamoDB (🥉32 · 2.2K) - A pythonic interface to Amazons DynamoDB. MIT
  • GitHub (👨‍💻 100 · 🔀 420 · 📦 1.4K · 📋 620 - 41% open · ⏱️ 26.05.2023):

     git clone https://github.com/pynamodb/PynamoDB
    
  • PyPi (📥 2.5M / month · 📦 160 · ⏱️ 09.02.2022):

     pip install pynamodb
    
  • Conda (📥 370K · ⏱️ 16.06.2023):

     conda install -c conda-forge pynamodb
    
influxdb (🥉32 · 1.6K · 💤) - Python client for InfluxDB. MIT
  • GitHub (👨‍💻 140 · 🔀 500 · 📦 7.2K · 📋 520 - 27% open · ⏱️ 15.11.2022):

     git clone https://github.com/influxdata/influxdb-python
    
  • PyPi (📥 1.7M / month · 📦 1.2K · ⏱️ 11.11.2020):

     pip install influxdb
    
  • Conda (📥 120K · ⏱️ 16.06.2023):

     conda install -c conda-forge influxdb
    
pandas-gbq (🥉32 · 380) - Google BigQuery connector for pandas. BSD-3
  • GitHub (👨‍💻 42 · 🔀 120 · 📥 340 · 📦 7.3K · 📋 300 - 16% open · ⏱️ 05.07.2023):

     git clone https://github.com/googleapis/python-bigquery-pandas
    
  • PyPi (📥 7.2M / month · 📦 310 · ⏱️ 09.06.2022):

     pip install pandas-gbq
    
  • Conda (📥 1.8M · ⏱️ 29.06.2023):

     conda install -c conda-forge pandas-gbq
    
sqlmodel (🥉31 · 10K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic
  • GitHub (👨‍💻 53 · 🔀 430 · 📦 6.4K · 📋 370 - 60% open · ⏱️ 21.02.2023):

     git clone https://github.com/tiangolo/sqlmodel
    
  • PyPi (📥 420K / month · 📦 130 · ⏱️ 30.08.2022):

     pip install sqlmodel
    
  • Conda (📥 14K · ⏱️ 16.06.2023):

     conda install -c conda-forge sqlmodel
    
Databases (🥉31 · 3.5K) - Async database support for Python. BSD-3
  • GitHub (👨‍💻 53 · 🔀 240 · 📦 19K · 📋 320 - 42% open · ⏱️ 24.05.2023):

     git clone https://github.com/encode/databases
    
  • PyPi (📥 370K / month · 📦 130 · ⏱️ 30.05.2022):

     pip install databases
    
  • Conda (📥 180K · ⏱️ 16.06.2023):

     conda install -c conda-forge databases
    
pygsheets (🥉31 · 1.4K) - Google Sheets Python API v4. MIT
  • GitHub (👨‍💻 88 · 🔀 210 · 📦 1.9K · 📋 390 - 14% open · ⏱️ 10.05.2023):

     git clone https://github.com/nithinmurali/pygsheets
    
  • PyPi (📥 1.3M / month · 📦 91 · ⏱️ 05.02.2021):

     pip install pygsheets
    
Records (🥉30 · 7K) - SQL for Humans. ISC
  • GitHub (👨‍💻 37 · 🔀 580 · 📦 1K · 📋 150 - 43% open · ⏱️ 13.03.2023):

     git clone https://github.com/kennethreitz/records
    
  • PyPi (📥 220K / month · 📦 180 · ⏱️ 02.09.2017):

     pip install records
    
  • Conda (📥 24K · ⏱️ 16.06.2023):

     conda install -c conda-forge records
    
dataset (🥉30 · 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT
  • GitHub (👨‍💻 76 · 🔀 290 · 📦 3.1K · 📋 300 - 11% open · ⏱️ 30.01.2023):

     git clone https://github.com/pudo/dataset
    
  • PyPi (📥 68K / month · 📦 580 · ⏱️ 16.12.2021):

     pip install dataset
    
  • Conda (📥 6.1K · ⏱️ 16.06.2023):

     conda install -c conda-forge dataset
    
cx-Oracle (🥉30 · 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3
  • GitHub (👨‍💻 17 · 🔀 350 · 📦 7.4K · 📋 640 - 6% open · ⏱️ 03.06.2023):

     git clone https://github.com/oracle/python-cx_Oracle
    
  • PyPi (📥 2.5M / month · 📦 320 · ⏱️ 04.11.2021):

     pip install cx-Oracle
    
  • Conda (📥 430K · ⏱️ 16.06.2023):

     conda install -c conda-forge cx_oracle
    
pysolr (🥉30 · 640) - Pysolr Python Solr client. BSD-3
  • GitHub (👨‍💻 68 · 🔀 330 · 📦 3.1K · 📋 160 - 23% open · ⏱️ 04.07.2023):

     git clone https://github.com/django-haystack/pysolr
    
  • PyPi (📥 210K / month · 📦 1.3K · ⏱️ 01.06.2022):

     pip install pysolr
    
  • Conda (📥 21K · ⏱️ 16.06.2023):

     conda install -c conda-forge pysolr
    
py2neo (🥉29 · 1.2K) - Py2neo is a comprehensive Neo4j driver library and toolkit for Python. Apache-2
  • GitHub (👨‍💻 33 · 🔀 220 · 📋 780 - 2% open · ⏱️ 19.05.2023):

     git clone https://github.com/py2neo-org/py2neo
    
  • PyPi (📥 180K / month · 📦 640 · ⏱️ 14.10.2021):

     pip install py2neo
    
  • Conda (📥 59K · ⏱️ 16.06.2023):

     conda install -c conda-forge py2neo
    
prisma (🥉28 · 1.2K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2
  • GitHub (👨‍💻 24 · 🔀 53 · 📦 300 · 📋 330 - 51% open · ⏱️ 01.07.2023):

     git clone https://github.com/RobertCraigie/prisma-client-py
    
  • PyPi (📥 24K / month · 📦 5 · ⏱️ 21.05.2022):

     pip install prisma
    
piccolos (🥉28 · 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT
  • GitHub (👨‍💻 40 · 🔀 71 · 📦 270 · 📋 330 - 30% open · ⏱️ 28.06.2023):

     git clone https://github.com/piccolo-orm/piccolo
    
  • PyPi (📥 17K / month · 📦 9 · ⏱️ 06.07.2022):

     pip install piccolo
    
HappyBase (🥉28 · 600 · 💤) - A developer-friendly Python library to interact with Apache HBase. MIT
  • GitHub (👨‍💻 19 · 🔀 160 · 📦 760 · 📋 220 - 14% open · ⏱️ 12.07.2022):

     git clone https://github.com/python-happybase/happybase
    
  • PyPi (📥 77K / month · 📦 230 · ⏱️ 14.05.2019):

     pip install happybase
    
  • Conda (📥 150K · ⏱️ 16.06.2023):

