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https://github.com/ml-tooling/best-of-python
🏆 A ranked list of awesome Python open-source libraries and tools. Updated weekly.
https://github.com/ml-tooling/best-of-python
List: best-of-python
awesome awesome-list best-of best-of-list cli collections data-structures library pypi python python-framework python-libraries python-library python-utilities utilities utility-library
Last synced: 3 months ago
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🏆 A ranked list of awesome Python open-source libraries and tools. Updated weekly.
- Host: GitHub
- URL: https://github.com/ml-tooling/best-of-python
- Owner: ml-tooling
- License: cc-by-sa-4.0
- Created: 2021-01-11T19:11:32.000Z (almost 4 years ago)
- Default Branch: main
- Last Pushed: 2024-05-16T17:16:29.000Z (7 months ago)
- Last Synced: 2024-05-22T13:25:20.260Z (7 months ago)
- Topics: awesome, awesome-list, best-of, best-of-list, cli, collections, data-structures, library, pypi, python, python-framework, python-libraries, python-library, python-utilities, utilities, utility-library
- Homepage: https://python.best-of.org
- Size: 9.2 MB
- Stars: 3,464
- Watchers: 87
- Forks: 247
- Open Issues: 6
-
Metadata Files:
- Readme: README.md
- Changelog: history/2021-01-12_changes.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
- Code of conduct: .github/CODE_OF_CONDUCT.md
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README
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 1.8M 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](https://github.com/ml-tooling/best-of-python/issues/new/choose), submit a [pull request](https://github.com/ml-tooling/best-of-python/pulls), or directly edit the [projects.yaml](https://github.com/ml-tooling/best-of-python/edit/main/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
- [Data Serialization](#data-serialization) _16 projects_
- [Data Containers & Dataframes](#data-containers--dataframes) _30 projects_
- [Data Structures](#data-structures) _15 projects_
- [Data Validation](#data-validation) _15 projects_
- [Algorithms & Design Patterns](#algorithms--design-patterns) _4 projects_
- [Date & Time Utilities](#date--time-utilities) _9 projects_
- [File & Path Utilities](#file--path-utilities) _10 projects_
- [Compatiblity](#compatiblity) _7 projects_
- [Cryptography](#cryptography) _7 projects_
- [Infrastructure & DevOps](#infrastructure--devops) _20 projects_
- [Process Utilities](#process-utilities) _4 projects_
- [Asynchronous Programming](#asynchronous-programming) _7 projects_
- [Configuration](#configuration) _9 projects_
- [CLI Development](#cli-development) _19 projects_
- [Development Tools](#development-tools) _1 projects_
- [Data Caching](#data-caching) _6 projects_
- [GUI Development](#gui-development) _10 projects_
- [Computer & Machine Vision](#computer--machine-vision) _2 projects_
- [Machine Learning & Data Engineering](#machine-learning--data-engineering) _1 projects_
- [Text Data](#text-data) _12 projects_
- [Web Development](#web-development) _1 projects_
- [Database Clients](#database-clients) _64 projects_
- [Data Loading & Extraction](#data-loading--extraction) _30 projects_
- [Data Pipelines & Streaming](#data-pipelines--streaming) _43 projects_
- [File Formats](#file-formats) _3 projects_
- [Code Inspection](#code-inspection) _4 projects_
- [General Utilities](#general-utilities) _15 projects_
- [Python Implementations](#python-implementations) _6 projects_
- [Others](#others) _21 projects_
## Explanation
- 🥇🥈🥉 Combined project-quality score
- ⭐️ Star count from GitHub
- 🐣 New project _(less than 6 months old)_
- 💤 Inactive project _(6 months no activity)_
- 💀 Dead project _(12 months no activity)_
- 📈📉 Project is trending up or down
- ➕ Project was recently added
- ❗️ Warning _(e.g. missing/risky license)_
- 👨💻 Contributors count from GitHub
- 🔀 Fork count from GitHub
- 📋 Issue count from GitHub
- ⏱️ Last update timestamp on package manager
- 📥 Download count from package manager
- 📦 Number of dependent projects
- 
Pandas related project
## Data Serialization
protobuf (🥇52 · ⭐ 64K · 📉) - Protocol Buffers - Googles data interchange format. BSD-3
- [GitHub](https://github.com/protocolbuffers/protobuf) (👨💻 1.2K · 🔀 15K · 📥 44M · 📦 650K · 📋 6.2K - 6% open · ⏱️ 06.06.2024):
```
git clone https://github.com/protocolbuffers/protobuf
```
- [PyPi](https://pypi.org/project/protobuf) (📥 190M / month · 📦 6.8K · ⏱️ 23.05.2024):
```
pip install protobuf
```
- [Conda](https://anaconda.org/conda-forge/protobuf) (📥 18M · ⏱️ 06.03.2024):
```
conda install -c conda-forge protobuf
```
- [npm](https://www.npmjs.com/package/google-protobuf) (📥 7.6M / month · 📦 2.9K · ⏱️ 10.10.2022):
```
npm install google-protobuf
```
flatbuffers (🥇43 · ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
- [GitHub](https://github.com/google/flatbuffers) (👨💻 680 · 🔀 3.2K · 📥 460K · 📦 110K · 📋 2.4K - 6% open · ⏱️ 03.06.2024):
```
git clone https://github.com/google/flatbuffers
```
- [PyPi](https://pypi.org/project/flatbuffers) (📥 19M / month · 📦 410 · ⏱️ 26.03.2024):
```
pip install flatbuffers
```
- [Conda](https://anaconda.org/conda-forge/flatbuffers) (📥 1.1M · ⏱️ 26.03.2024):
```
conda install -c conda-forge flatbuffers
```
- [npm](https://www.npmjs.com/package/flatbuffers) (📥 1.4M / month · 📦 230 · ⏱️ 26.03.2024):
```
npm install flatbuffers
```
marshmallow (🥈40 · ⭐ 6.9K) - A lightweight library for converting complex objects to and from.. MIT
- [GitHub](https://github.com/marshmallow-code/marshmallow) (👨💻 210 · 🔀 620 · 📦 140K · 📋 1.2K - 14% open · ⏱️ 06.06.2024):
```
git clone https://github.com/marshmallow-code/marshmallow
```
- [PyPi](https://pypi.org/project/marshmallow) (📥 49M / month · 📦 2.2K · ⏱️ 06.06.2024):
```
pip install marshmallow
```
- [Conda](https://anaconda.org/conda-forge/marshmallow) (📥 2.5M · ⏱️ 06.06.2024):
```
conda install -c conda-forge marshmallow
```
orjson (🥈38 · ⭐ 5.7K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
- [GitHub](https://github.com/ijl/orjson) (👨💻 22 · 🔀 200 · 📦 98K · 📋 400 - 2% open · ⏱️ 03.05.2024):
```
git clone https://github.com/ijl/orjson
```
- [PyPi](https://pypi.org/project/orjson) (📥 32M / month · 📦 2.4K · ⏱️ 03.05.2024):
```
pip install orjson
```
- [Conda](https://anaconda.org/conda-forge/orjson) (📥 1.3M · ⏱️ 03.05.2024):
```
conda install -c conda-forge orjson
```
dill (🥈37 · ⭐ 2.2K) - serialize all of Python. BSD-3
- [GitHub](https://github.com/uqfoundation/dill) (👨💻 45 · 🔀 170 · 📥 290K · 📦 160K · 📋 520 - 35% open · ⏱️ 24.05.2024):
```
git clone https://github.com/uqfoundation/dill
```
- [PyPi](https://pypi.org/project/dill) (📥 60M / month · 📦 2.9K · ⏱️ 27.01.2024):
```
pip install dill
```
- [Conda](https://anaconda.org/conda-forge/dill) (📥 6.8M · ⏱️ 28.01.2024):
```
conda install -c conda-forge dill
```
jsonpickle (🥈36 · ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3
- [GitHub](https://github.com/jsonpickle/jsonpickle) (👨💻 76 · 🔀 170 · 📋 320 - 22% open · ⏱️ 02.06.2024):
```
git clone https://github.com/jsonpickle/jsonpickle
```
- [PyPi](https://pypi.org/project/jsonpickle) (📥 12M / month · 📦 1.2K · ⏱️ 11.04.2024):
```
pip install jsonpickle
```
- [Conda](https://anaconda.org/conda-forge/jsonpickle) (📥 1.7M · ⏱️ 11.04.2024):
```
conda install -c conda-forge jsonpickle
```
msgpack (🥈35 · ⭐ 1.9K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2
- [GitHub](https://github.com/msgpack/msgpack-python) (👨💻 79 · 🔀 220 · 📥 1.3K · 📋 290 - 1% open · ⏱️ 07.05.2024):
```
git clone https://github.com/msgpack/msgpack-python
```
- [PyPi](https://pypi.org/project/msgpack) (📥 71M / month · 📦 1.9K · ⏱️ 07.05.2024):
```
pip install msgpack
```
- [Conda](https://anaconda.org/conda-forge/msgpack-python) (📥 16M · ⏱️ 14.05.2024):
```
conda install -c conda-forge msgpack-python
```
ultrajson (🥉34 · ⭐ 4.3K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3
- [GitHub](https://github.com/ultrajson/ultrajson) (👨💻 88 · 🔀 360 · 📋 350 - 8% open · ⏱️ 01.06.2024):
```
git clone https://github.com/ultrajson/ultrajson
```
- [PyPi](https://pypi.org/project/ujson) (📥 21M / month · 📦 2.2K · ⏱️ 14.05.2024):
```
pip install ujson
```
- [Conda](https://anaconda.org/conda-forge/ujson) (📥 4.9M · ⏱️ 15.05.2024):
```
conda install -c conda-forge ujson
```
simplejson (🥉34 · ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
- [GitHub](https://github.com/simplejson/simplejson) (👨💻 43 · 🔀 330 · 📥 6.5K · 📦 130K · 📋 200 - 10% open · ⏱️ 03.12.2023):
```
git clone https://github.com/simplejson/simplejson
```
- [PyPi](https://pypi.org/project/simplejson) (📥 21M / month · 📦 2.5K · ⏱️ 06.10.2023):
```
pip install simplejson
```
- [Conda](https://anaconda.org/conda-forge/simplejson) (📥 3.3M · ⏱️ 15.02.2024):
```
conda install -c conda-forge simplejson
```
cloudpickle (🥉32 · ⭐ 1.6K) - Extended pickling support for Python objects. BSD-3
- [GitHub](https://github.com/cloudpipe/cloudpickle) (👨💻 59 · 🔀 160 · 📥 27 · 📋 260 - 34% open · ⏱️ 08.04.2024):
```
git clone https://github.com/cloudpipe/cloudpickle
```
- [PyPi](https://pypi.org/project/cloudpickle) (📥 44M / month · 📦 1.6K · ⏱️ 16.10.2023):
```
pip install cloudpickle
```
- [Conda](https://anaconda.org/conda-forge/cloudpickle) (📥 17M · ⏱️ 16.10.2023):
```
conda install -c conda-forge cloudpickle
```
python-rapidjson (🥉29 · ⭐ 490) - Python wrapper around rapidjson. MIT
- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (👨💻 23 · 🔀 47 · 📦 5.5K · 📋 110 - 12% open · ⏱️ 18.05.2024):
```
git clone https://github.com/python-rapidjson/python-rapidjson
```
- [PyPi](https://pypi.org/project/python-rapidjson) (📥 2M / month · 📦 240 · ⏱️ 18.05.2024):
```
pip install python-rapidjson
```
- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (📥 1.7M · ⏱️ 18.05.2024):
```
conda install -c conda-forge python-rapidjson
```
srsly (🥉28 · ⭐ 420) - Modern high-performance serialization utilities for Python (JSON,.. MIT
- [GitHub](https://github.com/explosion/srsly) (👨💻 15 · 🔀 30 · 📦 45K · 📋 30 - 13% open · ⏱️ 11.04.2024):
```
git clone https://github.com/explosion/srsly
```
- [PyPi](https://pypi.org/project/srsly) (📥 11M / month · 📦 170 · ⏱️ 22.09.2023):
```
pip install srsly
```
- [Conda](https://anaconda.org/conda-forge/srsly) (📥 1.5M · ⏱️ 25.09.2023):
```
conda install -c conda-forge srsly
```
pysimdjson (🥉26 · ⭐ 630) - Python bindings for the simdjson project. MIT
- [GitHub](https://github.com/TkTech/pysimdjson) (👨💻 14 · 🔀 52 · 📦 1.3K · 📋 87 - 10% open · ⏱️ 05.02.2024):
```
git clone https://github.com/TkTech/pysimdjson
```
- [PyPi](https://pypi.org/project/pysimdjson) (📥 1.1M / month · 📦 49 · ⏱️ 06.02.2024):
```
pip install pysimdjson
```
- [Conda](https://anaconda.org/conda-forge/pysimdjson) (📥 98K · ⏱️ 06.02.2024):
```
conda install -c conda-forge pysimdjson
```
hickle (🥉26 · ⭐ 480) - a HDF5-based python pickle replacement. MIT
- [GitHub](https://github.com/telegraphic/hickle) (👨💻 26 · 🔀 71 · 📦 760 · 📋 110 - 5% open · ⏱️ 31.03.2024):
```
git clone https://github.com/telegraphic/hickle
```
- [PyPi](https://pypi.org/project/hickle) (📥 49K / month · 📦 39 · ⏱️ 30.03.2024):
```
pip install hickle
```
- [Conda](https://anaconda.org/conda-forge/hickle) (📥 25K · ⏱️ 14.02.2024):
```
conda install -c conda-forge hickle
```
rtoml (🥉22 · ⭐ 300) - A fast TOML library for python implemented in rust. MIT
- [GitHub](https://github.com/samuelcolvin/rtoml) (👨💻 15 · 🔀 30 · 📦 420 · 📋 26 - 57% open · ⏱️ 26.01.2024):
```
git clone https://github.com/samuelcolvin/rtoml
```
- [PyPi](https://pypi.org/project/rtoml) (📥 460K / month · 📦 110 · ⏱️ 21.12.2023):
```
pip install rtoml
```
Show 1 hidden projects...