     conda install -c conda-forge happybase
    
umongo (🥉26 · 440 · 💤) - sync/async MongoDB ODM, yes. MIT
  • GitHub (👨‍💻 15 · 🔀 64 · 📦 14K · 📋 200 - 21% open · ⏱️ 21.09.2022):

     git clone https://github.com/Scille/umongo
    
  • PyPi (📥 28K / month · 📦 16 · ⏱️ 23.12.2021):

     pip install umongo
    
  • Conda (📥 4.7K · ⏱️ 16.06.2023):

     conda install -c conda-forge umongo
    
filedepot (🥉25 · 150) - Toolkit for storing files and attachments in web applications. MIT
  • GitHub (👨‍💻 20 · 🔀 40 · 📦 830 · 📋 45 - 17% open · ⏱️ 15.06.2023):

     git clone https://github.com/amol-/depot
    
  • PyPi (📥 20K / month · 📦 47 · ⏱️ 11.12.2022):

     pip install filedepot
    
ODMantic (🥉21 · 800) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC
  • GitHub (👨‍💻 16 · 🔀 76 · 📋 150 - 47% open · ⏱️ 03.01.2023):

     git clone https://github.com/art049/odmantic
    
  • PyPi (📥 15K / month · 📦 6 · ⏱️ 01.06.2022):

     pip install odmantic
    
aioprometheus (🥉19 · 150) - A Prometheus Python client library for asyncio-based applications. MIT
  • GitHub (👨‍💻 12 · 🔀 17 · 📦 140 · 📋 27 - 18% open · ⏱️ 14.03.2023):

     git clone https://github.com/claws/aioprometheus
    
  • PyPi (📥 55K / month · 📦 11 · ⏱️ 24.05.2022):

     pip install aioprometheus
    
psycopg3 (🥉17 · 1.1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0
  • GitHub (👨‍💻 39 · 🔀 110 · 📋 330 - 14% open · ⏱️ 18.06.2023):

     git clone https://github.com/psycopg/psycopg
    
Show 16 hidden projects...
  • psycopg2 (🥈38 · 3K · 📉) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution
  • pyodbc (🥉32 · 2.7K · 📉) - Python ODBC bridge. ❗️MIT-0
  • PyPika (🥉32 · 2.1K · 💀) - PyPika is a python SQL query builder that exposes the full.. Apache-2
  • google-cloud-bigtable (🥉31 · 53) - Google Cloud Bigtable API client library. Apache-2
  • redis-py-cluster (🥉30 · 1.1K · 💀) - Python cluster client for the official redis cluster... MIT
  • gino (🥉28 · 2.6K · 💀) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3
  • cloudant (🥉28 · 160 · 💀) - A Python library for Cloudant and CouchDB. Apache-2
  • mongo-connector (🥉27 · 1.9K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
  • pyhdb (🥉25 · 310 · 💀) - SAP HANA Connector in pure Python. Apache-2
  • PyMODM (🥉23 · 350 · 💀) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
  • db.py (🥉21 · 1.2K · 💀) - db.py is an easier way to interact with your databases. BSD-2
  • PugSQL (🥉19 · 620 · 💀) - A HugSQL-inspired database library for Python. Apache-2
  • Queries (🥉19 · 260 · 💀) - PostgreSQL database access simplified. BSD-3
  • gsheets-db-api (🥉19 · 190 · 💀) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
  • lazydata (🥉16 · 630 · 💀) - Lazydata: Scalable data dependencies for Python projects. Apache-2
  • SuperSQLite (🥉15 · 710 · 💀) - A supercharged SQLite library for Python. MIT

Data Loading & Extraction

Back to top

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

Datasets (🥇43 · 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2
  • GitHub (👨‍💻 520 · 🔀 2.2K · 📦 20K · 📋 2.4K - 26% open · ⏱️ 03.07.2023):

     git clone https://github.com/huggingface/datasets
    
  • PyPi (📥 3.3M / month · 📦 510 · ⏱️ 15.06.2022):

     pip install datasets
    
  • Conda (📥 340K · ⏱️ 27.06.2023):

     conda install -c conda-forge datasets
    
Faker (🥇43 · 16K) - Faker is a Python package that generates fake data for you. MIT
  • GitHub (👨‍💻 530 · 🔀 1.8K · 📦 150K · 📋 660 - 3% open · ⏱️ 27.06.2023):

     git clone https://github.com/joke2k/faker
    
  • PyPi (📥 7.8M / month · 📦 3.1K · ⏱️ 06.07.2022):

     pip install Faker
    
  • Conda (📥 810K · ⏱️ 27.06.2023):

     conda install -c conda-forge faker
    
xlwings (🥇37 · 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3
  • GitHub (👨‍💻 62 · 🔀 470 · 📥 21K · 📦 29K · 📋 1.8K - 15% open · ⏱️ 25.06.2023):

     git clone https://github.com/xlwings/xlwings
    
  • PyPi (📥 91K / month · 📦 640 · ⏱️ 29.01.2023):

     pip install xlwings
    
  • Conda (📥 620K · ⏱️ 25.06.2023):

     conda install -c conda-forge xlwings
    
xmltodict (🥈35 · 5.2K) - Python module that makes working with XML feel like you are working.. MIT
  • GitHub (👨‍💻 49 · 🔀 460 · 📦 56K · 📋 240 - 33% open · ⏱️ 12.03.2023):

     git clone https://github.com/martinblech/xmltodict
    
  • PyPi (📥 28M / month · 📦 5.4K · ⏱️ 08.05.2022):

     pip install xmltodict
    
  • Conda (📥 3M · ⏱️ 16.06.2023):

     conda install -c conda-forge xmltodict
    
Tablib (🥈35 · 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
  • GitHub (👨‍💻 120 · 🔀 580 · 📦 59K · 📋 250 - 13% open · ⏱️ 03.07.2023):

     git clone https://github.com/jazzband/tablib
    
  • PyPi (📥 1.7M / month · 📦 1.3K · ⏱️ 09.04.2022):

     pip install tablib
    
  • Conda (📥 88K · ⏱️ 12.06.2023):

     conda install -c conda-forge tablib
    
python-magic (🥈34 · 2.4K) - A python wrapper for libmagic. MIT
  • GitHub (👨‍💻 58 · 🔀 260 · 📦 44K · 📋 190 - 18% open · ⏱️ 30.03.2023):

     git clone https://github.com/ahupp/python-magic
    
  • PyPi (📥 5.4M / month · 📦 3.2K · ⏱️ 07.06.2022):

     pip install python-magic
    
  • Conda (📥 220K · ⏱️ 16.06.2023):

     conda install -c conda-forge python-magic
    
csvkit (🥈32 · 5.5K) - A suite of utilities for converting to and working with CSV, the king of.. MIT
  • GitHub (👨‍💻 110 · 🔀 590 · 📦 1.4K · 📋 880 - 7% open · ⏱️ 13.06.2023):

     git clone https://github.com/wireservice/csvkit
    
  • PyPi (📥 150K / month · 📦 370 · ⏱️ 06.03.2022):

     pip install csvkit
    
  • Conda (📥 92K · ⏱️ 16.06.2023):

     conda install -c conda-forge csvkit
    
gdown (🥈32 · 3.1K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT
  • GitHub (👨‍💻 17 · 🔀 290 · 📦 18K · 📋 140 - 8% open · ⏱️ 22.04.2023):

     git clone https://github.com/wkentaro/gdown
    
  • PyPi (📥 1.1M / month · 📦 340 · ⏱️ 18.10.2022):

     pip install gdown
    
  • Conda (📥 200K · ⏱️ 16.06.2023):

     conda install -c conda-forge gdown
    
Intake (🥈32 · 910) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
  • GitHub (👨‍💻 82 · 🔀 130 · 📦 1.3K · 📋 360 - 30% open · ⏱️ 09.06.2023):

     git clone https://github.com/intake/intake
    
  • PyPi (📥 58K / month · 📦 110 · ⏱️ 09.01.2022):

     pip install intake
    
  • Conda (📥 430K · ⏱️ 16.06.2023):

     conda install -c conda-forge intake
    
snorkel (🥈30 · 5.5K) - A system for quickly generating training data with weak supervision. Apache-2
  • GitHub (👨‍💻 78 · 🔀 850 · 📥 1K · 📦 340 · 📋 980 - 2% open · ⏱️ 17.02.2023):

     git clone https://github.com/snorkel-team/snorkel
    
  • PyPi (📥 28K / month · 📦 12 · ⏱️ 29.07.2022):

     pip install snorkel
    
  • Conda (📥 43K · ⏱️ 16.06.2023):

     conda install -c conda-forge snorkel
    
smart-open (🥈30 · 2.9K · 📈) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
  • GitHub (👨‍💻 100 · 🔀 350 · 📋 390 - 20% open · ⏱️ 02.07.2023):

     git clone https://github.com/RaRe-Technologies/smart_open
    
  • PyPi (📥 13M / month · 📦 610 · ⏱️ 12.12.2022):

     pip install smart-open
    
  • Conda (📥 1.9M · ⏱️ 16.06.2023):

     conda install -c conda-forge smart_open
    
pandas-datareader (🥉29 · 2.7K · 📈) - Extract data from a wide range of Internet sources.. BSD-3
  • GitHub (👨‍💻 87 · 🔀 640 · 📋 530 - 25% open · ⏱️ 24.06.2023):

     git clone https://github.com/pydata/pandas-datareader
    
  • PyPi (📥 390K / month · 📦 840 · ⏱️ 13.07.2021):

     pip install pandas-datareader
    
  • Conda (📥 300K · ⏱️ 16.06.2023):

     conda install -c conda-forge pandas-datareader
    
img2dataset (🥉26 · 2.4K) - Easily turn large sets of image urls to an image dataset. Can.. MIT
  • GitHub (👨‍💻 25 · 🔀 230 · 📥 1.2K · 📦 53 · 📋 200 - 42% open · ⏱️ 12.06.2023):

     git clone https://github.com/rom1504/img2dataset
    
  • PyPi (📥 25K / month · 📦 1 · ⏱️ 07.01.2023):

     pip install img2dataset
    
camelot (🥉23 · 2.2K) - A Python library to extract tabular data from PDFs. MIT
  • GitHub (👨‍💻 40 · 🔀 360 · 📋 280 - 63% open · ⏱️ 23.05.2023):

     git clone https://github.com/camelot-dev/camelot
    
  • PyPi (📥 5.8K / month · 📦 10 · ⏱️ 11.04.2013):

     pip install camelot
    
rows (🥉22 · 850) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0
  • GitHub (👨‍💻 31 · 🔀 140 · 📥 38 · 📦 160 · 📋 320 - 52% open · ⏱️ 06.06.2023):

     git clone https://github.com/turicas/rows
    
  • PyPi (📥 660 / month · 📦 29 · ⏱️ 14.02.2019):

     pip install rows
    
Upgini (🥉20 · 230) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
  • GitHub (👨‍💻 9 · 🔀 20 · 📦 1 · ⏱️ 05.07.2023):

     git clone https://github.com/upgini/upgini
    
  • PyPi (📥 8.8K / month · ⏱️ 30.06.2022):

     pip install upgini
    
Squirrel (🥉15 · 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2
  • GitHub (👨‍💻 14 · 🔀 6 · 📦 2 · 📋 6 - 66% open · ⏱️ 22.06.2023):

     git clone https://github.com/merantix-momentum/squirrel-core
    
  • PyPi (📥 1.5K / month · ⏱️ 06.07.2022):

     pip install squirrel-core
    
  • Conda (📦 1 · ⏱️ 18.11.2022):

     conda install -c anaconda squirrel-core
    
Show 13 hidden projects...
  • xlrd (🥈33 · 2.1K · 💀) - Please use openpyxl where you can... BSD-3
  • SDV (🥈32 · 1.5K) - Synthetic data generation for tabular data. ❗️SSPL-1.0
  • PDFMiner (🥈30 · 5K · 💀) - 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
  • textract (🥉27 · 3.5K · 💀) - extract text from any document. no muss. no fuss. MIT
  • Singer (🥉25 · 1.1K · 💀) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0
  • messytables (🥉25 · 380 · 💀) - Tools for parsing messy tabular data. This is now superseded by.. MIT
  • pyexcel-xlsx (🥉24 · 110 · 💀) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
  • deepdish (🥉23 · 260 · 💀) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
  • borb (🥉21 · 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed
  • datatest (🥉21 · 280 · 💀) - Tools for test driven data-wrangling and data validation. Apache-2
  • excalibur (🥉20 · 1.3K · 💀) - A web interface to extract tabular data from PDFs. MIT
  • csvs-to-sqlite (🥉16 · 760 · 💀) - Convert CSV files into a SQLite database. Apache-2

Data Pipelines & Streaming

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

Airflow (🥇46 · 31K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
  • GitHub (👨‍💻 2.9K · 🔀 13K · 📥 500K · 📦 7.3K · 📋 7.7K - 11% open · ⏱️ 06.07.2023):

     git clone https://github.com/apache/airflow
    
  • PyPi (📥 11M / month · 📦 260 · ⏱️ 23.01.2019):

     pip install apache-airflow
    
  • Conda (📥 910K · ⏱️ 22.06.2023):

     conda install -c conda-forge airflow
    
  • Docker Hub (📥 120M · 460 · ⏱️ 17.06.2023):

     docker pull apache/airflow
    
Celery (🥇46 · 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
  • GitHub (👨‍💻 1.3K · 🔀 4.5K · 📦 110K · 📋 4.9K - 12% open · ⏱️ 04.07.2023):

     git clone https://github.com/celery/celery
    
  • PyPi (📥 6.8M / month · 📦 15K · ⏱️ 29.06.2022):

     pip install celery
    
  • Conda (📥 1.3M · ⏱️ 22.06.2023):