- pyasn1 (🥈35 · ⭐ 240 · 💀) - Generic ASN.1 library for Python. BSD-2
## Data Containers & Dataframes
_General-purpose data containers as well as utilities & extensions for pandas._
pandas (🥇54 · ⭐ 42K) - Flexible and powerful data analysis / manipulation library for.. BSD-3
- [GitHub](https://github.com/pandas-dev/pandas) (👨💻 3.6K · 🔀 17K · 📥 270K · 📦 1.7M · 📋 27K - 14% open · ⏱️ 05.06.2024):
```
git clone https://github.com/pandas-dev/pandas
```
- [PyPi](https://pypi.org/project/pandas) (📥 230M / month · 📦 67K · ⏱️ 10.04.2024):
```
pip install pandas
```
- [Conda](https://anaconda.org/conda-forge/pandas) (📥 52M · ⏱️ 16.05.2024):
```
conda install -c conda-forge pandas
```
polars (🥇44 · ⭐ 27K · 📈) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT
- [GitHub](https://github.com/pola-rs/polars) (👨💻 420 · 🔀 1.6K · 📥 980 · 📦 9.8K · 📋 7.7K - 21% open · ⏱️ 06.06.2024):
```
git clone https://github.com/pola-rs/polars
```
- [PyPi](https://pypi.org/project/polars) (📥 7.6M / month · 📦 980 · ⏱️ 01.06.2024):
```
pip install polars
```
h5py (🥈41 · ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
- [GitHub](https://github.com/h5py/h5py) (👨💻 200 · 🔀 520 · 📥 3.4K · 📦 270K · 📋 1.5K - 18% open · ⏱️ 06.06.2024):
```
git clone https://github.com/h5py/h5py
```
- [PyPi](https://pypi.org/project/h5py) (📥 22M / month · 📦 6.7K · ⏱️ 10.04.2024):
```
pip install h5py
```
- [Conda](https://anaconda.org/conda-forge/h5py) (📥 16M · ⏱️ 06.06.2024):
```
conda install -c conda-forge h5py
```
xarray (🥈40 · ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2
- [GitHub](https://github.com/pydata/xarray) (👨💻 500 · 🔀 1K · 📦 27K · 📋 4.3K - 26% open · ⏱️ 04.06.2024):
```
git clone https://github.com/pydata/xarray
```
- [PyPi](https://pypi.org/project/xarray) (📥 5.3M / month · 📦 3K · ⏱️ 13.05.2024):
```
pip install xarray
```
- [Conda](https://anaconda.org/conda-forge/xarray) (📥 10M · ⏱️ 13.05.2024):
```
conda install -c conda-forge xarray
```
Modin (🥈37 · ⭐ 9.5K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2
- [GitHub](https://github.com/modin-project/modin) (👨💻 130 · 🔀 640 · 📥 200K · 📦 1.5K · 📋 4.2K - 16% open · ⏱️ 03.06.2024):
```
git clone https://github.com/modin-project/modin
```
- [PyPi](https://pypi.org/project/modin) (📥 1.4M / month · 📦 47 · ⏱️ 15.05.2024):
```
pip install modin
```
- [Conda](https://anaconda.org/conda-forge/modin-core) (📥 330K · ⏱️ 15.05.2024):
```
conda install -c conda-forge modin-core
```
numexpr (🥈37 · ⭐ 2.2K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT
- [GitHub](https://github.com/pydata/numexpr) (👨💻 78 · 🔀 200 · 📥 640 · 📦 76K · 📋 380 - 1% open · ⏱️ 31.05.2024):
```
git clone https://github.com/pydata/numexpr
```
- [PyPi](https://pypi.org/project/numexpr) (📥 3.9M / month · 📦 860 · ⏱️ 02.04.2024):
```
pip install numexpr
```
- [Conda](https://anaconda.org/conda-forge/numexpr) (📥 8.2M · ⏱️ 27.05.2024):
```
conda install -c conda-forge numexpr
```
zarr (🥈36 · ⭐ 1.4K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
- [GitHub](https://github.com/zarr-developers/zarr-python) (👨💻 98 · 🔀 260 · 📦 3.9K · 📋 770 - 42% open · ⏱️ 04.06.2024):
```
git clone https://github.com/zarr-developers/zarr-python
```
- [PyPi](https://pypi.org/project/zarr) (📥 610K / month · 📦 900 · ⏱️ 26.05.2024):
```
pip install zarr
```
- [Conda](https://anaconda.org/conda-forge/zarr) (📥 3.1M · ⏱️ 27.05.2024):
```
conda install -c conda-forge zarr
```
PyTables (🥈34 · ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3
- [GitHub](https://github.com/PyTables/PyTables) (👨💻 140 · 🔀 270 · 📥 190 · 📋 730 - 23% open · ⏱️ 06.06.2024):
```
git clone https://github.com/PyTables/PyTables
```
- [PyPi](https://pypi.org/project/tables) (📥 970K / month · 📦 1.4K · ⏱️ 27.11.2023):
```
pip install tables
```
- [Conda](https://anaconda.org/conda-forge/pytables) (📥 7.3M · ⏱️ 11.04.2024):
```
conda install -c conda-forge pytables
```
pandera (🥈33 · ⭐ 3.1K) - A light-weight, flexible, and expressive statistical data testing.. MIT
- [GitHub](https://github.com/unionai-oss/pandera) (👨💻 130 · 🔀 280 · 📦 1.6K · 📋 800 - 40% open · ⏱️ 31.05.2024):
```
git clone https://github.com/pandera-dev/pandera
```
- [PyPi](https://pypi.org/project/pandera) (📥 1.9M / month · 📦 180 · ⏱️ 14.05.2024):
```
pip install pandera
```
- [Conda](https://anaconda.org/conda-forge/pandera-core) (📥 40K · ⏱️ 08.05.2024):
```
conda install -c conda-forge pandera-core
```
Bottleneck (🥈33 · ⭐ 1K) - Fast NumPy array functions written in C. BSD-2
- [GitHub](https://github.com/pydata/bottleneck) (👨💻 32 · 🔀 99 · 📦 48K · 📋 240 - 20% open · ⏱️ 23.05.2024):
```
git clone https://github.com/pydata/bottleneck
```
- [PyPi](https://pypi.org/project/Bottleneck) (📥 1M / month · 📦 410 · ⏱️ 23.05.2024):
```
pip install Bottleneck
```
- [Conda](https://anaconda.org/conda-forge/bottleneck) (📥 4.1M · ⏱️ 26.02.2024):
```
conda install -c conda-forge bottleneck
```
TinyDB (🥈32 · ⭐ 6.6K · 💤) - TinyDB is a lightweight document oriented database optimized for your.. MIT
- [GitHub](https://github.com/msiemens/tinydb) (👨💻 82 · 🔀 520 · 📦 13K · 📋 320 - 8% open · ⏱️ 24.07.2023):
```
git clone https://github.com/msiemens/tinydb
```
- [PyPi](https://pypi.org/project/tinydb) (📥 650K / month · 📦 650 · ⏱️ 12.06.2023):
```
pip install tinydb
```
- [Conda](https://anaconda.org/conda-forge/tinydb) (📥 400K · ⏱️ 12.06.2023):
```
conda install -c conda-forge tinydb
```
docarray (🥈32 · ⭐ 2.8K) - Represent, send, store and search multimodal data. Apache-2
- [GitHub](https://github.com/docarray/docarray) (👨💻 74 · 🔀 220 · 📦 4.4K · 📋 640 - 10% open · ⏱️ 06.06.2024):
```
git clone https://github.com/jina-ai/docarray
```
- [PyPi](https://pypi.org/project/docarray) (📥 86K / month · 📦 68 · ⏱️ 22.12.2023):
```
pip install docarray
```
- [Conda](https://anaconda.org/conda-forge/docarray) (📥 140K · ⏱️ 18.06.2023):
```
conda install -c conda-forge docarray
```
Koalas (🥉31 · ⭐ 3.3K · 💤) - Koalas: pandas API on Apache Spark. Apache-2 spark
- [GitHub](https://github.com/databricks/koalas) (👨💻 51 · 🔀 360 · 📥 1K · 📦 340 · 📋 600 - 18% open · ⏱️ 21.09.2023):
```
git clone https://github.com/databricks/koalas
```
- [PyPi](https://pypi.org/project/koalas) (📥 2.3M / month · 📦 31 · ⏱️ 19.10.2021):
```
pip install koalas
```
- [Conda](https://anaconda.org/conda-forge/koalas) (📥 340K · ⏱️ 16.06.2023):
```
conda install -c conda-forge koalas
```
datasketch (🥉31 · ⭐ 2.4K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
- [GitHub](https://github.com/ekzhu/datasketch) (👨💻 30 · 🔀 290 · 📥 27 · 📦 1.3K · 📋 170 - 30% open · ⏱️ 26.03.2024):
```
git clone https://github.com/ekzhu/datasketch
```
- [PyPi](https://pypi.org/project/datasketch) (📥 2.8M / month · 📦 44 · ⏱️ 04.06.2024):
```
pip install datasketch
```
Vaex (🥉30 · ⭐ 8.2K · 💤) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT
- [GitHub](https://github.com/vaexio/vaex) (👨💻 72 · 🔀 590 · 📥 280 · 📦 760 · 📋 1.3K - 40% open · ⏱️ 21.07.2023):
```
git clone https://github.com/vaexio/vaex
```
- [PyPi](https://pypi.org/project/vaex) (📥 22K / month · 📦 51 · ⏱️ 21.07.2023):
```
pip install vaex
```
- [Conda](https://anaconda.org/conda-forge/vaex) (📥 190K · ⏱️ 16.06.2023):
```
conda install -c conda-forge vaex
```
datatable (🥉28 · ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0
- [GitHub](https://github.com/h2oai/datatable) (👨💻 37 · 🔀 150 · 📥 2.4K · 📋 1.5K - 11% open · ⏱️ 01.12.2023):
```
git clone https://github.com/h2oai/datatable
```
- [PyPi](https://pypi.org/project/datatable) (📥 53K / month · 📦 45 · ⏱️ 01.12.2023):
```
pip install datatable
```
- [Conda](https://anaconda.org/conda-forge/datatable) (📥 26K · ⏱️ 16.06.2023):
```
conda install -c conda-forge datatable
```
Pandaral·lel (🥉27 · ⭐ 3.6K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter
- [GitHub](https://github.com/nalepae/pandarallel) (👨💻 26 · 🔀 200 · 📋 220 - 40% open · ⏱️ 16.02.2024):
```
git clone https://github.com/nalepae/pandarallel
```
- [PyPi](https://pypi.org/project/pandarallel) (📥 420K / month · 📦 91 · ⏱️ 02.05.2023):
```
pip install pandarallel
```
- [Conda](https://anaconda.org/conda-forge/pandarallel) (📥 93K · ⏱️ 16.06.2023):
```
conda install -c conda-forge pandarallel
```
StaticFrame (🥉27 · ⭐ 410) - Immutable and statically-typeable DataFrames with runtime type and.. MIT
- [GitHub](https://github.com/static-frame/static-frame) (👨💻 23 · 🔀 33 · 📦 22 · 📋 630 - 7% open · ⏱️ 21.05.2024):
```
git clone https://github.com/InvestmentSystems/static-frame
```
- [PyPi](https://pypi.org/project/static-frame) (📥 6.1K / month · 📦 4 · ⏱️ 21.05.2024):
```
pip install static-frame
```
- [Conda](https://anaconda.org/conda-forge/static-frame) (📥 340K · ⏱️ 21.05.2024):
```
conda install -c conda-forge static-frame
```
swifter (🥉26 · ⭐ 2.5K) - A package which efficiently applies any function to a pandas.. MIT
- [GitHub](https://github.com/jmcarpenter2/swifter) (👨💻 18 · 🔀 100 · 📦 1.3K · 📋 150 - 13% open · ⏱️ 14.03.2024):
```
git clone https://github.com/jmcarpenter2/swifter
```
- [PyPi](https://pypi.org/project/swifter) (📥 720K / month · 📦 52 · ⏱️ 31.07.2023):
```
pip install swifter
```
- [Conda](https://anaconda.org/conda-forge/swifter) (📥 340K · ⏱️ 31.07.2023):
```
conda install -c conda-forge swifter
```
Pandas Summary (🥉24 · ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2
- [GitHub](https://github.com/polyaxon/traceml) (👨💻 99 · 🔀 43 · 📋 14 - 42% open · ⏱️ 16.05.2024):
```
git clone https://github.com/polyaxon/datatile
```
- [PyPi](https://pypi.org/project/pandas-summary) (📥 87K / month · 📦 21 · ⏱️ 25.11.2021):
```
pip install pandas-summary
```
Show 10 hidden projects...
- numpy (🥇51 · ⭐ 27K) - The fundamental package for scientific computing with Python. ❗Unlicensed
- Blaze (🥉31 · ⭐ 3.2K · 💀) - NumPy and Pandas interface to Big Data. BSD-3
- Arctic (🥉29 · ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1
- sklearn-pandas (🥉28 · ⭐ 2.8K · 💀) - Pandas integration with sklearn. ❗️Zlib sklearn
- pandasql (🥉28 · ⭐ 1.3K · 💀) - sqldf for pandas. MIT
- bcolz (🥉26 · ⭐ 960 · 💀) - A columnar data container that can be compressed. BSD-3
- pickleDB (🥉22 · ⭐ 880 · 💀) - pickleDB is an open source key-value store using Pythons json module. BSD-3
- fletcher (🥉19 · ⭐ 230 · 💀) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT
- Bounter (🥉18 · ⭐ 940 · 💀) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT
- PandaPy (🥉13 · ⭐ 550 · 💀) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT
## Data Structures
pyrsistent (🥇35 · ⭐ 2K · 💤) - Persistent/Immutable/Functional data structures for Python. MIT
- [GitHub](https://github.com/tobgu/pyrsistent) (👨💻 73 · 🔀 140 · 📦 340K · 📋 180 - 14% open · ⏱️ 25.10.2023):
```
git clone https://github.com/tobgu/pyrsistent
```
- [PyPi](https://pypi.org/project/pyrsistent) (📥 41M / month · 📦 1K · ⏱️ 25.10.2023):
```
pip install pyrsistent
```
- [Conda](https://anaconda.org/conda-forge/pyrsistent) (📥 21M · ⏱️ 31.10.2023):
```
conda install -c conda-forge pyrsistent
```
python-sortedcontainers (🥇32 · ⭐ 3.3K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2
- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (👨💻 24 · 🔀 200 · 📋 190 - 12% open · ⏱️ 01.03.2024):
```
git clone https://github.com/grantjenks/python-sortedcontainers
```
- [PyPi](https://pypi.org/project/sortedcontainers) (📥 59M / month · 📦 1.2K · ⏱️ 16.05.2021):
```
pip install sortedcontainers
```
- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (📥 13M · ⏱️ 16.06.2023):
```
conda install -c conda-forge sortedcontainers
```
bidict (🥇32 · ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0
- [GitHub](https://github.com/jab/bidict) (👨💻 15 · 🔀 63 · 📥 53 · 📦 26K · 📋 62 - 3% open · ⏱️ 04.05.2024):
```
git clone https://github.com/jab/bidict
```
- [PyPi](https://pypi.org/project/bidict) (📥 3.9M / month · 📦 440 · ⏱️ 18.02.2024):
```
pip install bidict
```
- [Conda](https://anaconda.org/conda-forge/bidict) (📥 410K · ⏱️ 18.02.2024):
```
conda install -c conda-forge bidict
```
multidict (🥇32 · ⭐ 400) - The multidict implementation. Apache-2
- [GitHub](https://github.com/aio-libs/multidict) (👨💻 54 · 🔀 95 · 📥 6.8K · 📋 160 - 14% open · ⏱️ 19.04.2024):
```
git clone https://github.com/aio-libs/multidict
```
- [PyPi](https://pypi.org/project/multidict) (📥 110M / month · 📦 1.3K · ⏱️ 01.02.2024):
```
pip install multidict
```
- [Conda](https://anaconda.org/conda-forge/multidict) (📥 13M · ⏱️ 04.02.2024):
```
conda install -c conda-forge multidict
```
anytree (🥈31 · ⭐ 910 · 💤) - Python tree data library. Apache-2
- [GitHub](https://github.com/c0fec0de/anytree) (👨💻 29 · 🔀 130 · 📦 19K · 📋 190 - 14% open · ⏱️ 16.11.2023):
```
git clone https://github.com/c0fec0de/anytree
```
- [PyPi](https://pypi.org/project/anytree) (📥 1.5M / month · 📦 480 · ⏱️ 16.11.2023):
```
pip install anytree
```
- [Conda](https://anaconda.org/conda-forge/anytree) (📥 40K · ⏱️ 16.06.2023):
```
conda install -c conda-forge anytree
```
python-benedict (🥈29 · ⭐ 1.4K) - dict subclass with keylist/keypath support, built-in I/O.. MIT
- [GitHub](https://github.com/fabiocaccamo/python-benedict) (👨💻 7 · 🔀 48 · 📦 1.7K · 📋 110 - 17% open · ⏱️ 15.05.2024):
```
git clone https://github.com/fabiocaccamo/python-benedict
```
- [PyPi](https://pypi.org/project/python-benedict) (📥 620K / month · 📦 67 · ⏱️ 04.03.2024):
```
pip install python-benedict
```
- [Conda](https://anaconda.org/conda-forge/python-benedict) (📥 160K · ⏱️ 05.03.2024):
```
conda install -c conda-forge python-benedict
```
glom (🥉28 · ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3
- [GitHub](https://github.com/mahmoud/glom) (👨💻 23 · 🔀 60 · 📦 1.6K · 📋 190 - 59% open · ⏱️ 12.01.2024):
```
git clone https://github.com/mahmoud/glom
```
- [PyPi](https://pypi.org/project/glom) (📥 2.1M / month · 📦 170 · ⏱️ 27.11.2023):
```
pip install glom
```
- [Conda](https://anaconda.org/conda-forge/glom) (📥 34K · ⏱️ 27.11.2023):
```
conda install -c conda-forge glom
```
immutables (🥉27 · ⭐ 1.1K · 💤) - A high-performance immutable mapping type for Python. Apache-2
- [GitHub](https://github.com/MagicStack/immutables) (👨💻 16 · 🔀 54 · 📦 6.7K · 📋 48 - 22% open · ⏱️ 15.08.2023):
```
git clone https://github.com/MagicStack/immutables
```
- [PyPi](https://pypi.org/project/immutables) (📥 1.2M / month · 📦 130 · ⏱️ 14.08.2023):
```
pip install immutables
```
- [Conda](https://anaconda.org/conda-forge/immutables) (📥 1M · ⏱️ 25.09.2023):
```
conda install -c conda-forge immutables
```
janus (🥉27 · ⭐ 790) - Thread-safe asyncio-aware queue for Python. Apache-2
- [GitHub](https://github.com/aio-libs/janus) (👨💻 26 · 🔀 45 · 📋 42 - 21% open · ⏱️ 06.06.2024):
```
git clone https://github.com/aio-libs/janus
```
- [PyPi](https://pypi.org/project/janus) (📥 800K / month · 📦 120 · ⏱️ 17.12.2021):
```
pip install janus
```
- [Conda](https://anaconda.org/conda-forge/janus) (📥 19K · ⏱️ 16.06.2023):
```
conda install -c conda-forge janus
```
munch (🥉27 · ⭐ 760 · 💤) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT
- [GitHub](https://github.com/Infinidat/munch) (👨💻 27 · 🔀 84 · 📋 49 - 18% open · ⏱️ 01.07.2023):
```
git clone https://github.com/Infinidat/munch
```
- [PyPi](https://pypi.org/project/munch) (📥 1.9M / month · 📦 540 · ⏱️ 01.07.2023):
```
pip install munch
```
- [Conda](https://anaconda.org/conda-forge/munch) (📥 4M · ⏱️ 02.07.2023):
```
conda install -c conda-forge munch
```
python-box (🥉25 · ⭐ 2.4K · 💤) - Python dictionaries with advanced dot notation access. MIT
- [GitHub](https://github.com/cdgriffith/Box) (👨💻 1 · 🔀 98 · 📥 39 · 📋 160 - 14% open · ⏱️ 26.08.2023):
```
git clone https://github.com/cdgriffith/Box
```
- [PyPi](https://pypi.org/project/python-box) (📥 3.1M / month · 📦 410 · ⏱️ 26.08.2023):
```
pip install python-box
```
- [Conda](https://anaconda.org/conda-forge/python-box) (📥 560K · ⏱️ 01.10.2023):
```
conda install -c conda-forge python-box
```
Show 4 hidden projects...