     conda install -c conda-forge celery
    
Prefect (🥇42 · 12K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2
  • GitHub (👨‍💻 320 · 🔀 1.3K · 📦 3.3K · 📋 4K - 13% open · ⏱️ 06.07.2023):

     git clone https://github.com/PrefectHQ/prefect
    
  • PyPi (📥 690K / month · 📦 140 · ⏱️ 05.07.2022):

     pip install prefect
    
  • Conda (📥 470K · ⏱️ 30.06.2023):

     conda install -c conda-forge prefect
    
Beam (🥇41 · 7K) - Unified programming model to define and execute data processing pipelines,.. Apache-2
  • GitHub (👨‍💻 1.5K · 🔀 4K · 📦 2 · 📋 5.9K - 71% open · ⏱️ 06.07.2023):

     git clone https://github.com/apache/beam
    
  • PyPi (📥 6M / month · 📦 170 · ⏱️ 27.06.2022):

     pip install apache-beam
    
  • Conda (📥 48K · ⏱️ 02.06.2023):

     conda install -c conda-forge apache-beam-with-aws
    
rq (🥇40 · 9K) - Simple job queues for Python. BSD-3
  • GitHub (👨‍💻 300 · 🔀 1.4K · 📦 14K · 📋 1.1K - 14% open · ⏱️ 29.06.2023):

     git clone https://github.com/rq/rq
    
  • PyPi (📥 800K / month · 📦 1.8K · ⏱️ 15.01.2023):

     pip install rq
    
  • Conda (📥 94K · ⏱️ 16.06.2023):

     conda install -c conda-forge rq
    
Dagster (🥇40 · 7.8K) - An orchestration platform for the development, production, and.. Apache-2
  • GitHub (👨‍💻 320 · 🔀 970 · 📦 1.3K · 📋 5.9K - 30% open · ⏱️ 05.07.2023):

     git clone https://github.com/dagster-io/dagster
    
  • PyPi (📥 570K / month · 📦 120 · ⏱️ 06.07.2022):

     pip install dagster
    
  • Conda (📥 940K · ⏱️ 01.07.2023):

     conda install -c conda-forge dagster
    
Great Expectations (🥈39 · 8.6K) - Always know what to expect from your data. Apache-2
  • GitHub (👨‍💻 390 · 🔀 1.3K · 📋 1.7K - 8% open · ⏱️ 06.07.2023):

     git clone https://github.com/great-expectations/great_expectations
    
  • PyPi (📥 11M / month · 📦 32 · ⏱️ 04.11.2022):

     pip install great_expectations
    
  • Conda (📥 680K · ⏱️ 30.06.2023):

     conda install -c conda-forge great-expectations
    
joblib (🥈39 · 3.3K) - Computing with Python functions. BSD-3
  • GitHub (👨‍💻 120 · 🔀 380 · 📦 310K · 📋 840 - 46% open · ⏱️ 06.07.2023):

     git clone https://github.com/joblib/joblib
    
  • PyPi (📥 25M / month · 📦 6K · ⏱️ 10.10.2022):

     pip install joblib
    
  • Conda (📥 20M · ⏱️ 30.06.2023):

     conda install -c conda-forge joblib
    
dbt (🥈38 · 7.2K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2
  • GitHub (👨‍💻 290 · 🔀 1.3K · 📥 2K · 📦 2.9K · 📋 4.2K - 10% open · ⏱️ 06.07.2023):

     git clone https://github.com/dbt-labs/dbt-core
    
  • PyPi (📥 130K / month · 📦 30 · ⏱️ 06.12.2021):

     pip install dbt
    
  • Conda (📥 240K · ⏱️ 16.06.2023):

     conda install -c conda-forge dbt
    
luigi (🥈37 · 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
  • GitHub (👨‍💻 600 · 🔀 2.4K · 📦 2.2K · 📋 990 - 11% open · ⏱️ 04.05.2023):

     git clone https://github.com/spotify/luigi
    
  • PyPi (📥 560K / month · 📦 410 · ⏱️ 18.01.2023):

     pip install luigi
    
  • Conda (📥 13K · 📦 2 · ⏱️ 16.06.2023):

     conda install -c anaconda luigi
    
Kedro (🥈36 · 8.5K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2
  • GitHub (👨‍💻 200 · 🔀 800 · 📦 1.7K · 📋 1.4K - 23% open · ⏱️ 06.07.2023):

     git clone https://github.com/kedro-org/kedro
    
  • PyPi (📥 370K / month · 📦 58 · ⏱️ 08.04.2019):

     pip install kedro
    
Activeloop (🥈32 · 6.4K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0
  • GitHub (👨‍💻 110 · 🔀 480 · 📦 360 · 📋 420 - 10% open · ⏱️ 06.07.2023):

     git clone https://github.com/activeloopai/Hub
    
  • PyPi (📥 5.9K / month · 📦 53 · ⏱️ 14.11.2022):

     pip install hub
    
huey (🥈32 · 4.5K) - a little task queue for python. MIT
  • GitHub (👨‍💻 67 · 🔀 360 · 📦 1.2K · ⏱️ 23.06.2023):

     git clone https://github.com/coleifer/huey
    
  • PyPi (📥 86K / month · 📦 170 · ⏱️ 21.10.2022):

     pip install huey
    
  • Conda (📥 31K · ⏱️ 16.06.2023):

     conda install -c conda-forge huey
    
petl (🥈32 · 1.1K · 💤) - Python Extract Transform and Load Tables of Data. MIT
  • GitHub (👨‍💻 59 · 🔀 180 · 📦 3.4K · 📋 450 - 17% open · ⏱️ 23.11.2022):

     git clone https://github.com/petl-developers/petl
    
  • PyPi (📥 890K / month · 📦 84 · ⏱️ 23.11.2022):

     pip install petl
    
  • Conda (📥 190K · ⏱️ 16.06.2023):

     conda install -c conda-forge petl
    
zenml (🥈31 · 2.9K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2
  • GitHub (👨‍💻 70 · 🔀 310 · 📥 1 · 📦 110 · 📋 210 - 15% open · ⏱️ 03.07.2023):

     git clone https://github.com/zenml-io/zenml
    
  • PyPi (📥 6K / month · 📦 2 · ⏱️ 28.06.2022):

     pip install zenml
    
whylogs (🥈30 · 2.3K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2
  • GitHub (👨‍💻 21 · 🔀 98 · 📥 39 · 📦 130 · 📋 360 - 4% open · ⏱️ 06.07.2023):

     git clone https://github.com/whylabs/whylogs
    
  • PyPi (📥 69K / month · 📦 5 · ⏱️ 31.03.2022):

     pip install whylogs
    
mleap (🥈30 · 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2
  • GitHub (👨‍💻 83 · 🔀 310 · 📦 210 · 📋 460 - 21% open · ⏱️ 29.06.2023):

     git clone https://github.com/combust/mleap
    
  • PyPi (📥 140K / month · 📦 23 · ⏱️ 22.12.2022):

     pip install mleap
    
  • Conda (📥 70K · ⏱️ 26.06.2023):