- addict (🥈29 · ⭐ 2.4K · 💀) - The Python Dict thats better than heroin. MIT
- sqlitedict (🥈29 · ⭐ 1.1K · 💀) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2
- ordered-set (🥉28 · ⭐ 210 · 💀) - A mutable set that remembers the order of its entries. One of.. MIT
- cleverdict (🥉15 · ⭐ 99 · 💀) - A JSON-friendly data structure which allows both object attributes.. MIT
## Data Validation
pydantic (🥇46 · ⭐ 19K) - Data validation using Python type hints. MIT
- [GitHub](https://github.com/pydantic/pydantic) (👨💻 540 · 🔀 1.7K · 📦 420K · 📋 4.1K - 10% open · ⏱️ 06.06.2024):
```
git clone https://github.com/samuelcolvin/pydantic
```
- [PyPi](https://pypi.org/project/pydantic) (📥 200M / month · 📦 19K · ⏱️ 03.06.2024):
```
pip install pydantic
```
- [Conda](https://anaconda.org/conda-forge/pydantic) (📥 7.9M · ⏱️ 04.06.2024):
```
conda install -c conda-forge pydantic
```
jsonschema (🥇41 · ⭐ 4.5K · 📈) - An implementation of the JSON Schema specification for Python. MIT
- [GitHub](https://github.com/python-jsonschema/jsonschema) (👨💻 110 · 🔀 570 · 📥 250 · 📦 570K · 📋 830 - 3% open · ⏱️ 05.06.2024):
```
git clone https://github.com/Julian/jsonschema
```
- [PyPi](https://pypi.org/project/jsonschema) (📥 120M / month · 📦 6.2K · ⏱️ 30.04.2024):
```
pip install jsonschema
```
- [Conda](https://anaconda.org/conda-forge/jsonschema) (📥 28M · ⏱️ 01.05.2024):
```
conda install -c conda-forge jsonschema
```
validators (🥈35 · ⭐ 920) - Python Data Validation for Humans. MIT
- [GitHub](https://github.com/python-validators/validators) (👨💻 54 · 🔀 150 · 📥 40 · 📦 120K · 📋 170 - 0% open · ⏱️ 25.05.2024):
```
git clone https://github.com/kvesteri/validators
```
- [PyPi](https://pypi.org/project/validators) (📥 8.5M / month · 📦 7.1K · ⏱️ 25.05.2024):
```
pip install validators
```
- [Conda](https://anaconda.org/conda-forge/validators) (📥 650K · ⏱️ 28.05.2024):
```
conda install -c conda-forge validators
```
cerberus (🥈34 · ⭐ 3.1K · 💤) - Lightweight, extensible data validation library for Python. ISC
- [GitHub](https://github.com/pyeve/cerberus) (👨💻 66 · 🔀 240 · 📦 16K · 📋 350 - 5% open · ⏱️ 23.10.2023):
```
git clone https://github.com/pyeve/cerberus
```
- [PyPi](https://pypi.org/project/cerberus) (📥 4.5M / month · 📦 660 · ⏱️ 09.08.2023):
```
pip install cerberus
```
- [Conda](https://anaconda.org/conda-forge/cerberus) (📥 380K · ⏱️ 06.10.2023):
```
conda install -c conda-forge cerberus
```
schema (🥈33 · ⭐ 2.8K) - Schema validation just got Pythonic. MIT
- [GitHub](https://github.com/keleshev/schema) (👨💻 69 · 🔀 210 · 📦 9.4K · 📋 180 - 53% open · ⏱️ 06.05.2024):
```
git clone https://github.com/keleshev/schema
```
- [PyPi](https://pypi.org/project/schema) (📥 18M / month · 📦 740 · ⏱️ 04.05.2024):
```
pip install schema
```
- [Conda](https://anaconda.org/conda-forge/schema) (📥 170K · ⏱️ 04.05.2024):
```
conda install -c conda-forge schema
```
voluptuous (🥈32 · ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3
- [GitHub](https://github.com/alecthomas/voluptuous) (👨💻 96 · 🔀 210 · 📦 16K · 📋 250 - 16% open · ⏱️ 02.02.2024):
```
git clone https://github.com/alecthomas/voluptuous
```
- [PyPi](https://pypi.org/project/voluptuous) (📥 2.5M / month · 📦 540 · ⏱️ 03.02.2024):
```
pip install voluptuous
```
- [Conda](https://anaconda.org/conda-forge/voluptuous) (📥 370K · ⏱️ 03.02.2024):
```
conda install -c conda-forge voluptuous
```
python-email-validator (🥉30 · ⭐ 1K) - A robust email syntax and deliverability validation.. Unlicense
- [GitHub](https://github.com/JoshData/python-email-validator) (👨💻 24 · 🔀 150 · 📋 98 - 11% open · ⏱️ 10.05.2024):
```
git clone https://github.com/JoshData/python-email-validator
```
- [PyPi](https://pypi.org/project/email-validator) (📥 22M / month · 📦 690 · ⏱️ 26.02.2024):
```
pip install email-validator
```
- [Conda](https://anaconda.org/conda-forge/email-validator) (📥 210K · ⏱️ 27.02.2024):
```
conda install -c conda-forge email-validator
```
param (🥉30 · ⭐ 400) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3
- [GitHub](https://github.com/holoviz/param) (👨💻 37 · 🔀 68 · 📦 11K · 📋 460 - 35% open · ⏱️ 15.05.2024):
```
git clone https://github.com/holoviz/param
```
- [PyPi](https://pypi.org/project/param) (📥 600K / month · 📦 150 · ⏱️ 02.05.2024):
```
pip install param
```
- [Conda](https://anaconda.org/conda-forge/param) (📥 1.6M · ⏱️ 22.03.2024):
```
conda install -c conda-forge param
```
dirty-equals (🥉21 · ⭐ 780 · 💤) - Doing dirty (but extremely useful) things with equals. MIT
- [GitHub](https://github.com/samuelcolvin/dirty-equals) (👨💻 16 · 🔀 35 · 📦 330 · 📋 34 - 44% open · ⏱️ 15.11.2023):
```
git clone https://github.com/samuelcolvin/dirty-equals
```
- [PyPi](https://pypi.org/project/dirty-equals) (📥 140K / month · 📦 31 · ⏱️ 15.11.2023):
```
pip install dirty-equals
```
- [Conda](https://anaconda.org/conda-forge/dirty-equals) (📥 48K · ⏱️ 15.11.2023):
```
conda install -c conda-forge dirty-equals
```
validr (🥉17 · ⭐ 210) - A simple, fast, extensible python library for data validation. MIT
- [GitHub](https://github.com/guyskk/validr) (👨💻 7 · 🔀 12 · 📋 25 - 12% open · ⏱️ 23.12.2023):
```
git clone https://github.com/guyskk/validr
```
- [PyPi](https://pypi.org/project/validr) (📥 620 / month · 📦 6 · ⏱️ 13.12.2023):
```
pip install validr
```
Show 5 hidden projects...
- schematics (🥉30 · ⭐ 2.6K · 💀) - Python Data Structures for Humans. BSD-3
- strictyaml (🥉27 · ⭐ 1.4K · 💀) - Type-safe YAML parser and validator. MIT
- valideer (🥉19 · ⭐ 260 · 💀) - Lightweight data validation and adaptation Python library. MIT
- typical (🥉19 · ⭐ 180 · 💀) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT
- dataklasses (🥉7 · ⭐ 780 · 💀) - A different spin on dataclasses. ❗Unlicensed
## Algorithms & Design Patterns
🔗 python-patterns ( ⭐ 40K) - Collection of design patterns/idioms in Python.
transitions (🥇34 · ⭐ 5.4K) - A lightweight, object-oriented finite state machine implementation.. MIT
- [GitHub](https://github.com/pytransitions/transitions) (👨💻 78 · 🔀 520 · 📦 3.5K · 📋 460 - 3% open · ⏱️ 28.05.2024):
```
git clone https://github.com/pytransitions/transitions
```
- [PyPi](https://pypi.org/project/transitions) (📥 600K / month · 📦 170 · ⏱️ 14.05.2024):
```
pip install transitions
```
- [Conda](https://anaconda.org/conda-forge/transitions) (📥 660K · ⏱️ 14.05.2024):
```
conda install -c conda-forge transitions
```
algorithms (🥉29 · ⭐ 24K) - Minimal examples of data structures and algorithms in Python. MIT
- [GitHub](https://github.com/keon/algorithms) (👨💻 200 · 🔀 4.6K · 📦 110 · 📋 300 - 66% open · ⏱️ 05.02.2024):
```
git clone https://github.com/keon/algorithms
```
- [PyPi](https://pypi.org/project/algorithms) (📥 1.5K / month · 📦 4 · ⏱️ 04.10.2020):
```
pip install algorithms
```
- [Conda](https://anaconda.org/conda-forge/algorithms) (📥 2.2K · ⏱️ 16.06.2023):
```
conda install -c conda-forge algorithms
```
PyPattyrn (🥉21 · ⭐ 2.2K) - A simple library for implementing common design patterns. MIT
- [GitHub](https://github.com/tylerlaberge/PyPattyrn) (👨💻 4 · 🔀 150 · 📦 49 · 📋 42 - 2% open · ⏱️ 26.05.2024):
```
git clone https://github.com/tylerlaberge/PyPattyrn
```
- [PyPi](https://pypi.org/project/pypattyrn) (📥 1.4K / month · 📦 14 · ⏱️ 11.09.2016):
```
pip install pypattyrn
```
## Date & Time Utilities
arrow (🥇39 · ⭐ 8.6K · 💤) - Better dates & times for Python. Apache-2
- [GitHub](https://github.com/arrow-py/arrow) (👨💻 270 · 🔀 660 · 📦 110K · 📋 500 - 20% open · ⏱️ 30.09.2023):
```
git clone https://github.com/arrow-py/arrow
```
- [PyPi](https://pypi.org/project/arrow) (📥 30M / month · 📦 1.9K · ⏱️ 30.09.2023):
```
pip install arrow
```
- [Conda](https://anaconda.org/conda-forge/arrow) (📥 4.9M · ⏱️ 01.10.2023):
```
conda install -c conda-forge arrow
```
pendulum (🥈35 · ⭐ 6.1K) - Python datetimes made easy. MIT
- [GitHub](https://github.com/sdispater/pendulum) (👨💻 96 · 🔀 360 · 📥 650 · 📦 28K · 📋 560 - 42% open · ⏱️ 16.12.2023):
```
git clone https://github.com/sdispater/pendulum
```
- [PyPi](https://pypi.org/project/pendulum) (📥 48M / month · 📦 1.2K · ⏱️ 16.12.2023):
```
pip install pendulum
```
- [Conda](https://anaconda.org/conda-forge/pendulum) (📥 1M · ⏱️ 07.01.2024):
```
conda install -c conda-forge pendulum
```
python-dateutil (🥈35 · ⭐ 2.3K) - Useful extensions to the standard Python datetime features. Apache-2
- [GitHub](https://github.com/dateutil/dateutil) (👨💻 130 · 🔀 480 · 📥 35K · 📋 790 - 45% open · ⏱️ 20.05.2024):
```
git clone https://github.com/dateutil/dateutil
```
- [PyPi](https://pypi.org/project/python-dateutil) (📥 360M / month · 📦 10K · ⏱️ 01.03.2024):
```
pip install python-dateutil
```
- [Conda](https://anaconda.org/conda-forge/python-dateutil) (📥 58M · ⏱️ 01.03.2024):
```
conda install -c conda-forge python-dateutil
```
dateparser (🥈34 · ⭐ 2.5K) - python parser for human readable dates. BSD-3
- [GitHub](https://github.com/scrapinghub/dateparser) (👨💻 140 · 🔀 470 · 📦 28K · 📋 700 - 46% open · ⏱️ 08.04.2024):
```
git clone https://github.com/scrapinghub/dateparser
```
- [PyPi](https://pypi.org/project/dateparser) (📥 7.2M / month · 📦 1K · ⏱️ 17.11.2023):
```
pip install dateparser
```
- [Conda](https://anaconda.org/conda-forge/dateparser) (📥 220K · ⏱️ 17.11.2023):
```
conda install -c conda-forge dateparser
```
pytz (🥈34 · ⭐ 320) - pytz Python historical timezone library and database. MIT
- [GitHub](https://github.com/stub42/pytz) (👨💻 21 · 🔀 86 · 📥 59 · 📦 2M · 📋 88 - 37% open · ⏱️ 02.02.2024):
```
git clone https://github.com/stub42/pytz
```
- [PyPi](https://pypi.org/project/pytz) (📥 180M / month · 📦 11K · ⏱️ 02.02.2024):
```
pip install pytz
```
- [Conda](https://anaconda.org/conda-forge/pytz) (📥 54M · ⏱️ 02.02.2024):
```
conda install -c conda-forge pytz
```
holidays (🥉31 · ⭐ 1.4K) - Generate and work with holidays in Python. MIT
- [GitHub](https://github.com/dr-prodigy/python-holidays) (👨💻 230 · 🔀 440 · ⏱️ 12.04.2024):
```
git clone https://github.com/dr-prodigy/python-holidays
```
- [PyPi](https://pypi.org/project/holidays) (📥 7.4M / month · 📦 320 · ⏱️ 03.06.2024):
```
pip install holidays
```
- [Conda](https://anaconda.org/conda-forge/holidays) (📥 3.9M · ⏱️ 04.06.2024):
```
conda install -c conda-forge holidays
```
tzlocal (🥉31 · ⭐ 180) - A Python module that tries to figure out what your local timezone is. MIT
- [GitHub](https://github.com/regebro/tzlocal) (👨💻 31 · 🔀 59 · 📦 170K · 📋 84 - 3% open · ⏱️ 08.12.2023):
```
git clone https://github.com/regebro/tzlocal
```
- [PyPi](https://pypi.org/project/tzlocal) (📥 47M / month · 📦 1.6K · ⏱️ 22.10.2023):
```
pip install tzlocal
```
- [Conda](https://anaconda.org/conda-forge/tzlocal) (📥 2.7M · ⏱️ 22.10.2023):
```
conda install -c conda-forge tzlocal
```
Show 2 hidden projects...