     conda install -c conda-forge mleap
    
faust (🥉29 · 6.6K) - Python Stream Processing. BSD-3
  • GitHub (👨‍💻 95 · 🔀 550 · 📦 1.6K · 📋 520 - 53% open · ⏱️ 23.02.2023):

     git clone https://github.com/robinhood/faust
    
  • PyPi (📥 25K / month · 📦 30 · ⏱️ 25.02.2020):

     pip install faust
    
ploomber (🥉29 · 3.1K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
  • GitHub (👨‍💻 75 · 🔀 210 · 📦 85 · 📋 870 - 13% open · ⏱️ 27.06.2023):

     git clone https://github.com/ploomber/ploomber
    
  • PyPi (📥 4.4K / month · 📦 5 · ⏱️ 04.07.2022):

     pip install ploomber
    
  • Conda (📥 67K · ⏱️ 02.06.2023):

     conda install -c conda-forge ploomber
    
PyFunctional (🥉26 · 2.2K) - Python library for creating data pipelines with chain functional.. MIT
  • GitHub (👨‍💻 28 · 🔀 120 · 📦 640 · 📋 130 - 8% open · ⏱️ 31.05.2023):

     git clone https://github.com/EntilZha/PyFunctional
    
  • PyPi (📥 250K / month · 📦 19 · ⏱️ 12.01.2021):

     pip install pyfunctional
    
arq (🥉25 · 1.6K) - Fast job queuing and RPC in python with asyncio and redis. MIT
  • GitHub (👨‍💻 54 · 🔀 140 · 📦 410 · 📋 200 - 29% open · ⏱️ 20.05.2023):

     git clone https://github.com/samuelcolvin/arq
    
  • PyPi (📥 48K / month · 📦 18 · ⏱️ 09.03.2022):

     pip install arq
    
  • Conda (📥 7.9K · ⏱️ 16.06.2023):

     conda install -c conda-forge arq
    
streamparse (🥉25 · 1.5K · 💤) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
  • GitHub (👨‍💻 44 · 🔀 220 · 📦 59 · 📋 340 - 21% open · ⏱️ 18.07.2022):

     git clone https://github.com/Parsely/streamparse
    
  • PyPi (📥 5.3K / month · 📦 27 · ⏱️ 06.01.2022):

     pip install streamparse
    
Optimus (🥉25 · 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark
  • GitHub (👨‍💻 26 · 🔀 220 · 📋 220 - 3% open · ⏱️ 19.05.2023):

     git clone https://github.com/hi-primus/optimus
    
  • PyPi (📥 12K / month · ⏱️ 30.05.2019):

     pip install optimuspyspark
    
dbnd (🥉25 · 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
  • GitHub (👨‍💻 66 · 🔀 32 · 📦 35 · 📋 27 - 85% open · ⏱️ 28.05.2023):

     git clone https://github.com/databand-ai/dbnd
    
  • PyPi (📥 89K / month · 📦 23 · ⏱️ 06.07.2022):

     pip install dbnd
    
Pypeline (🥉24 · 1.4K) - Concurrent data pipelines in Python . MIT
  • GitHub (👨‍💻 13 · 🔀 89 · 📦 100 · 📋 67 - 31% open · ⏱️ 22.03.2023):

     git clone https://github.com/cgarciae/pypeln
    
  • PyPi (📥 23K / month · 📦 11 · ⏱️ 06.01.2022):

     pip install pypeln
    
  • Conda (📥 14K · ⏱️ 16.06.2023):

     conda install -c conda-forge pypeln
    
TaskTiger (🥉24 · 1.3K) - Python task queue using Redis. MIT
  • GitHub (👨‍💻 28 · 🔀 74 · 📦 26 · 📋 82 - 51% open · ⏱️ 20.06.2023):

     git clone https://github.com/closeio/tasktiger
    
  • PyPi (📥 1.5K / month · 📦 10 · ⏱️ 21.12.2022):

     pip install tasktiger
    
pysparkling (🥉23 · 260 · 💤) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT
  • GitHub (👨‍💻 10 · 🔀 48 · 📦 170 · 📋 30 - 30% open · ⏱️ 13.11.2022):

     git clone https://github.com/svenkreiss/pysparkling
    
  • PyPi (📥 11K / month · 📦 8 · ⏱️ 13.11.2022):

     pip install pysparkling
    
  • Conda (📥 4.3K · ⏱️ 16.06.2023):

     conda install -c conda-forge pysparkling
    
BatchFlow (🥉23 · 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
  • GitHub (👨‍💻 33 · 🔀 42 · 📦 5 · 📋 110 - 29% open · ⏱️ 05.07.2023):

     git clone https://github.com/analysiscenter/batchflow
    
  • PyPi (📥 390 / month · ⏱️ 07.07.2022):

     pip install batchflow
    
pdpipe (🥉21 · 710 · 💤) - Easy pipelines for pandas DataFrames. MIT
  • GitHub (👨‍💻 11 · 🔀 44 · 📦 55 · 📋 53 - 28% open · ⏱️ 24.12.2022):

     git clone https://github.com/pdpipe/pdpipe
    
  • PyPi (📥 1.2K / month · 📦 6 · ⏱️ 04.07.2022):

     pip install pdpipe
    
  • Conda (📥 25K · ⏱️ 16.06.2023):

     conda install -c conda-forge pdpipe
    
Databolt Flow (🥉19 · 950 · 💤) - Python library for building highly effective data science.. MIT
  • GitHub (👨‍💻 13 · 🔀 74 · 📦 25 · 📋 24 - 45% open · ⏱️ 26.10.2022):

     git clone https://github.com/d6t/d6tflow
    
  • PyPi (📥 370 / month · ⏱️ 22.01.2019):

     pip install d6tflow
    
Mara Pipelines (🥉18 · 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT
  • GitHub (👨‍💻 17 · 🔀 100 · 📋 40 - 60% open · ⏱️ 01.05.2023):

     git clone https://github.com/mara/mara-pipelines
    
  • PyPi (📥 110 / month · 📦 1 · ⏱️ 29.05.2022):

     pip install mara-pipelines
    
flupy (🥉17 · 180) - Fluent data pipelines for python and your shell. MIT
  • GitHub (👨‍💻 6 · 🔀 13 · 📋 13 - 7% open · ⏱️ 25.04.2023):

     git clone https://github.com/olirice/flupy
    
  • PyPi (📥 140K / month · ⏱️ 21.10.2022):

     pip install flupy
    
bodywork-core (🥉16 · 420 · 💤) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0
  • GitHub (👨‍💻 4 · 🔀 18 · 📦 12 · 📋 77 - 25% open · ⏱️ 04.07.2022):

     git clone https://github.com/bodywork-ml/bodywork-core
    
  • PyPi (📥 370 / month · ⏱️ 04.07.2022):

     pip install bodywork
    
datajob (🥉13 · 100 · 💤) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2
  • GitHub (👨‍💻 7 · 🔀 18 · 📋 58 - 31% open · ⏱️ 22.11.2022):

     git clone https://github.com/vincentclaes/datajob
    
  • PyPi (📥 66 / month · ⏱️ 22.11.2022):

     pip install datajob
    
RasgoQL (🥉12 · 270 · 💤) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0
  • GitHub (👨‍💻 10 · 🔀 10 · 📋 26 - 42% open · ⏱️ 05.07.2022):

     git clone https://github.com/rasgointelligence/RasgoQL
    
  • PyPi (📥 120 / month · ⏱️ 05.07.2022):

     pip install rasgoql
    
Show 8 hidden projects...
  • mrjob (🥈32 · 2.6K · 💀) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
  • bonobo (🥉25 · 1.6K · 💀) - Extract Transform Load for Python 3.5+. Apache-2
  • dpark (🥉22 · 2.7K · 💀) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark
  • mrq (🥉21 · 870 · 💀) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
  • spark-deep-learning (🥉19 · 2K · 💀) - Deep Learning Pipelines for Apache Spark. Apache-2 spark
  • riko (🥉18 · 1.6K · 💀) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
  • kale (🥉16 · 610 · 💀) - Kubeflows superfood for Data Scientists. Apache-2 jupyter
  • Botflow (🥉15 · 1.2K · 💀) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3

File Formats

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XlsxWriter (🥇37 · 3.3K) - A Python module for creating Excel XLSX files. BSD-2
  • GitHub (👨‍💻 47 · 🔀 600 · 📦 63K · 📋 880 - 2% open · ⏱️ 15.06.2023):

     git clone https://github.com/jmcnamara/XlsxWriter
    
  • PyPi (📥 11M / month · 📦 3.9K · ⏱️ 14.01.2023):

     pip install xlsxwriter
    
  • Conda (📥 2.8M · ⏱️ 16.06.2023):

     conda install -c conda-forge xlsxwriter
    
PyYAML (🥇37 · 2.2K · 💤) - Canonical source repository for PyYAML. MIT
  • GitHub (👨‍💻 40 · 🔀 450 · 📦 860K · 📋 560 - 47% open · ⏱️ 13.09.2022):

     git clone https://github.com/yaml/pyyaml
    
  • PyPi (📥 180M / month · 📦 75K · ⏱️ 13.10.2021):

     pip install pyyaml
    
  • Conda (📥 36M · ⏱️ 16.06.2023):

     conda install -c conda-forge pyyaml
    
jmespath (🥉33 · 1.8K) - JMESPath is a query language for JSON. MIT
  • GitHub (👨‍💻 31 · 🔀 170 · 📋 140 - 38% open · ⏱️ 31.03.2023):

     git clone https://github.com/jmespath/jmespath.py
    
  • PyPi (📥 120M / month · 📦 6.9K · ⏱️ 17.06.2022):

     pip install jmespath
    
  • Conda (📥 16M · ⏱️ 16.06.2023):

     conda install -c conda-forge jmespath
    

Code Inspection

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deepdiff (🥇33 · 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT
  • GitHub (👨‍💻 71 · 🔀 200 · 📦 7.4K · 📋 250 - 27% open · ⏱️ 10.05.2023):

     git clone https://github.com/seperman/deepdiff
    
  • PyPi (📥 9.2M / month · 📦 750 · ⏱️ 10.04.2022):

     pip install deepdiff
    
  • Conda (📥 290K · ⏱️ 16.06.2023):

     conda install -c conda-forge deepdiff
    
typing_inspect (🥉26 · 310) - Runtime inspection utilities for Python typing module. MIT
  • GitHub (👨‍💻 17 · 🔀 28 · 📋 56 - 37% open · ⏱️ 24.05.2023):

     git clone https://github.com/ilevkivskyi/typing_inspect
    
  • PyPi (📥 18M / month · 📦 300 · ⏱️ 07.06.2021):

     pip install typing_inspect
    
  • Conda (📥 1.5M · ⏱️ 03.06.2023):

     conda install -c conda-forge typing_inspect
    
Show 2 hidden projects...
  • importlib-resources (🥈31 · 47) - Backport of the importlib.resources module. MIT
  • entrypoints (🥉25 · 72 · 💀) - Discover and load entry points from installed packages. MIT

General Utilities

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attrs (🥇41 · 4.8K) - Python Classes Without Boilerplate. MIT
  • GitHub (👨‍💻 140 · 🔀 340 · 📦 760K · 📋 640 - 17% open · ⏱️ 04.07.2023):

     git clone https://github.com/python-attrs/attrs
    
  • PyPi (📥 120M / month · 📦 18K · ⏱️ 08.11.2017):

     pip install attrs
    
  • Conda (📥 29M · ⏱️ 16.06.2023):

     conda install -c conda-forge attrs
    
more-itertools (🥇39 · 3.1K) - More routines for operating on iterables, beyond itertools. MIT
  • GitHub (👨‍💻 100 · 🔀 240 · 📥 2.8K · 📦 180K · 📋 270 - 10% open · ⏱️ 03.06.2023):

     git clone https://github.com/more-itertools/more-itertools
    
  • PyPi (📥 36M / month · 📦 8.7K · ⏱️ 18.10.2022):

     pip install more-itertools
    
  • Conda (📥 12M · ⏱️ 16.06.2023):

     conda install -c conda-forge more-itertools
    
toolz (🥈35 · 4.3K · 💤) - A functional standard library for Python. BSD-3
  • GitHub (👨‍💻 75 · 🔀 250 · 📦 100K · 📋 260 - 44% open · ⏱️ 03.11.2022):

     git clone https://github.com/pytoolz/toolz
    
  • PyPi (📥 19M / month · 📦 3.4K · ⏱️ 10.07.2022):

     pip install toolz
    
  • Conda (📥 17M · ⏱️ 16.06.2023):

     conda install -c conda-forge toolz
    
boltons (🥈34 · 6.2K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3
  • GitHub (👨‍💻 85 · 🔀 340 · 📥 25 · 📦 4.7K · 📋 160 - 37% open · ⏱️ 06.05.2023):

     git clone https://github.com/mahmoud/boltons
    
  • PyPi (📥 3.3M / month · 📦 420 · ⏱️ 17.05.2021):

     pip install boltons
    
  • Conda (📥 2.5M · ⏱️ 16.06.2023):

     conda install -c conda-forge boltons
    
tenacity (🥈33 · 4.9K) - Retrying library for Python. Apache-2
  • GitHub (👨‍💻 81 · 🔀 230 · 📋 230 - 37% open · ⏱️ 20.03.2023):

     git clone https://github.com/jd/tenacity
    
  • PyPi (📥 27M / month · 📦 1.3K · ⏱️ 12.07.2021):

     pip install tenacity
    
  • Conda (📥 4.9M · ⏱️ 16.06.2023):

     conda install -c conda-forge tenacity
    
python-dependency-injector (🥈32 · 3K · 💤) - Dependency injection framework for Python. BSD-3
  • GitHub (👨‍💻 29 · 🔀 230 · 📦 2.2K · 📋 510 - 31% open · ⏱️ 19.12.2022):