- parsedatetime (🥉29 · ⭐ 690 · 💀) - Parse human-readable date/time strings. Apache-2
- isodate (🥉29 · ⭐ 140 · 💀) - ISO 8601 date/time parser. BSD-3
## File & Path Utilities
filesystem_spec (🥇40 · ⭐ 920) - A specification that python filesystems should adhere to. BSD-3
- [GitHub](https://github.com/fsspec/filesystem_spec) (👨💻 240 · 🔀 340 · 📦 130K · 📋 690 - 37% open · ⏱️ 04.06.2024):
```
git clone https://github.com/fsspec/filesystem_spec
```
- [PyPi](https://pypi.org/project/fsspec) (📥 260M / month · 📦 1.6K · ⏱️ 04.06.2024):
```
pip install fsspec
```
- [Conda](https://anaconda.org/conda-forge/fsspec) (📥 17M · ⏱️ 04.06.2024):
```
conda install -c conda-forge fsspec
```
watchdog (🥈36 · ⭐ 6.3K) - Python library and shell utilities to monitor filesystem events. Apache-2
- [GitHub](https://github.com/gorakhargosh/watchdog) (👨💻 150 · 🔀 680 · 📦 150K · 📋 650 - 29% open · ⏱️ 23.05.2024):
```
git clone https://github.com/gorakhargosh/watchdog
```
- [PyPi](https://pypi.org/project/watchdog) (📥 22M / month · 📦 2.4K · ⏱️ 23.05.2024):
```
pip install watchdog
```
- [Conda](https://anaconda.org/conda-forge/watchdog) (📥 3M · ⏱️ 24.05.2024):
```
conda install -c conda-forge watchdog
```
filelock (🥈35 · ⭐ 700) - A platform-independent file lock for Python. Unlicense
- [GitHub](https://github.com/tox-dev/filelock) (👨💻 46 · 🔀 100 · 📦 450K · 📋 110 - 13% open · ⏱️ 04.06.2024):
```
git clone https://github.com/tox-dev/py-filelock
```
- [PyPi](https://pypi.org/project/filelock) (📥 140M / month · 📦 2.1K · ⏱️ 29.04.2024):
```
pip install filelock
```
- [Conda](https://anaconda.org/conda-forge/filelock) (📥 18M · ⏱️ 29.04.2024):
```
conda install -c conda-forge filelock
```
aiofiles (🥉33 · ⭐ 2.6K) - File support for asyncio. Apache-2
- [GitHub](https://github.com/Tinche/aiofiles) (👨💻 36 · 🔀 150 · 📦 150K · 📋 120 - 42% open · ⏱️ 06.02.2024):
```
git clone https://github.com/Tinche/aiofiles
```
- [PyPi](https://pypi.org/project/aiofiles) (📥 19M / month · 📦 2.5K · ⏱️ 09.08.2023):
```
pip install aiofiles
```
- [Conda](https://anaconda.org/conda-forge/aiofiles) (📥 1.1M · ⏱️ 02.11.2023):
```
conda install -c conda-forge aiofiles
```
path (🥉33 · ⭐ 1.1K) - Object-oriented file system path manipulation. MIT
- [GitHub](https://github.com/jaraco/path) (👨💻 54 · 🔀 140 · 📦 15K · 📋 140 - 2% open · ⏱️ 27.05.2024):
```
git clone https://github.com/jaraco/path
```
- [PyPi](https://pypi.org/project/path) (📥 1.4M / month · 📦 200 · ⏱️ 09.04.2024):
```
pip install path
```
- [Conda](https://anaconda.org/conda-forge/path) (📥 550K · ⏱️ 15.04.2024):
```
conda install -c conda-forge path
```
scandir (🥉28 · ⭐ 530 · 💤) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3
- [GitHub](https://github.com/benhoyt/scandir) (👨💻 23 · 🔀 69 · 📦 15K · 📋 96 - 6% open · ⏱️ 29.08.2023):
```
git clone https://github.com/benhoyt/scandir
```
- [PyPi](https://pypi.org/project/scandir) (📥 3.2M / month · 📦 210 · ⏱️ 09.03.2019):
```
pip install scandir
```
- [Conda](https://anaconda.org/conda-forge/scandir) (📥 1.4M · ⏱️ 23.09.2023):
```
conda install -c conda-forge scandir
```
Show 4 hidden projects...
- zipp (🥈36 · ⭐ 52 · 📈) - Backport of pathlib-compatible object wrapper for zip files. MIT
- appdirs (🥉31 · ⭐ 1K · 💀) - A small Python module for determining appropriate platform-specific.. MIT
- pyfilesystem2 (🥉30 · ⭐ 2K · 💀) - Pythons Filesystem abstraction layer. MIT
- Unipath (🥉22 · ⭐ 520 · 💀) - An object-oriented approach to Python file/directory operations. MIT
## Compatiblity
future (🥇38 · ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT
- [GitHub](https://github.com/PythonCharmers/python-future) (👨💻 130 · 🔀 280 · 📦 330K · 📋 400 - 46% open · ⏱️ 21.02.2024):
```
git clone https://github.com/PythonCharmers/python-future
```
- [PyPi](https://pypi.org/project/future) (📥 41M / month · 📦 5.5K · ⏱️ 21.02.2024):
```
pip install future
```
- [Conda](https://anaconda.org/conda-forge/future) (📥 13M · ⏱️ 22.02.2024):
```
conda install -c conda-forge future
```
six (🥈37 · ⭐ 970) - Python 2 and 3 compatibility library. MIT
- [GitHub](https://github.com/benjaminp/six) (👨💻 67 · 🔀 270 · 📦 2.2M · 📋 300 - 37% open · ⏱️ 27.03.2024):
```
git clone https://github.com/benjaminp/six
```
- [PyPi](https://pypi.org/project/six) (📥 320M / month · 📦 24K · ⏱️ 05.05.2021):
```
pip install six
```
- [Conda](https://anaconda.org/conda-forge/six) (📥 56M · ⏱️ 16.06.2023):
```
conda install -c conda-forge six
```
typing (🥈34 · ⭐ 1.6K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0
- [GitHub](https://github.com/python/typing) (👨💻 100 · 🔀 220 · 📋 800 - 19% open · ⏱️ 05.06.2024):
```
git clone https://github.com/python/typing
```
- [PyPi](https://pypi.org/project/typing) (📥 9.1M / month · 📦 3.1K · ⏱️ 01.05.2021):
```
pip install typing
```
- [Conda](https://anaconda.org/conda-forge/typing) (📥 3M · ⏱️ 17.05.2024):
```
conda install -c conda-forge typing
```
Show 4 hidden projects...
- contextlib2 (🥉28 · ⭐ 38) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag
- dataclasses (🥉27 · ⭐ 580 · 💀) - A backport of the dataclasses module for Python 3.6. Apache-2
- futures (🥉27 · ⭐ 230 · 💀) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0
- pathlib2 (🥉27 · ⭐ 81 · 💤) - Backport of pathlib aiming to support the full stdlib Python API. MIT
## Cryptography
cryptography (🥇47 · ⭐ 6.4K) - cryptography is a package designed to expose cryptographic.. Apache-2
- [GitHub](https://github.com/pyca/cryptography) (👨💻 320 · 🔀 1.5K · 📦 680K · 📋 2.5K - 1% open · ⏱️ 06.06.2024):
```
git clone https://github.com/pyca/cryptography
```
- [PyPi](https://pypi.org/project/cryptography) (📥 270M / month · 📦 8.8K · ⏱️ 04.06.2024):
```
pip install cryptography
```
- [Conda](https://anaconda.org/conda-forge/cryptography) (📥 48M · ⏱️ 05.06.2024):
```
conda install -c conda-forge cryptography
```
pycryptodomex (🥈39 · ⭐ 2.7K) - A self-contained cryptographic library for Python. BSD-3
- [GitHub](https://github.com/Legrandin/pycryptodome) (👨💻 150 · 🔀 480 · 📥 540 · 📦 98K · 📋 580 - 10% open · ⏱️ 12.05.2024):
```
git clone https://github.com/Legrandin/pycryptodome
```
- [PyPi](https://pypi.org/project/pycryptodomex) (📥 36M / month · 📦 1.3K · ⏱️ 10.01.2024):
```
pip install pycryptodomex
```
- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (📥 1.7M · ⏱️ 23.09.2023):
```
conda install -c conda-forge pycryptodomex
```
keyring (🥈39 · ⭐ 1.2K) - Store and access your passwords safely. MIT
- [GitHub](https://github.com/jaraco/keyring) (👨💻 120 · 🔀 150 · 📦 120K · 📋 520 - 12% open · ⏱️ 13.05.2024):
```
git clone https://github.com/jaraco/keyring
```
- [PyPi](https://pypi.org/project/keyring) (📥 54M / month · 📦 2.9K · ⏱️ 13.05.2024):
```
pip install keyring
```
- [Conda](https://anaconda.org/conda-forge/keyring) (📥 4.8M · ⏱️ 14.05.2024):
```
conda install -c conda-forge keyring
```
bcrypt (🥉38 · ⭐ 1.2K) - Modern(-ish) password hashing for your software and your servers. Apache-2
- [GitHub](https://github.com/pyca/bcrypt) (👨💻 32 · 🔀 150 · 📦 230K · 📋 140 - 5% open · ⏱️ 03.06.2024):
```
git clone https://github.com/pyca/bcrypt
```
- [PyPi](https://pypi.org/project/bcrypt) (📥 61M / month · 📦 1.3K · ⏱️ 04.05.2024):
```
pip install bcrypt
```
- [Conda](https://anaconda.org/conda-forge/bcrypt) (📥 5M · ⏱️ 17.05.2024):
```
conda install -c conda-forge bcrypt
```
tink (🥉37 · ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
- [GitHub](https://github.com/tink-crypto/tink) (👨💻 120 · 🔀 1.2K · 📥 1.1K · 📦 1.1K · ⏱️ 17.04.2024):
```
git clone https://github.com/google/tink
```
- [PyPi](https://pypi.org/project/tink) (📥 420K / month · 📦 8 · ⏱️ 02.05.2024):
```
pip install tink
```
- [npm](https://www.npmjs.com/package/tink-crypto) (📥 270 / month · 📦 3 · ⏱️ 02.05.2023):
```
npm install tink-crypto
```
asn1crypto (🥉33 · ⭐ 320 · 💤) - Python ASN.1 library with a focus on performance and a pythonic API. MIT
- [GitHub](https://github.com/wbond/asn1crypto) (👨💻 39 · 🔀 140 · 📦 110K · 📋 190 - 25% open · ⏱️ 03.11.2023):
```
git clone https://github.com/wbond/asn1crypto
```
- [PyPi](https://pypi.org/project/asn1crypto) (📥 82M / month · 📦 590 · ⏱️ 15.03.2022):
```
pip install asn1crypto
```
- [Conda](https://anaconda.org/conda-forge/asn1crypto) (📥 8.5M · ⏱️ 16.06.2023):
```
conda install -c conda-forge asn1crypto
```
rsa (🥉29 · ⭐ 470) - Python-RSA is a pure-Python RSA implementation. Apache-2
- [GitHub](https://github.com/sybrenstuvel/python-rsa) (👨💻 43 · 🔀 100 · 📋 130 - 15% open · ⏱️ 30.01.2024):
```
git clone https://github.com/sybrenstuvel/python-rsa
```
- [PyPi](https://pypi.org/project/rsa) (📥 200M / month · 📦 1.4K · ⏱️ 20.07.2022):
```
pip install rsa
```
- [Conda](https://anaconda.org/conda-forge/rsa) (📥 14M · ⏱️ 16.06.2023):
```
conda install -c conda-forge rsa
```
## Infrastructure & DevOps
ansible (🥇48 · ⭐ 62K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0
- [GitHub](https://github.com/ansible/ansible) (👨💻 6.8K · 🔀 24K · 📦 34K · 📋 33K - 2% open · ⏱️ 06.06.2024):
```
git clone https://github.com/ansible/ansible
```
- [PyPi](https://pypi.org/project/ansible) (📥 5.1M / month · 📦 460 · ⏱️ 06.06.2024):
```
pip install ansible
```
- [Conda](https://anaconda.org/conda-forge/ansible) (📥 1.1M · ⏱️ 06.06.2024):
```
conda install -c conda-forge ansible
```
botocore (🥇44 · ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2
- [GitHub](https://github.com/boto/botocore) (👨💻 200 · 🔀 1.1K · 📦 330K · 📋 1.1K - 13% open · ⏱️ 05.06.2024):
```
git clone https://github.com/boto/botocore
```
- [PyPi](https://pypi.org/project/botocore) (📥 640M / month · 📦 2.6K · ⏱️ 05.06.2024):
```
pip install botocore
```
- [Conda](https://anaconda.org/conda-forge/botocore) (📥 27M · ⏱️ 05.06.2024):
```
conda install -c conda-forge botocore
```
pulumi (🥈43 · ⭐ 20K) - Pulumi - Infrastructure as Code in any programming language. Apache-2
- [GitHub](https://github.com/pulumi/pulumi) (👨💻 270 · 🔀 1.1K · 📥 3.4M · 📦 7.9K · 📋 7.3K - 29% open · ⏱️ 06.06.2024):
```
git clone https://github.com/pulumi/pulumi
```
- [PyPi](https://pypi.org/project/pulumi) (📥 940K / month · 📦 260 · ⏱️ 06.06.2024):
```
pip install pulumi
```
- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (📥 2.7M / month · 📦 930 · ⏱️ 31.05.2024):
```
npm install @pulumi/pulumi
```
awscli (🥈43 · ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2
- [GitHub](https://github.com/aws/aws-cli) (👨💻 440 · 🔀 4K · 📥 1.7K · 📦 5 · 📋 4.6K - 11% open · ⏱️ 05.06.2024):
```
git clone https://github.com/aws/aws-cli
```
- [PyPi](https://pypi.org/project/awscli) (📥 140M / month · 📦 620 · ⏱️ 05.06.2024):
```
pip install awscli
```
- [Conda](https://anaconda.org/conda-forge/awscli) (📥 24M · ⏱️ 06.06.2024):
```
conda install -c conda-forge awscli
```
docker (🥈43 · ⭐ 6.7K) - A Python library for the Docker Engine API. Apache-2
- [GitHub](https://github.com/docker/docker-py) (👨💻 450 · 🔀 1.7K · 📥 980 · 📦 82K · 📋 1.7K - 27% open · ⏱️ 23.05.2024):
```
git clone https://github.com/docker/docker-py
```
- [PyPi](https://pypi.org/project/docker) (📥 44M / month · 📦 3.1K · ⏱️ 23.05.2024):
```
pip install docker
```
- [Conda](https://anaconda.org/conda-forge/docker-py) (📥 4.3M · ⏱️ 24.05.2024):
```
conda install -c conda-forge docker-py
```
docker-compose (🥈40 · ⭐ 33K) - Define and run multi-container applications with Docker. Apache-2
- [GitHub](https://github.com/docker/compose) (👨💻 540 · 🔀 5.1K · 📥 98M · 📦 560 · 📋 7.5K - 3% open · ⏱️ 05.06.2024):
```
git clone https://github.com/docker/compose
```
- [PyPi](https://pypi.org/project/docker-compose) (📥 1.9M / month · 📦 250 · ⏱️ 10.05.2021):
```
pip install docker-compose
```
- [Conda](https://anaconda.org/conda-forge/docker-compose) (📥 420K · ⏱️ 24.05.2024):
```
conda install -c conda-forge docker-compose
```
paramiko (🥈40 · ⭐ 8.9K · 📉) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1
- [GitHub](https://github.com/paramiko/paramiko) (👨💻 190 · 🔀 2K · 📦 97K · 📋 1.8K - 56% open · ⏱️ 11.02.2024):
```
git clone https://github.com/paramiko/paramiko
```
- [PyPi](https://pypi.org/project/paramiko) (📥 58M / month · 📦 2.8K · ⏱️ 18.12.2023):
```
pip install paramiko
```
- [Conda](https://anaconda.org/conda-forge/paramiko) (📥 4.6M · ⏱️ 19.12.2023):
```
conda install -c conda-forge paramiko
```
kubernetes (🥈39 · ⭐ 6.5K) - Official Python client library for kubernetes. Apache-2
- [GitHub](https://github.com/kubernetes-client/python) (👨💻 200 · 🔀 3.2K · 📋 1.3K - 7% open · ⏱️ 30.05.2024):
```
git clone https://github.com/kubernetes-client/python
```
- [PyPi](https://pypi.org/project/kubernetes) (📥 30M / month · 📦 1.3K · ⏱️ 30.05.2024):
```
pip install kubernetes
```
- [Conda](https://anaconda.org/conda-forge/kubernetes) (📥 500K · ⏱️ 30.05.2024):
```
conda install -c conda-forge kubernetes
```
netmiko (🥉37 · ⭐ 3.5K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
- [GitHub](https://github.com/ktbyers/netmiko) (👨💻 240 · 🔀 1.3K · 📦 4.4K · 📋 2.1K - 8% open · ⏱️ 16.05.2024):
```
git clone https://github.com/ktbyers/netmiko
```
- [PyPi](https://pypi.org/project/netmiko) (📥 320K / month · 📦 180 · ⏱️ 17.11.2023):
```
pip install netmiko
```
fabric (🥉36 · ⭐ 15K) - Simple, Pythonic remote execution and deployment. BSD-2
- [GitHub](https://github.com/fabric/fabric) (👨💻 140 · 🔀 1.9K · 📦 21 · 📋 1.8K - 26% open · ⏱️ 26.01.2024):
```
git clone https://github.com/fabric/fabric
```
- [PyPi](https://pypi.org/project/fabric) (📥 6.5M / month · 📦 280 · ⏱️ 31.08.2023):
```
pip install fabric
```
- [Conda](https://anaconda.org/conda-forge/fabric) (📥 94K · ⏱️ 31.08.2023):
```
conda install -c conda-forge fabric
```
schedule (🥉36 · ⭐ 12K) - Python job scheduling for humans. MIT
- [GitHub](https://github.com/dbader/schedule) (👨💻 60 · 🔀 950 · 📦 35K · 📋 460 - 34% open · ⏱️ 25.05.2024):
```
git clone https://github.com/dbader/schedule
```
- [PyPi](https://pypi.org/project/schedule) (📥 2.3M / month · 📦 660 · ⏱️ 25.05.2024):
```
pip install schedule
```
- [Conda](https://anaconda.org/conda-forge/schedule) (📥 58K · ⏱️ 02.10.2023):
```
conda install -c conda-forge schedule
```
plumbum (🥉34 · ⭐ 2.8K) - Plumbum: Shell Combinators. MIT
- [GitHub](https://github.com/tomerfiliba/plumbum) (👨💻 110 · 🔀 180 · 📦 6.5K · 📋 360 - 37% open · ⏱️ 20.05.2024):
```
git clone https://github.com/tomerfiliba/plumbum
```
- [PyPi](https://pypi.org/project/plumbum) (📥 2.9M / month · 📦 290 · ⏱️ 29.04.2024):
```
pip install plumbum
```
- [Conda](https://anaconda.org/conda-forge/plumbum) (📥 1M · ⏱️ 29.04.2024):
```
conda install -c conda-forge plumbum
```
pyinfra (🥉31 · ⭐ 3.6K) - pyinfra turns Python code into shell commands and runs them on your.. MIT
- [GitHub](https://github.com/pyinfra-dev/pyinfra) (👨💻 120 · 🔀 350 · 📦 120 · 📋 720 - 22% open · ⏱️ 27.05.2024):
```
git clone https://github.com/Fizzadar/pyinfra
```
- [PyPi](https://pypi.org/project/pyinfra) (📥 20K / month · 📦 16 · ⏱️ 04.05.2024):
```
pip install pyinfra
```
pypyr (🥉20 · ⭐ 570 · 💤) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2
- [GitHub](https://github.com/pypyr/pypyr) (👨💻 10 · 🔀 26 · 📦 110 · 📋 140 - 11% open · ⏱️ 22.09.2023):
```
git clone https://github.com/pypyr/pypyr
```
- [PyPi](https://pypi.org/project/pypyr) (📥 2.6K / month · 📦 11 · ⏱️ 22.09.2023):
```
pip install pypyr
```
- [Conda](https://anaconda.org/conda-forge/pypyr) (📥 16K · ⏱️ 22.09.2023):
```
conda install -c conda-forge pypyr
```
Show 6 hidden projects...