     git clone https://github.com/ets-labs/python-dependency-injector
    
  • PyPi (📥 1M / month · 📦 96 · ⏱️ 30.03.2022):

     pip install dependency-injector
    
  • Conda (📥 27K · ⏱️ 16.06.2023):

     conda install -c conda-forge dependency_injector
    
returns (🥈32 · 2.8K) - Make your functions return something meaningful, typed, and safe!. BSD-2
  • GitHub (👨‍💻 47 · 🔀 100 · 📦 370 · 📋 410 - 16% open · ⏱️ 03.07.2023):

     git clone https://github.com/dry-python/returns
    
  • PyPi (📥 96K / month · 📦 57 · ⏱️ 13.03.2022):

     pip install returns
    
  • Conda (📥 5.9K · ⏱️ 27.06.2023):

     conda install -c conda-forge returns
    
natsort (🥉30 · 770) - Simple yet flexible natural sorting in Python. MIT
  • GitHub (👨‍💻 21 · 🔀 46 · 📦 21K · 📋 87 - 1% open · ⏱️ 20.06.2023):

     git clone https://github.com/SethMMorton/natsort
    
  • PyPi (📥 3.2M / month · 📦 1.2K · ⏱️ 21.04.2018):

     pip install natsort
    
  • Conda (📥 1.3M · ⏱️ 20.06.2023):

     conda install -c conda-forge natsort
    
funcy (🥉29 · 3.1K) - A fancy and practical functional tools. BSD-3
  • GitHub (👨‍💻 31 · 🔀 140 · 📦 8K · 📋 77 - 7% open · ⏱️ 11.05.2023):

     git clone https://github.com/Suor/funcy
    
  • PyPi (📥 1.4M / month · 📦 600 · ⏱️ 27.01.2023):

     pip install funcy
    
  • Conda (📥 350K · ⏱️ 16.06.2023):

     conda install -c conda-forge funcy
    
ubelt (🥉27 · 690) - A Python utility library with a stdlib like feel and extra batteries... Apache-2
  • GitHub (👨‍💻 4 · 🔀 48 · 📦 2.8K · 📋 16 - 18% open · ⏱️ 22.06.2023):

     git clone https://github.com/Erotemic/ubelt
    
  • PyPi (📥 13K / month · 📦 58 · ⏱️ 01.07.2022):

     pip install ubelt
    
  • Conda (📥 55K · ⏱️ 26.06.2023):

     conda install -c conda-forge ubelt
    
Show 5 hidden projects...
  • retrying (🥉28 · 1.9K · 💀) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
  • ratelimit (🥉25 · 630 · 💀) - API Rate Limit Decorator. MIT
  • pinject (🥉23 · 1.3K · 💀) - A pythonic dependency injection library. Apache-2
  • pampy (🥉22 · 3.5K · 💀) - Pampy: The Pattern Matching for Python you always dreamed of. MIT
  • CommonRegex (🥉22 · 1.5K · 💀) - A collection of common regular expressions bundled with an easy.. MIT

Python Implementations

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cpython (🥇42 · 54K) - The Python programming language. MIT
  • GitHub (👨‍💻 2.5K · 🔀 27K · 📋 65K - 12% open · ⏱️ 06.07.2023):

     git clone https://github.com/python/cpython
    
  • PyPi (📥 63K / month · 📦 5 · ⏱️ 22.07.2020):

     pip install cpython
    
  • Conda (📥 2.7M · ⏱️ 16.06.2023):

     conda install -c conda-forge typing
    
  • npm (📦 3 · ⏱️ 03.08.2017):

     npm install @buckpkg/python
    
micropython (🥈35 · 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0
  • GitHub (👨‍💻 580 · 🔀 6.6K · 📥 63K · 📋 5.1K - 31% open · ⏱️ 27.06.2023):

     git clone https://github.com/micropython/micropython
    
  • PyPi (📦 14 · ⏱️ 10.10.2016):

     pip install micropython-_markupbase
    
pyston (🥈22 · 2.4K) - A faster and highly-compatible implementation of the Python.. Apache-2
  • GitHub (👨‍💻 1K · 🔀 85 · 📥 20K · 📋 100 - 44% open · ⏱️ 28.02.2023):

     git clone https://github.com/pyston/pyston
    
Show 3 hidden projects...
  • grumpy (🥉21 · 11K · 💀) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2
  • stackless (🥉17 · 940 · 💀) - The Stackless Python programming language. ❗Unlicensed
  • cl-python (🥉11 · 360 · 💀) - An implementation of Python in Common Lisp. ❗Unlicensed

Others

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Pygments (🥇43 · 1.3K) - Pygments is a generic syntax highlighter written in Python. BSD-2
  • GitHub (👨‍💻 790 · 🔀 540 · 📦 540K · 📋 1.8K - 22% open · ⏱️ 26.06.2023):

     git clone https://github.com/pygments/pygments
    
  • PyPi (📥 52M / month · 📦 37K · ⏱️ 24.04.2022):

     pip install pygments
    
  • Conda (📥 23M · ⏱️ 16.06.2023):

     conda install -c conda-forge pygments
    
pyparsing (🥇40 · 1.9K) - Python library for creating PEG parsers. MIT
  • GitHub (👨‍💻 55 · 🔀 260 · 📥 8K · 📦 810K · 📋 300 - 9% open · ⏱️ 19.06.2023):

     git clone https://github.com/pyparsing/pyparsing
    
  • PyPi (📥 76M / month · 📦 32K · ⏱️ 10.05.2022):

     pip install pyparsing
    
  • Conda (📥 37M · ⏱️ 18.06.2023):

     conda install -c conda-forge pyparsing
    
cookiecutter (🥇39 · 20K) - A cross-platform command-line utility that creates projects from.. BSD-3
  • GitHub (👨‍💻 300 · 🔀 1.8K · 📦 21K · 📋 870 - 31% open · ⏱️ 05.07.2023):

     git clone https://github.com/cookiecutter/cookiecutter
    
  • PyPi (📥 2.3M / month · 📦 1.6K · ⏱️ 01.06.2022):

     pip install cookiecutter
    
  • Conda (📥 750K · ⏱️ 16.06.2023):

     conda install -c conda-forge cookiecutter
    
pycparser (🥈36 · 2.9K) - Complete C99 parser in pure Python. BSD-3
  • GitHub (👨‍💻 83 · 🔀 580 · 📦 600K · 📋 330 - 8% open · ⏱️ 31.05.2023):

     git clone https://github.com/eliben/pycparser
    
  • PyPi (📥 100M / month · 📦 17K · ⏱️ 06.11.2021):

     pip install pycparser
    
  • Conda (📥 32M · ⏱️ 16.06.2023):

     conda install -c conda-forge pycparser
    
wrapt (🥈34 · 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2
  • GitHub (👨‍💻 27 · 🔀 210 · 📋 170 - 22% open · ⏱️ 06.07.2023):