- sshtunnel (🥉31 · ⭐ 1.2K · 💀) - SSH tunnels to remote server. MIT
- parallel-ssh (🥉26 · ⭐ 1.2K · 💀) - Asynchronous parallel SSH client library. ❗️LGPL-2.1
- storm (🥉24 · ⭐ 3.9K · 💀) - Manage your SSH like a boss. MIT
- fabtools (🥉24 · ⭐ 1.2K · 💀) - Tools for writing awesome Fabric files. BSD-2
- wssh (🥉17 · ⭐ 1.4K · 💀) - SSH to WebSockets Bridge. MIT
- Grai (🥉14 · ⭐ 280) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0
## Process Utilities
pexpect (🥇38 · ⭐ 2.5K · 💤) - A Python module for controlling interactive programs in a pseudo-.. ISC
- [GitHub](https://github.com/pexpect/pexpect) (👨💻 110 · 🔀 480 · 📥 4.4K · 📦 390K · 📋 490 - 32% open · ⏱️ 25.11.2023):
```
git clone https://github.com/pexpect/pexpect
```
- [PyPi](https://pypi.org/project/pexpect) (📥 72M / month · 📦 1.6K · ⏱️ 25.11.2023):
```
pip install pexpect
```
- [Conda](https://anaconda.org/conda-forge/pexpect) (📥 19M · ⏱️ 24.01.2024):
```
conda install -c conda-forge pexpect
```
supervisor (🥈36 · ⭐ 8.3K) - Supervisor process control system for Unix.. ❗️Repoze Public License
- [GitHub](https://github.com/Supervisor/supervisor) (👨💻 180 · 🔀 1.2K · 📦 11K · 📋 1.2K - 13% open · ⏱️ 22.05.2024):
```
git clone https://github.com/Supervisor/supervisor
```
- [PyPi](https://pypi.org/project/supervisor) (📥 1.5M / month · 📦 120 · ⏱️ 24.12.2022):
```
pip install supervisor
```
- [Conda](https://anaconda.org/conda-forge/supervisor) (📥 310K · ⏱️ 23.11.2023):
```
conda install -c conda-forge supervisor
```
sh (🥉35 · ⭐ 6.9K) - Python process launching. MIT
- [GitHub](https://github.com/amoffat/sh) (👨💻 98 · 🔀 500 · 📦 15K · 📋 480 - 1% open · ⏱️ 31.05.2024):
```
git clone https://github.com/amoffat/sh
```
- [PyPi](https://pypi.org/project/sh) (📥 7.2M / month · 📦 720 · ⏱️ 01.06.2024):
```
pip install sh
```
- [Conda](https://anaconda.org/conda-forge/sh) (📥 210K · ⏱️ 01.06.2024):
```
conda install -c conda-forge sh
```
ptyprocess (🥉24 · ⭐ 210 · 💤) - Run a subprocess in a pseudo terminal. ISC
- [GitHub](https://github.com/pexpect/ptyprocess) (👨💻 19 · 🔀 70 · 📋 37 - 51% open · ⏱️ 23.10.2023):
```
git clone https://github.com/pexpect/ptyprocess
```
- [PyPi](https://pypi.org/project/ptyprocess) (📥 73M / month · 📦 680 · ⏱️ 28.12.2020):
```
pip install ptyprocess
```
- [Conda](https://anaconda.org/conda-forge/ptyprocess) (📥 18M · ⏱️ 16.06.2023):
```
conda install -c conda-forge ptyprocess
```
## Asynchronous Programming
uvloop (🥇37 · ⭐ 10K · 💤) - Ultra fast asyncio event loop. Apache-2
- [GitHub](https://github.com/MagicStack/uvloop) (👨💻 60 · 🔀 530 · 📥 440 · 📦 130K · 📋 360 - 28% open · ⏱️ 22.10.2023):
```
git clone https://github.com/MagicStack/uvloop
```
- [PyPi](https://pypi.org/project/uvloop) (📥 18M / month · 📦 1.3K · ⏱️ 22.10.2023):
```
pip install uvloop
```
- [Conda](https://anaconda.org/conda-forge/uvloop) (📥 730K · ⏱️ 23.10.2023):
```
conda install -c conda-forge uvloop
```
anyio (🥇37 · ⭐ 1.6K) - High level asynchronous concurrency and networking framework that works on.. MIT
- [GitHub](https://github.com/agronholm/anyio) (👨💻 51 · 🔀 130 · 📦 310K · 📋 350 - 16% open · ⏱️ 03.06.2024):
```
git clone https://github.com/agronholm/anyio
```
- [PyPi](https://pypi.org/project/anyio) (📥 74M / month · 📦 1.5K · ⏱️ 26.05.2024):
```
pip install anyio
```
- [Conda](https://anaconda.org/conda-forge/anyio) (📥 14M · ⏱️ 19.02.2024):
```
conda install -c conda-forge anyio
```
greenlet (🥇37 · ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT
- [GitHub](https://github.com/python-greenlet/greenlet) (👨💻 68 · 🔀 240 · 📦 390K · 📋 250 - 12% open · ⏱️ 21.12.2023):
```
git clone https://github.com/python-greenlet/greenlet
```
- [PyPi](https://pypi.org/project/greenlet) (📥 100M / month · 📦 1.1K · ⏱️ 21.12.2023):
```
pip install greenlet
```
- [Conda](https://anaconda.org/conda-forge/greenlet) (📥 10M · ⏱️ 21.12.2023):
```
conda install -c conda-forge greenlet
```
asyncer (🥉28 · ⭐ 1.5K) - Asyncer, async and await, focused on developer experience. MIT
- [GitHub](https://github.com/tiangolo/asyncer) (👨💻 15 · 🔀 47 · 📦 3.9K · 📋 20 - 80% open · ⏱️ 23.05.2024):
```
git clone https://github.com/tiangolo/asyncer
```
- [PyPi](https://pypi.org/project/asyncer) (📥 210K / month · 📦 120 · ⏱️ 30.04.2024):
```
pip install asyncer
```
- [Conda](https://anaconda.org/conda-forge/asyncer) (📥 8.4K · ⏱️ 30.04.2024):
```
conda install -c conda-forge asyncer
```
aiomisc (🥉24 · ⭐ 370) - aiomisc - miscellaneous utils for asyncio. MIT
- [GitHub](https://github.com/aiokitchen/aiomisc) (👨💻 20 · 🔀 26 · 📦 370 · 📋 24 - 25% open · ⏱️ 04.06.2024):
```
git clone https://github.com/aiokitchen/aiomisc
```
- [PyPi](https://pypi.org/project/aiomisc) (📥 19K / month · 📦 57 · ⏱️ 04.06.2024):
```
pip install aiomisc
```
unsync (🥉22 · ⭐ 870) - Unsynchronize asyncio. MIT
- [GitHub](https://github.com/alex-sherman/unsync) (👨💻 11 · 🔀 51 · 📦 230 · 📋 31 - 9% open · ⏱️ 16.03.2024):
```
git clone https://github.com/alex-sherman/unsync
```
- [PyPi](https://pypi.org/project/unsync) (📥 67K / month · 📦 19 · ⏱️ 21.10.2021):
```
pip install unsync
```
- [Conda](https://anaconda.org/conda-forge/unsync) (📥 13K · ⏱️ 16.06.2023):
```
conda install -c conda-forge unsync
```
stopit (🥉21 · ⭐ 110) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT
- [GitHub](https://github.com/glenfant/stopit) (👨💻 7 · 🔀 21 · 📦 2.4K · 📋 20 - 25% open · ⏱️ 09.01.2024):
```
git clone https://github.com/glenfant/stopit
```
- [PyPi](https://pypi.org/project/stopit) (📥 390K / month · 📦 94 · ⏱️ 09.02.2018):
```
pip install stopit
```
- [Conda](https://anaconda.org/conda-forge/stopit) (📥 910K · ⏱️ 16.06.2023):
```
conda install -c conda-forge stopit
```
## Configuration
python-dotenv (🥇38 · ⭐ 7.2K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
- [GitHub](https://github.com/theskumar/python-dotenv) (👨💻 95 · 🔀 410 · 📦 810K · 📋 290 - 19% open · ⏱️ 29.04.2024):
```
git clone https://github.com/theskumar/python-dotenv
```
- [PyPi](https://pypi.org/project/python-dotenv) (📥 70M / month · 📦 9.2K · ⏱️ 23.01.2024):
```
pip install python-dotenv
```
- [Conda](https://anaconda.org/conda-forge/python-dotenv) (📥 3.5M · ⏱️ 23.01.2024):
```
conda install -c conda-forge python-dotenv
```
traitlets (🥇38 · ⭐ 600) - A lightweight Traits like module. BSD-3
- [GitHub](https://github.com/ipython/traitlets) (👨💻 120 · 🔀 200 · 📥 350 · 📦 440K · 📋 300 - 33% open · ⏱️ 19.04.2024):
```
git clone https://github.com/ipython/traitlets
```
- [PyPi](https://pypi.org/project/traitlets) (📥 45M / month · 📦 1.3K · ⏱️ 19.04.2024):
```
pip install traitlets
```
- [Conda](https://anaconda.org/conda-forge/traitlets) (📥 28M · ⏱️ 19.04.2024):
```
conda install -c conda-forge traitlets
```
Dynaconf (🥈34 · ⭐ 3.6K) - Configuration Management for Python. MIT
- [GitHub](https://github.com/dynaconf/dynaconf) (👨💻 120 · 🔀 290 · 📦 8.6K · 📋 510 - 23% open · ⏱️ 28.05.2024):
```
git clone https://github.com/rochacbruno/dynaconf
```
- [PyPi](https://pypi.org/project/dynaconf) (📥 2.9M / month · 📦 420 · ⏱️ 18.03.2024):
```
pip install dynaconf
```
- [Conda](https://anaconda.org/conda-forge/dynaconf) (📥 78K · ⏱️ 26.03.2024):
```
conda install -c conda-forge dynaconf
```
hydra (🥈33 · ⭐ 8.3K) - Hydra is a framework for elegantly configuring complex applications. MIT
- [GitHub](https://github.com/facebookresearch/hydra) (👨💻 120 · 🔀 600 · 📦 24K · 📋 1.4K - 19% open · ⏱️ 03.04.2024):
```
git clone https://github.com/facebookresearch/hydra
```
- [PyPi](https://pypi.org/project/hydra) (📥 10K / month · 📦 11 · ⏱️ 03.08.2016):
```
pip install hydra
```
- [Conda](https://anaconda.org/conda-forge/hydra-core) (📥 990K · ⏱️ 16.06.2023):
```
conda install -c conda-forge hydra-core
```
python-decouple (🥉32 · ⭐ 2.7K) - Strict separation of config from code. MIT
- [GitHub](https://github.com/HBNetwork/python-decouple) (👨💻 36 · 🔀 190 · 📥 12 · 📦 130K · 📋 94 - 4% open · ⏱️ 01.01.2024):
```
git clone https://github.com/henriquebastos/python-decouple
```
- [PyPi](https://pypi.org/project/python-decouple) (📥 3.9M / month · 📦 650 · ⏱️ 01.03.2023):
```
pip install python-decouple
```
- [Conda](https://anaconda.org/conda-forge/python-decouple) (📥 85K · ⏱️ 16.06.2023):
```
conda install -c conda-forge python-decouple
```
omegaconf (🥉31 · ⭐ 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3
- [GitHub](https://github.com/omry/omegaconf) (👨💻 35 · 🔀 98 · 📦 31K · 📋 560 - 19% open · ⏱️ 30.05.2024):
```
git clone https://github.com/omry/omegaconf
```
- [PyPi](https://pypi.org/project/omegaconf) (📥 9.5M / month · 📦 910 · ⏱️ 29.02.2024):
```
pip install omegaconf
```
- [Conda](https://anaconda.org/conda-forge/omegaconf) (📥 1.4M · ⏱️ 16.06.2023):
```
conda install -c conda-forge omegaconf
```
gin-config (🥉29 · ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2
- [GitHub](https://github.com/google/gin-config) (👨💻 24 · 🔀 120 · 📦 8.7K · 📋 95 - 55% open · ⏱️ 05.02.2024):
```
git clone https://github.com/google/gin-config
```
- [PyPi](https://pypi.org/project/gin-config) (📥 270K / month · 📦 72 · ⏱️ 03.11.2021):
```
pip install gin-config
```
- [Conda](https://anaconda.org/conda-forge/gin-config) (📥 25K · ⏱️ 16.06.2023):
```
conda install -c conda-forge gin-config
```
everett (🥉24 · ⭐ 150) - configuration library for python projects. MPL-2.0
- [GitHub](https://github.com/willkg/everett) (👨💻 8 · 🔀 33 · 📦 1.3K · 📋 88 - 4% open · ⏱️ 02.06.2024):
```
git clone https://github.com/willkg/everett
```
- [PyPi](https://pypi.org/project/everett) (📥 220K / month · 📦 22 · ⏱️ 06.11.2023):
```
pip install everett
```
- [Conda](https://anaconda.org/conda-forge/everett) (📥 63K · ⏱️ 06.11.2023):
```
conda install -c conda-forge everett
```
Show 1 hidden projects...