     git clone https://github.com/GrahamDumpleton/wrapt
    
  • PyPi (📥 79M / month · 📦 12K · ⏱️ 12.01.2023):

     pip install wrapt
    
  • Conda (📥 12M · ⏱️ 16.06.2023):

     conda install -c conda-forge wrapt
    
py4j (🥈34 · 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3
  • GitHub (👨‍💻 38 · 🔀 190 · 📦 25K · 📋 410 - 34% open · ⏱️ 12.02.2023):

     git clone https://github.com/bartdag/py4j
    
  • PyPi (📥 31M / month · 📦 690 · ⏱️ 12.08.2022):

     pip install py4j
    
  • Conda (📥 3.3M · ⏱️ 16.06.2023):

     conda install -c conda-forge py4j
    
pluggy (🥈34 · 970) - A minimalist production ready plugin system. MIT
  • GitHub (👨‍💻 47 · 🔀 120 · 📋 160 - 25% open · ⏱️ 04.07.2023):

     git clone https://github.com/pytest-dev/pluggy
    
  • PyPi (📥 60M / month · 📦 10K · ⏱️ 28.07.2018):

     pip install pluggy
    
  • Conda (📥 20M · ⏱️ 26.06.2023):

     conda install -c conda-forge pluggy
    
decorator (🥈34 · 770 · 💤) - Decorators for Humans. BSD-2
  • GitHub (👨‍💻 27 · 🔀 100 · 📦 450K · 📋 100 - 10% open · ⏱️ 25.11.2022):

     git clone https://github.com/micheles/decorator
    
  • PyPi (📥 66M / month · 📦 24K · ⏱️ 07.01.2022):

     pip install decorator
    
  • Conda (📥 22M · ⏱️ 16.06.2023):

     conda install -c conda-forge decorator
    
diagrams (🥈33 · 30K) - Diagram as Code for prototyping cloud system architectures. MIT
  • GitHub (👨‍💻 130 · 🔀 1.9K · 📦 1.1K · 📋 520 - 65% open · ⏱️ 22.05.2023):

     git clone https://github.com/mingrammer/diagrams
    
  • PyPi (📥 110K / month · 📦 35 · ⏱️ 09.02.2022):

     pip install diagrams
    
  • Conda (📥 160K · ⏱️ 16.06.2023):

     conda install -c conda-forge diagrams
    
keyboard (🥉32 · 3.4K) - Hook and simulate global keyboard events on Windows and Linux. MIT
  • GitHub (👨‍💻 41 · 🔀 400 · 📦 12K · 📋 560 - 65% open · ⏱️ 31.01.2023):

     git clone https://github.com/boppreh/keyboard
    
  • PyPi (📥 520K / month · 📦 440 · ⏱️ 27.03.2018):

     pip install keyboard
    
  • Conda (📥 20K · ⏱️ 16.06.2023):

     conda install -c conda-forge keyboard
    
Copier (🥉31 · 1.1K) - Library and command-line utility for rendering projects templates. MIT
  • GitHub (👨‍💻 58 · 🔀 130 · 📦 440 · 📋 380 - 14% open · ⏱️ 29.06.2023):

     git clone https://github.com/copier-org/copier
    
  • PyPi (📥 57K / month · 📦 21 · ⏱️ 13.06.2022):

     pip install copier
    
fastcore (🥉31 · 850) - Python supercharged for the fastai library. Apache-2
  • GitHub (👨‍💻 56 · 🔀 250 · 📦 3.8K · 📋 330 - 7% open · ⏱️ 25.06.2023):

     git clone https://github.com/fastai/fastcore
    
  • PyPi (📥 590K / month · 📦 280 · ⏱️ 17.06.2022):

     pip install fastcore
    
  • Conda (📥 49K · ⏱️ 16.06.2023):

     conda install -c conda-forge fastcore
    
pyscaffold (🥉30 · 1.8K) - Python project template generator with batteries included. MIT
  • GitHub (👨‍💻 58 · 🔀 180 · 📋 290 - 9% open · ⏱️ 20.06.2023):

     git clone https://github.com/pyscaffold/pyscaffold
    
  • PyPi (📥 270K / month · 📦 58 · ⏱️ 17.06.2022):

     pip install pyscaffold
    
  • Conda (📥 170K · ⏱️ 26.06.2023):

     conda install -c conda-forge pyscaffold
    
python-mss (🥉29 · 850) - An ultra fast cross-platform multiple screenshots module in pure.. MIT
  • GitHub (👨‍💻 21 · 🔀 80 · 📋 130 - 26% open · ⏱️ 27.04.2023):

     git clone https://github.com/BoboTiG/python-mss
    
  • PyPi (📥 600K / month · 📦 240 · ⏱️ 27.10.2022):

     pip install mss
    
  • Conda (📥 27K · ⏱️ 16.06.2023):

     conda install -c conda-forge python-mss
    
Send2Trash (🥉28 · 240) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3
  • GitHub (👨‍💻 15 · 🔀 37 · 📋 53 - 45% open · ⏱️ 03.05.2023):

     git clone https://github.com/arsenetar/send2trash
    
  • PyPi (📥 10M / month · 📦 2.8K · ⏱️ 21.08.2021):

     pip install send2trash
    
  • Conda (📥 10M · ⏱️ 16.06.2023):

     conda install -c conda-forge send2trash
    
powerline-shell (🥉26 · 6.1K · 💤) - A beautiful and useful prompt for your shell. MIT
  • GitHub (👨‍💻 89 · 🔀 740 · 📦 100 · 📋 290 - 40% open · ⏱️ 22.09.2022):

     git clone https://github.com/b-ryan/powerline-shell
    
  • PyPi (📥 3.4K / month · 📦 4 · ⏱️ 16.09.2018):

     pip install powerline-shell
    
pyscreenshot (🥉26 · 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2
  • GitHub (👨‍💻 25 · 🔀 91 · 📦 2.2K · ⏱️ 12.03.2023):

     git clone https://github.com/ponty/pyscreenshot
    
  • PyPi (📥 460K / month · 📦 260 · ⏱️ 18.04.2021):

     pip install pyscreenshot
    
catalogue (🥉26 · 160) - Super lightweight function registries for your library. MIT
  • GitHub (👨‍💻 11 · 🔀 22 · 📦 26K · 📋 11 - 36% open · ⏱️ 20.04.2023):

     git clone https://github.com/explosion/catalogue
    
  • PyPi (📥 3.5M / month · 📦 71 · ⏱️ 06.07.2022):

     pip install catalogue
    
  • Conda (📥 1.1M · ⏱️ 16.06.2023):

     conda install -c conda-forge catalogue
    
Show 3 hidden projects...
  • openpyxl (🥉26 · 58) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
  • pluginbase (🥉25 · 1.1K · 💀) - A simple but flexible plugin system for Python. BSD-3
  • macropy (🥉23 · 3.2K · 💀) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT

Related Resources

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

Contribution

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

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

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

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

License

CC0