- configobj (🥉28 · ⭐ 310 · 💀) - Python 3+ compatible port of the configobj library. BSD-3
## CLI Development
click (🥇46 · ⭐ 15K) - Python composable command line interface toolkit. BSD-3
- [GitHub](https://github.com/pallets/click) (👨💻 370 · 🔀 1.4K · 📥 370 · 📦 1.7M · 📋 1.6K - 7% open · ⏱️ 03.06.2024):
```
git clone https://github.com/pallets/click
```
- [PyPi](https://pypi.org/project/click) (📥 210M / month · 📦 37K · ⏱️ 17.08.2023):
```
pip install click
```
- [Conda](https://anaconda.org/conda-forge/click) (📥 35M · ⏱️ 17.08.2023):
```
conda install -c conda-forge click
```
rich (🥇43 · ⭐ 48K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
- [GitHub](https://github.com/Textualize/rich) (👨💻 240 · 🔀 1.7K · 📦 220K · 📋 1.4K - 20% open · ⏱️ 01.05.2024):
```
git clone https://github.com/Textualize/rich
```
- [PyPi](https://pypi.org/project/rich) (📥 67M / month · 📦 11K · ⏱️ 28.02.2024):
```
pip install rich
```
- [Conda](https://anaconda.org/conda-forge/rich) (📥 7.1M · ⏱️ 28.02.2024):
```
conda install -c conda-forge rich
```
Typer (🥈40 · ⭐ 15K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT
- [GitHub](https://github.com/tiangolo/typer) (👨💻 55 · 🔀 620 · 📦 98K · 📋 390 - 53% open · ⏱️ 23.05.2024):
```
git clone https://github.com/tiangolo/typer
```
- [PyPi](https://pypi.org/project/typer) (📥 33M / month · 📦 5.2K · ⏱️ 09.04.2024):
```
pip install typer
```
- [Conda](https://anaconda.org/conda-forge/typer) (📥 2.5M · ⏱️ 09.04.2024):
```
conda install -c conda-forge typer
```
python-fire (🥈39 · ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2
- [GitHub](https://github.com/google/python-fire) (👨💻 65 · 🔀 1.4K · 📦 34K · 📋 340 - 44% open · ⏱️ 05.04.2024):
```
git clone https://github.com/google/python-fire
```
- [PyPi](https://pypi.org/project/fire) (📥 6.9M / month · 📦 2.3K · ⏱️ 11.03.2024):
```
pip install fire
```
- [Conda](https://anaconda.org/conda-forge/fire) (📥 950K · ⏱️ 12.03.2024):
```
conda install -c conda-forge fire
```
python-prompt-toolkit (🥈39 · ⭐ 9K) - Library for building powerful interactive command line.. BSD-3
- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (👨💻 230 · 🔀 710 · 📋 1.2K - 52% open · ⏱️ 04.06.2024):
```
git clone https://github.com/prompt-toolkit/python-prompt-toolkit
```
- [PyPi](https://pypi.org/project/prompt_toolkit) (📥 51M / month · 📦 2.6K · ⏱️ 04.06.2024):
```
pip install prompt_toolkit
```
- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (📥 23M · ⏱️ 05.06.2024):
```
conda install -c conda-forge prompt-toolkit
```
colorama (🥈36 · ⭐ 3.5K) - Simple cross-platform colored terminal text in Python. BSD-3
- [GitHub](https://github.com/tartley/colorama) (👨💻 51 · 🔀 240 · 📦 970K · 📋 260 - 45% open · ⏱️ 01.12.2023):
```
git clone https://github.com/tartley/colorama
```
- [PyPi](https://pypi.org/project/colorama) (📥 170M / month · 📦 11K · ⏱️ 25.10.2022):
```
pip install colorama
```
- [Conda](https://anaconda.org/conda-forge/colorama) (📥 31M · ⏱️ 16.06.2023):
```
conda install -c conda-forge colorama
```
argcomplete (🥈35 · ⭐ 1.4K) - Python and tab completion, better together. Apache-2
- [GitHub](https://github.com/kislyuk/argcomplete) (👨💻 73 · 🔀 120 · 📥 360 · 📦 53K · 📋 270 - 19% open · ⏱️ 12.05.2024):
```
git clone https://github.com/kislyuk/argcomplete
```
- [PyPi](https://pypi.org/project/argcomplete) (📥 29M / month · 📦 1.3K · ⏱️ 14.04.2024):
```
pip install argcomplete
```
- [Conda](https://anaconda.org/conda-forge/argcomplete) (📥 1.6M · ⏱️ 15.04.2024):
```
conda install -c conda-forge argcomplete
```
cleo (🥉33 · ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
- [GitHub](https://github.com/python-poetry/cleo) (👨💻 36 · 🔀 85 · 📦 22K · 📋 110 - 29% open · ⏱️ 03.06.2024):
```
git clone https://github.com/sdispater/cleo
```
- [PyPi](https://pypi.org/project/cleo) (📥 33M / month · 📦 310 · ⏱️ 30.10.2023):
```
pip install cleo
```
- [Conda](https://anaconda.org/conda-forge/cleo) (📥 730K · ⏱️ 30.10.2023):
```
conda install -c conda-forge cleo
```
wcwidth (🥉33 · ⭐ 380) - Python library that measures the width of unicode strings rendered to a.. MIT
- [GitHub](https://github.com/jquast/wcwidth) (👨💻 19 · 🔀 56 · 📦 560K · 📋 59 - 32% open · ⏱️ 14.02.2024):
```
git clone https://github.com/jquast/wcwidth
```
- [PyPi](https://pypi.org/project/wcwidth) (📥 65M / month · 📦 1.6K · ⏱️ 06.01.2024):
```
pip install wcwidth
```
- [Conda](https://anaconda.org/conda-forge/wcwidth) (📥 25M · ⏱️ 08.01.2024):
```
conda install -c conda-forge wcwidth
```
questionary (🥉30 · ⭐ 1.4K) - Python library to build pretty command line user prompts Easy to use.. MIT
- [GitHub](https://github.com/tmbo/questionary) (👨💻 40 · 🔀 85 · 📦 12K · 📋 150 - 35% open · ⏱️ 12.01.2024):
```
git clone https://github.com/tmbo/questionary
```
- [PyPi](https://pypi.org/project/questionary) (📥 2M / month · 📦 660 · ⏱️ 08.09.2023):
```
pip install questionary
```
- [Conda](https://anaconda.org/conda-forge/questionary) (📥 76K · ⏱️ 10.09.2023):
```
conda install -c conda-forge questionary
```
asciimatics (🥉29 · ⭐ 3.6K) - A cross platform package to do curses-like operations, plus.. Apache-2
- [GitHub](https://github.com/peterbrittain/asciimatics) (👨💻 45 · 🔀 240 · 📦 1K · 📋 300 - 8% open · ⏱️ 24.04.2024):
```
git clone https://github.com/peterbrittain/asciimatics
```
- [PyPi](https://pypi.org/project/asciimatics) (📥 24K / month · 📦 110 · ⏱️ 25.10.2023):
```
pip install asciimatics
```
- [Conda](https://anaconda.org/conda-forge/asciimatics) (📥 160K · ⏱️ 25.10.2023):
```
conda install -c conda-forge asciimatics
```
ConfigArgParse (🥉28 · ⭐ 700 · 💤) - A drop-in replacement for argparse that allows options to.. MIT
- [GitHub](https://github.com/bw2/ConfigArgParse) (👨💻 53 · 🔀 120 · 📦 17K · 📋 200 - 36% open · ⏱️ 23.07.2023):
```
git clone https://github.com/bw2/ConfigArgParse
```
- [PyPi](https://pypi.org/project/configargparse) (📥 4.6M / month · 📦 570 · ⏱️ 23.07.2023):
```
pip install configargparse
```
- [Conda](https://anaconda.org/conda-forge/configargparse) (📥 860K · ⏱️ 23.07.2023):
```
conda install -c conda-forge configargparse
```
docopt-ng (🥉23 · ⭐ 180) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT
- [GitHub](https://github.com/jazzband/docopt-ng) (👨💻 49 · 🔀 20 · 📦 320 · 📋 35 - 54% open · ⏱️ 13.05.2024):
```
git clone https://github.com/jazzband/docopt-ng
```
- [PyPi](https://pypi.org/project/docopt-ng) (📥 210K / month · 📦 84 · ⏱️ 30.05.2023):
```
pip install docopt-ng
```
colout (🥉18 · ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0
- [GitHub](https://github.com/nojhan/colout) (👨💻 30 · 🔀 58 · 📦 6 · 📋 72 - 19% open · ⏱️ 29.01.2024):
```
git clone https://github.com/nojhan/colout
```
- [PyPi](https://pypi.org/project/colout) (📥 200 / month · ⏱️ 21.06.2020):
```
pip install colout
```
Show 5 hidden projects...
- docopt (🥈36 · ⭐ 7.9K · 💀) - Create *beautiful* command-line interfaces with Python. MIT
- blessings (🥉28 · ⭐ 1.4K · 💀) - A thin, practical wrapper around terminal capabilities in Python. MIT
- clint (🥉24 · ⭐ 95 · 💀) - Python Command-line Application Tools. ISC
- bashplotlib (🥉22 · ⭐ 1.8K · 💀) - plotting in the terminal. MIT
- Click Extra (🥉22 · ⭐ 54) - Extra colorization and configuration loading for Click. ❗️GPL-2.0
## Development Tools
🔗 best-of-python-dev ( ⭐ 930) - A ranked list of awesome python developer tools and libraries. Updated..
## Data Caching
cachetools (🥇34 · ⭐ 2.2K) - Extensible memoizing collections and decorators. MIT
- [GitHub](https://github.com/tkem/cachetools) (👨💻 13 · 🔀 160 · 📋 240 - 4% open · ⏱️ 02.06.2024):
```
git clone https://github.com/tkem/cachetools
```
- [PyPi](https://pypi.org/project/cachetools) (📥 140M / month · 📦 2.5K · ⏱️ 26.02.2024):
```
pip install cachetools
```
- [Conda](https://anaconda.org/conda-forge/cachetools) (📥 12M · ⏱️ 26.02.2024):
```
conda install -c conda-forge cachetools
```
aiocache (🥈30 · ⭐ 1K) - Asyncio cache manager for redis, memcached and memory. BSD-3
- [GitHub](https://github.com/aio-libs/aiocache) (👨💻 45 · 🔀 140 · 📥 16 · 📦 2.2K · 📋 300 - 13% open · ⏱️ 01.06.2024):
```
git clone https://github.com/aio-libs/aiocache
```
- [PyPi](https://pypi.org/project/aiocache) (📥 770K / month · 📦 120 · ⏱️ 06.08.2023):
```
pip install aiocache
```
beaker (🥉29 · ⭐ 510) - WSGI middleware for sessions and caching. BSD-3
- [GitHub](https://github.com/bbangert/beaker) (👨💻 91 · 🔀 140 · 📦 5.4K · 📋 140 - 55% open · ⏱️ 11.04.2024):
```
git clone https://github.com/bbangert/beaker
```
- [PyPi](https://pypi.org/project/beaker) (📥 220K / month · 📦 78 · ⏱️ 11.04.2024):
```
pip install beaker
```
- [Conda](https://anaconda.org/conda-forge/beaker) (📥 75K · ⏱️ 12.04.2024):
```
conda install -c conda-forge beaker
```
pylibmc (🥉27 · ⭐ 480 · 💤) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3
- [GitHub](https://github.com/lericson/pylibmc) (👨💻 54 · 🔀 130 · 📥 610 · 📦 5.1K · 📋 190 - 11% open · ⏱️ 11.10.2023):
```
git clone https://github.com/lericson/pylibmc
```
- [PyPi](https://pypi.org/project/pylibmc) (📥 250K / month · 📦 79 · ⏱️ 30.08.2022):
```
pip install pylibmc
```
- [Conda](https://anaconda.org/conda-forge/pylibmc) (📥 230K · ⏱️ 26.09.2023):
```
conda install -c conda-forge pylibmc
```
cachier (🥉26 · ⭐ 520) - Persistent, stale-free, local and cross-machine caching for Python.. MIT
- [GitHub](https://github.com/python-cachier/cachier) (👨💻 20 · 🔀 59 · 📥 17 · 📦 460 · 📋 82 - 26% open · ⏱️ 01.06.2024):
```
git clone https://github.com/shaypal5/cachier
```
- [PyPi](https://pypi.org/project/cachier) (📥 100K / month · 📦 40 · ⏱️ 26.02.2024):
```
pip install cachier
```
Show 1 hidden projects...
- cached-property (🥈30 · ⭐ 680 · 💀) - A decorator for caching properties in classes. BSD-3
## GUI Development
🔗 best-of-web-python - Web UI ( ⭐ 2.2K) - Collection of libraries to implement web-based UIs.
kivy (🥇41 · ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT
- [GitHub](https://github.com/kivy/kivy) (👨💻 620 · 🔀 3K · 📥 37K · 📦 13K · 📋 5.1K - 15% open · ⏱️ 27.05.2024):
```
git clone https://github.com/kivy/kivy
```
- [PyPi](https://pypi.org/project/kivy) (📥 180K / month · 📦 310 · ⏱️ 05.01.2024):
```
pip install kivy
```
- [Conda](https://anaconda.org/conda-forge/kivy) (📥 360K · ⏱️ 08.04.2024):
```
conda install -c conda-forge kivy
```
DearPyGui (🥈32 · ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT
- [GitHub](https://github.com/hoffstadt/DearPyGui) (👨💻 65 · 🔀 650 · 📦 3K · 📋 1.3K - 21% open · ⏱️ 13.04.2024):
```
git clone https://github.com/hoffstadt/DearPyGui
```
- [PyPi](https://pypi.org/project/dearpygui) (📥 41K / month · 📦 100 · ⏱️ 15.03.2024):
```
pip install dearpygui
```
toga (🥈32 · ⭐ 4.2K) - A Python native, OS native GUI toolkit. BSD-3
- [GitHub](https://github.com/beeware/toga) (👨💻 270 · 🔀 650 · 📥 3.4K · 📦 3 · 📋 910 - 20% open · ⏱️ 03.06.2024):
```
git clone https://github.com/beeware/toga
```
- [PyPi](https://pypi.org/project/toga) (📥 4.8K / month · 📦 24 · ⏱️ 08.05.2024):
```
pip install toga
```
- [npm](https://www.npmjs.com/package/@pybee/toga) (📥 8 / month · 📦 5 · ⏱️ 23.04.2017):
```
npm install @pybee/toga
```
flexx (🥉26 · ⭐ 3.2K) - Write desktop and web apps in pure Python. BSD-2
- [GitHub](https://github.com/flexxui/flexx) (👨💻 37 · 🔀 260 · 📦 140 · 📋 460 - 19% open · ⏱️ 06.01.2024):
```
git clone https://github.com/flexxui/flexx
```
- [PyPi](https://pypi.org/project/flexx) (📥 810 / month · 📦 7 · ⏱️ 12.04.2022):
```
pip install flexx
```
- [Conda](https://anaconda.org/conda-forge/flexx) (📥 110K · ⏱️ 16.06.2023):
```
conda install -c conda-forge flexx
```
Show 5 hidden projects...
- PySimpleGUI (🥈35 · ⭐ 13K) - PySimpleGUI is a Python package that enables Python.. ❗Unlicensed
- Eel (🥉31 · ⭐ 6.2K · 💀) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT
- Gooey (🥉30 · ⭐ 20K · 💀) - Turn (almost) any Python command line program into a full GUI.. MIT
- enaml (🥉25 · ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed
- Phoenix (🥉24 · ⭐ 2.2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows
## Computer & Machine Vision
🔗 best-of-ml-python - Computer Vision ( ⭐ 16K) - Collection of computer vision and image processing..
Pipeless (🥇18 · ⭐ 660) - An open-source framework to create and deploy computer vision.. Apache-2
- [GitHub](https://github.com/pipeless-ai/pipeless) (👨💻 8 · 🔀 31 · 📥 990 · 📋 26 - 26% open · ⏱️ 08.05.2024):
```
git clone https://github.com/pipeless-ai/pipeless
```
- [PyPi](https://pypi.org/project/pipeless-ai) (📥 80 / month · 📦 2 · ⏱️ 02.11.2023):
```
pip install pipeless-ai
```
## Machine Learning & Data Engineering
🔗 best-of-ml-python ( ⭐ 16K) - A ranked list of awesome machine learning Python libraries. Updated..
## Text Data
🔗 best-of-ml-python - NLP ( ⭐ 16K) - Collection of text processing and NLP libraries.
emoji (🥇37 · ⭐ 1.8K) - emoji terminal output for Python. BSD-3
- [GitHub](https://github.com/carpedm20/emoji) (👨💻 68 · 🔀 270 · 📦 71K · 📋 170 - 8% open · ⏱️ 20.05.2024):
```
git clone https://github.com/carpedm20/emoji
```
- [PyPi](https://pypi.org/project/emoji) (📥 4.1M / month · 📦 980 · ⏱️ 20.05.2024):
```
pip install emoji
```
- [Conda](https://anaconda.org/conda-forge/emoji) (📥 75K · ⏱️ 20.05.2024):
```
conda install -c conda-forge emoji
```
phonenumbers (🥇34 · ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2
- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (👨💻 31 · 🔀 410 · 📋 180 - 5% open · ⏱️ 04.06.2024):
```
git clone https://github.com/daviddrysdale/python-phonenumbers
```
- [PyPi](https://pypi.org/project/phonenumbers) (📥 7M / month · 📦 530 · ⏱️ 04.06.2024):
```
pip install phonenumbers
```
- [Conda](https://anaconda.org/conda-forge/phonenumbers) (📥 920K · ⏱️ 05.06.2024):
```
conda install -c conda-forge phonenumbers
```
inflect (🥇34 · ⭐ 930) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT
- [GitHub](https://github.com/jaraco/inflect) (👨💻 55 · 🔀 100 · 📦 22K · 📋 120 - 23% open · ⏱️ 24.04.2024):
```
git clone https://github.com/jaraco/inflect
```
- [PyPi](https://pypi.org/project/inflect) (📥 6M / month · 📦 610 · ⏱️ 23.04.2024):
```
pip install inflect
```
- [Conda](https://anaconda.org/conda-forge/inflect) (📥 380K · ⏱️ 23.04.2024):
```
conda install -c conda-forge inflect
```
python-slugify (🥈33 · ⭐ 1.5K) - Returns unicode slugs. MIT
- [GitHub](https://github.com/un33k/python-slugify) (👨💻 36 · 🔀 110 · 📦 85K · 📋 73 - 2% open · ⏱️ 01.03.2024):
```
git clone https://github.com/un33k/python-slugify
```
- [PyPi](https://pypi.org/project/python-slugify) (📥 20M / month · 📦 1.4K · ⏱️ 08.02.2024):
```
pip install python-slugify
```
- [Conda](https://anaconda.org/conda-forge/python-slugify) (📥 2.1M · ⏱️ 08.02.2024):
```
conda install -c conda-forge python-slugify
```
chardet (🥈31 · ⭐ 2.1K · 💤) - Python character encoding detector. ❗️LGPL-2.1
- [GitHub](https://github.com/chardet/chardet) (👨💻 48 · 🔀 250 · 📦 6 · 📋 150 - 42% open · ⏱️ 01.08.2023):
```
git clone https://github.com/chardet/chardet
```
- [PyPi](https://pypi.org/project/chardet) (📥 68M / month · 📦 5.4K · ⏱️ 01.08.2023):
```
pip install chardet
```
- [Conda](https://anaconda.org/conda-forge/chardet) (📥 23M · ⏱️ 23.09.2023):
```
conda install -c conda-forge chardet
```
- [npm](https://www.npmjs.com/package/@pypi/chardet) (📥 58 / month · 📦 5 · ⏱️ 20.08.2017):
```
npm install @pypi/chardet
```
pyahocorasick (🥉29 · ⭐ 900) - Python module (C extension and plain python) implementing Aho-.. BSD-3
- [GitHub](https://github.com/WojciechMula/pyahocorasick) (👨💻 30 · 🔀 120 · 📥 50 · 📦 2.8K · 📋 130 - 18% open · ⏱️ 21.03.2024):
```
git clone https://github.com/WojciechMula/pyahocorasick
```
- [PyPi](https://pypi.org/project/pyahocorasick) (📥 830K / month · 📦 140 · ⏱️ 21.03.2024):
```
pip install pyahocorasick
```
- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (📥 220K · ⏱️ 21.03.2024):
```
conda install -c conda-forge pyahocorasick
```
price-parser (🥉21 · ⭐ 300 · 💤) - Extract price amount and currency symbol from a raw text.. BSD-3
- [GitHub](https://github.com/scrapinghub/price-parser) (👨💻 14 · 🔀 48 · 📦 420 · 📋 39 - 66% open · ⏱️ 17.10.2023):
```
git clone https://github.com/scrapinghub/price-parser
```
- [PyPi](https://pypi.org/project/price-parser) (📥 120K / month · 📦 32 · ⏱️ 25.11.2020):
```
pip install price-parser
```
Show 4 hidden projects...
- humanize (🥉30 · ⭐ 1.7K · 💀) - python humanize functions. MIT
- coolname (🥉22 · ⭐ 130 · 💀) - Random Name and Slug Generator. BSD-2
- awesome-slugify (🥉20 · ⭐ 480 · 💀) - Python flexible slugify function. ❗️GPL-3.0
- millify (🥉16 · ⭐ 83 · 💀) - Convert long numbers into a human-readable format in Python. MIT
## Web Development
🔗 best-of-web-python ( ⭐ 2.2K) - A ranked list of awesome python libraries for web development. Updated..
## Database Clients
_Libraries for connecting to, operating, and querying databases._
boto3 (🥇48 · ⭐ 8.8K · 📉) - AWS SDK for Python. Apache-2
- [GitHub](https://github.com/boto/boto3) (👨💻 160 · 🔀 1.8K · 📦 440K · 📋 3.3K - 5% open · ⏱️ 05.06.2024):
```
git clone https://github.com/boto/boto3
```
- [PyPi](https://pypi.org/project/boto3) (📥 1.3B / month · 📦 11K · ⏱️ 05.06.2024):
```
pip install boto3
```
- [Conda](https://anaconda.org/conda-forge/boto3) (📥 20M · ⏱️ 06.06.2024):
```
conda install -c conda-forge boto3
```
SQLAlchemy (🥇46 · ⭐ 9K) - The Database Toolkit for Python. MIT
- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (👨💻 710 · 🔀 1.3K · 📥 48K · 📦 790K · 📋 7.8K - 2% open · ⏱️ 04.06.2024):
```
git clone https://github.com/sqlalchemy/sqlalchemy
```
- [PyPi](https://pypi.org/project/SQLAlchemy) (📥 120M / month · 📦 11K · ⏱️ 05.05.2024):
```
pip install SQLAlchemy
```
- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (📥 15M · ⏱️ 06.05.2024):
```
conda install -c conda-forge sqlalchemy
```
azure-storage-blob (🥇43 · ⭐ 4.3K) - This repository is for active development of the Azure SDK.. MIT
- [GitHub](https://github.com/Azure/azure-sdk-for-python) (👨💻 720 · 🔀 2.7K · 📦 2.5K · 📋 9.8K - 10% open · ⏱️ 06.06.2024):
```
git clone https://github.com/Azure/azure-sdk-for-python
```
- [PyPi](https://pypi.org/project/azure-storage-blob) (📥 52M / month · 📦 880 · ⏱️ 08.05.2024):
```
pip install azure-storage-blob
```
- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (📥 1.1M · ⏱️ 09.05.2024):
```
conda install -c conda-forge azure-storage-blob
```
redis (🥇42 · ⭐ 12K) - Redis Python client. MIT
- [GitHub](https://github.com/redis/redis-py) (👨💻 440 · 🔀 2.5K · 📋 1.7K - 13% open · ⏱️ 06.06.2024):
```
git clone https://github.com/redis/redis-py
```
- [PyPi](https://pypi.org/project/redis) (📥 41M / month · 📦 5.5K · ⏱️ 06.06.2024):
```
pip install redis
```
- [Conda](https://anaconda.org/conda-forge/redis-py) (📥 1.2M · ⏱️ 06.06.2024):
```
conda install -c conda-forge redis-py
```
google-cloud-storage (🥇42 · ⭐ 4.7K) - Google Cloud Client Library for Python. Apache-2
- [GitHub](https://github.com/googleapis/google-cloud-python) (👨💻 520 · 🔀 1.5K · 📋 3.8K - 2% open · ⏱️ 05.06.2024):
```
git clone https://github.com/googleapis/google-cloud-python
```
- [PyPi](https://pypi.org/project/google-cloud-storage) (📥 75M / month · 📦 1.6K · ⏱️ 18.03.2024):
```
pip install google-cloud-storage
```
- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (📥 4.5M · ⏱️ 19.03.2024):
```
conda install -c conda-forge google-cloud-storage
```
elasticsearch (🥇42 · ⭐ 4.2K) - Official Python client for Elasticsearch. Apache-2
- [GitHub](https://github.com/elastic/elasticsearch-py) (👨💻 200 · 🔀 1.2K · 📥 3.9K · 📦 49K · 📋 1.1K - 5% open · ⏱️ 06.06.2024):
```
git clone https://github.com/elastic/elasticsearch-py
```
- [PyPi](https://pypi.org/project/elasticsearch) (📥 28M / month · 📦 1.4K · ⏱️ 06.06.2024):
```
pip install elasticsearch
```
- [Conda](https://anaconda.org/conda-forge/elasticsearch) (📥 1M · ⏱️ 25.05.2024):
```
conda install -c conda-forge elasticsearch
```
peewee (🥇41 · ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT
- [GitHub](https://github.com/coleifer/peewee) (👨💻 160 · 🔀 1.4K · 📦 30K · 📋 2.4K - 0% open · ⏱️ 22.05.2024):
```
git clone https://github.com/coleifer/peewee
```
- [PyPi](https://pypi.org/project/peewee) (📥 2.6M / month · 📦 900 · ⏱️ 10.05.2024):
```
pip install peewee
```
- [Conda](https://anaconda.org/conda-forge/peewee) (📥 670K · ⏱️ 18.04.2024):
```
conda install -c conda-forge peewee
```
PyMySQL (🥈40 · ⭐ 7.6K) - MySQL client library for Python. MIT
- [GitHub](https://github.com/PyMySQL/PyMySQL) (👨💻 120 · 🔀 1.4K · 📦 220K · 📋 660 - 2% open · ⏱️ 21.05.2024):
```
git clone https://github.com/PyMySQL/PyMySQL
```
- [PyPi](https://pypi.org/project/PyMySQL) (📥 50M / month · 📦 7 · ⏱️ 21.05.2024):
```
pip install PyMySQL
```
- [Conda](https://anaconda.org/conda-forge/pymysql) (📥 1.4M · ⏱️ 26.06.2023):
```
conda install -c conda-forge pymysql
```
python-bigquery (🥈39 · ⭐ 720) - Google BigQuery API client library. Apache-2
- [GitHub](https://github.com/googleapis/python-bigquery) (👨💻 160 · 🔀 280 · 📦 30K · 📋 660 - 7% open · ⏱️ 04.06.2024):
```
git clone https://github.com/googleapis/python-bigquery
```
- [PyPi](https://pypi.org/project/google-cloud-bigquery) (📥 48M / month · 📦 880 · ⏱️ 04.06.2024):
```
pip install google-cloud-bigquery
```
- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (📥 2.9M · ⏱️ 05.06.2024):
```
conda install -c conda-forge google-cloud-bigquery
```
Ibis (🥈38 · ⭐ 4.4K) - the portable Python dataframe library. Apache-2
- [GitHub](https://github.com/ibis-project/ibis) (👨💻 310 · 🔀 540 · 📥 150 · 📦 1.6K · 📋 2.9K - 9% open · ⏱️ 05.06.2024):
```
git clone https://github.com/ibis-project/ibis
```
- [PyPi](https://pypi.org/project/ibis-framework) (📥 190K / month · 📦 67 · ⏱️ 02.06.2024):
```
pip install ibis-framework
```
- [Conda](https://anaconda.org/conda-forge/ibis-framework) (📥 340K · ⏱️ 13.05.2024):
```
conda install -c conda-forge ibis-framework
```
MongoEngine (🥈38 · ⭐ 4.2K) - A Python Object-Document-Mapper for working with MongoDB. MIT
- [GitHub](https://github.com/MongoEngine/mongoengine) (👨💻 390 · 🔀 1.2K · 📦 24K · 📋 1.7K - 22% open · ⏱️ 10.03.2024):
```
git clone https://github.com/MongoEngine/mongoengine
```
- [PyPi](https://pypi.org/project/mongoengine) (📥 1.1M / month · 📦 390 · ⏱️ 07.03.2024):
```
pip install mongoengine
```
- [Conda](https://anaconda.org/conda-forge/mongoengine) (📥 250K · ⏱️ 28.09.2023):
```
conda install -c conda-forge mongoengine
```
pymongo (🥈38 · ⭐ 4.1K) - PyMongo - the Official MongoDB Python driver. Apache-2
- [GitHub](https://github.com/mongodb/mongo-python-driver) (👨💻 210 · 🔀 1.1K · ⏱️ 05.06.2024):
```
git clone https://github.com/mongodb/mongo-python-driver
```
- [PyPi](https://pypi.org/project/pymongo) (📥 29M / month · 📦 4K · ⏱️ 04.06.2024):
```
pip install pymongo
```
- [Conda](https://anaconda.org/conda-forge/pymongo) (📥 1.8M · ⏱️ 05.06.2024):
```
conda install -c conda-forge pymongo
```
AWS Data Wrangler (🥈38 · ⭐ 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2
- [GitHub](https://github.com/aws/aws-sdk-pandas) (👨💻 150 · 🔀 670 · 📥 240K · 📦 1.6K · 📋 1.1K - 3% open · ⏱️ 05.06.2024):
```
git clone https://github.com/awslabs/aws-data-wrangler
```
- [PyPi](https://pypi.org/project/awswrangler) (📥 46M / month · 📦 97 · ⏱️ 05.06.2024):
```
pip install awswrangler
```
- [Conda](https://anaconda.org/conda-forge/awswrangler) (📥 500K · ⏱️ 05.06.2024):
```
conda install -c conda-forge awswrangler
```
sqlmodel (🥈37 · ⭐ 13K · 📈) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic
- [GitHub](https://github.com/tiangolo/sqlmodel) (👨💻 77 · 🔀 610 · 📦 13K · 📋 390 - 60% open · ⏱️ 05.06.2024):
```
git clone https://github.com/tiangolo/sqlmodel
```
- [PyPi](https://pypi.org/project/sqlmodel) (📥 1.4M / month · 📦 360 · ⏱️ 04.06.2024):
```
pip install sqlmodel
```
- [Conda](https://anaconda.org/conda-forge/sqlmodel) (📥 31K · ⏱️ 04.06.2024):
```
conda install -c conda-forge sqlmodel
```
kafka-python (🥈37 · ⭐ 5.5K) - Python client for Apache Kafka. Apache-2
- [GitHub](https://github.com/dpkp/kafka-python) (👨💻 220 · 🔀 1.4K · 📥 1.8K · 📦 26K · 📋 1.5K - 20% open · ⏱️ 08.03.2024):
```
git clone https://github.com/dpkp/kafka-python
```
- [PyPi](https://pypi.org/project/kafka-python) (📥 13M / month · 📦 690 · ⏱️ 30.09.2020):
```
pip install kafka-python
```
- [Conda](https://anaconda.org/conda-forge/kafka-python) (📥 440K · ⏱️ 16.06.2023):
```
conda install -c conda-forge kafka-python
```
Elasticsearch DSL (🥈37 · ⭐ 3.8K) - High level Python client for Elasticsearch. Apache-2
- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (👨💻 140 · 🔀 800 · 📥 200 · 📦 10K · 📋 1.3K - 3% open · ⏱️ 30.05.2024):
```
git clone https://github.com/elastic/elasticsearch-dsl-py
```
- [PyPi](https://pypi.org/project/elasticsearch-dsl) (📥 4.5M / month · 📦 340 · ⏱️ 30.04.2024):
```
pip install elasticsearch-dsl
```
- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl):
```
conda install -c anaconda elasticsearch-dsl
```
alembic (🥈36 · ⭐ 2.5K · 📉) - A database migrations tool for SQLAlchemy. MIT
- [GitHub](https://github.com/sqlalchemy/alembic) (👨💻 180 · 🔀 230 · 📦 220K · 📋 1.1K - 10% open · ⏱️ 24.04.2024):
```
git clone https://github.com/sqlalchemy/alembic
```
- [PyPi](https://pypi.org/project/alembic) (📥 41M / month · 📦 1.5K · ⏱️ 20.12.2023):
```
pip install alembic
```
- [Conda](https://anaconda.org/conda-forge/alembic) (📥 4.7M · ⏱️ 13.01.2024):
```
conda install -c conda-forge alembic
```
SQLAlchemy-Utils (🥈36 · ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3
- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (👨💻 120 · 🔀 320 · 📦 30K · 📋 440 - 45% open · ⏱️ 22.03.2024):
```
git clone https://github.com/kvesteri/sqlalchemy-utils
```
- [PyPi](https://pypi.org/project/sqlalchemy-utils) (📥 7.3M / month · 📦 860 · ⏱️ 24.03.2024):
```
pip install sqlalchemy-utils
```
- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (📥 580K · ⏱️ 24.03.2024):
```
conda install -c conda-forge sqlalchemy-utils
```
s3fs (🥈36 · ⭐ 830) - S3 Filesystem. BSD-3
- [GitHub](https://github.com/fsspec/s3fs) (👨💻 140 · 🔀 270 · 📦 18K · 📋 470 - 29% open · ⏱️ 04.06.2024):
```
git clone https://github.com/fsspec/s3fs
```
- [PyPi](https://pypi.org/project/s3fs) (📥 260M / month · 📦 950 · ⏱️ 04.06.2024):
```
pip install s3fs
```
- [Conda](https://anaconda.org/conda-forge/s3fs) (📥 6.9M · ⏱️ 04.06.2024):
```
conda install -c conda-forge s3fs
```
tortoise-orm (🥈35 · ⭐ 4.3K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
- [GitHub](https://github.com/tortoise/tortoise-orm) (👨💻 130 · 🔀 350 · 📥 13 · 📦 7.8K · 📋 1.1K - 50% open · ⏱️ 03.06.2024):
```
git clone https://github.com/tortoise/tortoise-orm
```
- [PyPi](https://pypi.org/project/tortoise-orm) (📥 140K / month · 📦 160 · ⏱️ 01.06.2024):
```
pip install tortoise-orm
```
- [Conda](https://anaconda.org/conda-forge/tortoise-orm):
```
conda install -c conda-forge tortoise-orm
```
Motor (🥈35 · ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
- [GitHub](https://github.com/mongodb/motor) (👨💻 52 · 🔀 210 · 📦 91K · ⏱️ 05.06.2024):
```
git clone https://github.com/mongodb/motor
```
- [PyPi](https://pypi.org/project/motor) (📥 2M / month · 📦 560 · ⏱️ 26.03.2024):
```
pip install motor
```
- [Conda](https://anaconda.org/conda-forge/motor) (📥 68K · ⏱️ 26.03.2024):
```
conda install -c conda-forge motor
```
s3transfer (🥈35 · ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2
- [GitHub](https://github.com/boto/s3transfer) (👨💻 39 · 🔀 130 · 📦 290K · 📋 87 - 58% open · ⏱️ 23.05.2024):
```
git clone https://github.com/boto/s3transfer
```
- [PyPi](https://pypi.org/project/s3transfer) (📥 340M / month · 📦 670 · ⏱️ 14.03.2024):
```
pip install s3transfer
```
- [Conda](https://anaconda.org/conda-forge/s3transfer):
```
conda install -c conda-forge s3transfer
```
Prometheus Client (🥈34 · ⭐ 3.8K) - Prometheus instrumentation library for Python.. Apache-2
- [GitHub](https://github.com/prometheus/client_python) (👨💻 150 · 🔀 790 · 📋 550 - 19% open · ⏱️ 28.05.2024):
```
git clone https://github.com/prometheus/client_python
```
- [PyPi](https://pypi.org/project/prometheus_client) (📥 36M / month · 📦 1.5K · ⏱️ 14.02.2024):
```
pip install prometheus_client
```
- [Conda](https://anaconda.org/conda-forge/prometheus_client) (📥 17M · ⏱️ 14.02.2024):
```
conda install -c conda-forge prometheus_client
```
Databases (🥈34 · ⭐ 3.7K) - Async database support for Python. BSD-3
- [GitHub](https://github.com/encode/databases) (👨💻 59 · 🔀 260 · 📦 23K · 📋 330 - 39% open · ⏱️ 01.03.2024):
```
git clone https://github.com/encode/databases
```
- [PyPi](https://pypi.org/project/databases) (📥 720K / month · 📦 160 · ⏱️ 01.03.2024):
```
pip install databases
```
- [Conda](https://anaconda.org/conda-forge/databases):
```
conda install -c conda-forge databases
```
mysqlclient (🥈34 · ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0
- [GitHub](https://github.com/PyMySQL/mysqlclient) (👨💻 84 · 🔀 430 · 📥 5.3K · 📦 170K · 📋 340 - 3% open · ⏱️ 08.02.2024):
```
git clone https://github.com/PyMySQL/mysqlclient
```
- [PyPi](https://pypi.org/project/mysqlclient) (📥 8.3M / month · 📦 800 · ⏱️ 08.02.2024):
```
pip install mysqlclient
```
- [Conda](https://anaconda.org/conda-forge/mysqlclient) (📥 370K · ⏱️ 10.03.2024):
```
conda install -c conda-forge mysqlclient
```
Cassandra Driver (🥈34 · ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2
- [GitHub](https://github.com/datastax/python-driver) (👨💻 200 · 🔀 540 · 📦 7K · ⏱️ 31.05.2024):
```
git clone https://github.com/datastax/python-driver
```
- [PyPi](https://pypi.org/project/cassandra-driver) (📥 2.1M / month · 📦 200 · ⏱️ 20.03.2024):
```
pip install cassandra-driver
```
- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (📥 220K · ⏱️ 20.03.2024):
```
conda install -c conda-forge cassandra-driver
```
PyPika (🥉33 · ⭐ 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2
- [GitHub](https://github.com/kayak/pypika) (👨💻 100 · 🔀 290 · 📦 22K · 📋 470 - 44% open · ⏱️ 26.04.2024):
```
git clone https://github.com/kayak/pypika
```
- [PyPi](https://pypi.org/project/pypika) (📥 3.1M / month · 📦 160 · ⏱️ 15.03.2022):
```
pip install pypika
```
- [Conda](https://anaconda.org/conda-forge/pypika) (📥 16K · ⏱️ 16.06.2023):
```
conda install -c conda-forge pypika
```
neo4j-driver (🥉33 · ⭐ 870) - Neo4j Bolt driver for Python. Apache-2
- [GitHub](https://github.com/neo4j/neo4j-python-driver) (👨💻 43 · 🔀 190 · 📦 9.5K · 📋 240 - 1% open · ⏱️ 15.05.2024):
```
git clone https://github.com/neo4j/neo4j-python-driver
```
- [PyPi](https://pypi.org/project/neo4j-driver) (📥 130K / month · 📦 61 · ⏱️ 26.04.2024):
```
pip install neo4j-driver
```
- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver):
```
conda install -c conda-forge neo4j-python-driver
```
minio (🥉33 · ⭐ 790) - MinIO Client SDK for Python. Apache-2
- [GitHub](https://github.com/minio/minio-py) (👨💻 130 · 🔀 310 · 📦 7.7K · 📋 560 - 1% open · ⏱️ 30.04.2024):
```
git clone https://github.com/minio/minio-py
```
- [PyPi](https://pypi.org/project/minio) (📥 2.7M / month · 📦 510 · ⏱️ 30.04.2024):
```
pip install minio
```
- [Conda](https://anaconda.org/conda-forge/minio) (📥 170K · ⏱️ 01.05.2024):
```
conda install -c conda-forge minio
```
pandas-gbq (🥉33 · ⭐ 420) - Google BigQuery connector for pandas. BSD-3
- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (👨💻 51 · 🔀 120 · 📥 350 · 📦 10K · 📋 350 - 10% open · ⏱️ 04.06.2024):
```
git clone https://github.com/googleapis/python-bigquery-pandas
```
- [PyPi](https://pypi.org/project/pandas-gbq) (📥 16M / month · 📦 180 · ⏱️ 20.05.2024):
```
pip install pandas-gbq
```
- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (📥 1.9M · ⏱️ 30.05.2024):
```
conda install -c conda-forge pandas-gbq
```
Pony (🥉32 · ⭐ 3.6K · 💤) - Pony Object Relational Mapper. Apache-2
- [GitHub](https://github.com/ponyorm/pony) (👨💻 30 · 🔀 240 · 📥 110 · 📦 4K · 📋 650 - 48% open · ⏱️ 25.09.2023):
```
git clone https://github.com/ponyorm/pony
```
- [PyPi](https://pypi.org/project/pony) (📥 180K / month · 📦 160 · ⏱️ 25.09.2023):
```
pip install pony
```
- [Conda](https://anaconda.org/conda-forge/pony) (📥 100K · ⏱️ 25.09.2023):
```
conda install -c conda-forge pony
```
PynamoDB (🥉32 · ⭐ 2.4K) - A pythonic interface to Amazons DynamoDB. MIT
- [GitHub](https://github.com/pynamodb/PynamoDB) (👨💻 110 · 🔀 430 · 📦 1.7K · 📋 660 - 42% open · ⏱️ 29.05.2024):
```
git clone https://github.com/pynamodb/PynamoDB
```
- [PyPi](https://pypi.org/project/pynamodb) (📥 2.3M / month · 📦 80 · ⏱️ 29.05.2024):
```
pip install pynamodb
```
- [Conda](https://anaconda.org/conda-forge/pynamodb) (📥 660K · ⏱️ 31.05.2024):
```
conda install -c conda-forge pynamodb
```
libcloud (🥉32 · ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2
- [GitHub](https://github.com/apache/libcloud) (👨💻 480 · 🔀 930 · 📋 210 - 40% open · ⏱️ 27.04.2024):
```
git clone https://github.com/apache/libcloud
```
- [PyPi](https://pypi.org/project/apache-libcloud) (📥 180K / month · 📦 160 · ⏱️ 10.08.2023):
```
pip install apache-libcloud
```
pygsheets (🥉32 · ⭐ 1.5K) - Google Sheets Python API v4. MIT
- [GitHub](https://github.com/nithinmurali/pygsheets) (👨💻 91 · 🔀 220 · 📦 2.5K · 📋 400 - 15% open · ⏱️ 14.01.2024):
```
git clone https://github.com/nithinmurali/pygsheets
```
- [PyPi](https://pypi.org/project/pygsheets) (📥 1.8M / month · 📦 76 · ⏱️ 30.11.2022):
```
pip install pygsheets
```
Records (🥉31 · ⭐ 7.1K) - SQL for Humans. ISC
- [GitHub](https://github.com/kennethreitz/records) (👨💻 50 · 🔀 570 · 📦 1.2K · 📋 130 - 29% open · ⏱️ 30.03.2024):
```
git clone https://github.com/kennethreitz/records
```
- [PyPi](https://pypi.org/project/records) (📥 190K / month · 📦 46 · ⏱️ 29.03.2024):
```
pip install records
```
- [Conda](https://anaconda.org/conda-forge/records):
```
conda install -c conda-forge records
```
influxdb (🥉31 · ⭐ 1.7K) - Python client for InfluxDB. MIT
- [GitHub](https://github.com/influxdata/influxdb-python) (👨💻 140 · 🔀 520 · 📋 550 - 30% open · ⏱️ 17.04.2024):
```
git clone https://github.com/influxdata/influxdb-python
```
- [PyPi](https://pypi.org/project/influxdb) (📥 2.3M / month · 📦 350 · ⏱️ 18.04.2024):
```
pip install influxdb
```
- [Conda](https://anaconda.org/conda-forge/influxdb) (📥 150K · ⏱️ 16.06.2023):
```
conda install -c conda-forge influxdb
```
cx-Oracle (🥉31 · ⭐ 880) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3
- [GitHub](https://github.com/oracle/python-cx_Oracle) (👨💻 17 · 🔀 360 · 📦 8.3K · 📋 650 - 4% open · ⏱️ 31.05.2024):
```
git clone https://github.com/oracle/python-cx_Oracle
```
- [PyPi](https://pypi.org/project/cx-Oracle) (📥 3.9M / month · 📦 420 · ⏱️ 20.07.2023):
```
pip install cx-Oracle
```
- [Conda](https://anaconda.org/conda-forge/cx_oracle):
```
conda install -c conda-forge cx_oracle
```
dataset (🥉30 · ⭐ 4.7K · 💤) - Easy-to-use data handling for SQL data stores with support for.. MIT
- [GitHub](https://github.com/pudo/dataset) (👨💻 78 · 🔀 300 · 📦 3.9K · 📋 300 - 12% open · ⏱️ 12.07.2023):
```
git clone https://github.com/pudo/dataset
```
- [PyPi](https://pypi.org/project/dataset) (📥 120K / month · 📦 130 · ⏱️ 12.07.2023):
```
pip install dataset
```
- [Conda](https://anaconda.org/conda-forge/dataset) (📥 8.9K · ⏱️ 12.07.2023):
```
conda install -c conda-forge dataset
```
confluent-kafka-python (🥉29 · ⭐ 3.6K) - Confluents Kafka Python Client. Apache-2
- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (👨💻 100 · 🔀 880 · 📦 10K):
```
git clone https://github.com/confluentinc/confluent-kafka-python
```
- [PyPi](https://pypi.org/project/confluent-kafka) (📥 15M / month · 📦 530 · ⏱️ 07.05.2024):
```
pip install confluent-kafka
```
- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (📥 890K · ⏱️ 21.05.2024):
```
conda install -c conda-forge python-confluent-kafka
```
piccolos (🥉29 · ⭐ 1.3K) - A fast, user friendly ORM and query builder which supports asyncio. MIT
- [GitHub](https://github.com/piccolo-orm/piccolo) (👨💻 43 · 🔀 85 · 📦 360 · 📋 390 - 32% open · ⏱️ 03.06.2024):
```
git clone https://github.com/piccolo-orm/piccolo
```
- [PyPi](https://pypi.org/project/piccolo) (📥 19K / month · 📦 16 · ⏱️ 31.05.2024):
```
pip install piccolo
```
pysolr (🥉29 · ⭐ 660) - Pysolr Python Solr client. BSD-3
- [GitHub](https://github.com/django-haystack/pysolr) (👨💻 72 · 🔀 340 · 📦 3.4K · 📋 160 - 18% open · ⏱️ 21.05.2024):
```
git clone https://github.com/django-haystack/pysolr
```
- [PyPi](https://pypi.org/project/pysolr) (📥 290K / month · 📦 54 · ⏱️ 13.10.2023):
```
pip install pysolr
```
- [Conda](https://anaconda.org/conda-forge/pysolr) (📥 34K · ⏱️ 16.06.2023):
```
conda install -c conda-forge pysolr
```
prisma (🥉27 · ⭐ 1.7K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2
- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (👨💻 28 · 🔀 69 · 📋 390 - 52% open · ⏱️ 30.05.2024):
```
git clone https://github.com/RobertCraigie/prisma-client-py
```
- [PyPi](https://pypi.org/project/prisma) (📥 92K / month · 📦 16 · ⏱️ 24.03.2024):
```
pip install prisma
```
HappyBase (🥉27 · ⭐ 610) - A developer-friendly Python library to interact with Apache HBase. MIT
- [GitHub](https://github.com/python-happybase/happybase) (👨💻 21 · 🔀 160 · 📦 860 · 📋 220 - 15% open · ⏱️ 04.12.2023):
```
git clone https://github.com/python-happybase/happybase
```
- [PyPi](https://pypi.org/project/happybase) (📥 38K / month · 📦 35 · ⏱️ 14.05.2019):
```
pip install happybase
```
- [Conda](https://anaconda.org/conda-forge/happybase) (📥 160K · ⏱️ 16.06.2023):
```
conda install -c conda-forge happybase
```
ODMantic (🥉26 · ⭐ 1K) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC
- [GitHub](https://github.com/art049/odmantic) (👨💻 19 · 🔀 92 · 📦 3.3K · 📋 180 - 50% open · ⏱️ 26.04.2024):
```
git clone https://github.com/art049/odmantic
```
- [PyPi](https://pypi.org/project/odmantic) (📥 30K / month · 📦 8 · ⏱️ 26.04.2024):
```
pip install odmantic
```
filedepot (🥉25 · ⭐ 160) - Toolkit for storing files and attachments in web applications. MIT
- [GitHub](https://github.com/amol-/depot) (👨💻 21 · 🔀 43 · 📦 1.1K · 📋 46 - 15% open · ⏱️ 22.02.2024):
```
git clone https://github.com/amol-/depot
```
- [PyPi](https://pypi.org/project/filedepot) (📥 13K / month · 📦 9 · ⏱️ 22.02.2024):
```
pip install filedepot
```
aioprometheus (🥉21 · ⭐ 170) - A Prometheus Python client library for asyncio-based applications. MIT
- [GitHub](https://github.com/claws/aioprometheus) (👨💻 12 · 🔀 19 · 📦 330 · 📋 36 - 33% open · ⏱️ 27.12.2023):
```
git clone https://github.com/claws/aioprometheus
```
- [PyPi](https://pypi.org/project/aioprometheus) (📥 140K / month · 📦 15 · ⏱️ 27.12.2023):
```
pip install aioprometheus
```
psycopg3 (🥉19 · ⭐ 1.5K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0
- [GitHub](https://github.com/psycopg/psycopg) (👨💻 56 · 🔀 150 · 📋 460 - 7% open · ⏱️ 04.06.2024):
```
git clone https://github.com/psycopg/psycopg
```
Show 17 hidden projects...
- psycopg2 (🥈38 · ⭐ 3.2K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution
- pyodbc (🥈35 · ⭐ 2.9K) - Python ODBC bridge. ❗️MIT-0
- google-cloud-bigtable (🥉31 · ⭐ 63) - Google Cloud Bigtable API client library. Apache-2
- gino (🥉29 · ⭐ 2.7K · 💀) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3
- redis-py-cluster (🥉29 · ⭐ 1.1K · 💀) - Python cluster client for the official redis cluster... MIT
- umongo (🥉28 · ⭐ 440 · 💀) - sync/async MongoDB ODM, yes. MIT
- 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 (🥉24 · ⭐ 320 · 💀) - SAP HANA Connector in pure Python. Apache-2
- PyMODM (🥉21 · ⭐ 350 · 💀) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
- gsheets-db-api (🥉21 · ⭐ 210 · 💀) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
- py2neo (🥉21 · ⭐ 14 · 💤) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
- PugSQL (🥉20 · ⭐ 670 · 💀) - A HugSQL-inspired database library for Python. Apache-2
- db.py (🥉19 · ⭐ 1.2K · 💀) - db.py is an easier way to interact with your databases. BSD-2
- Queries (🥉19 · ⭐ 260 · 💀) - PostgreSQL database access simplified. BSD-3
- SuperSQLite (🥉15 · ⭐ 720 · 💀) - A supercharged SQLite library for Python. MIT
- lazydata (🥉15 · ⭐ 630 · 💀) - Lazydata: Scalable data dependencies for Python projects. Apache-2
## Data Loading & Extraction
_Libraries for loading, collecting, and extracting data from a variety of data sources and formats._
Datasets (🥇43 · ⭐ 19K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2
- [GitHub](https://github.com/huggingface/datasets) (👨💻 560 · 🔀 2.5K · 📦 51K · 📋 2.9K - 24% open · ⏱️ 06.06.2024):
```
git clone https://github.com/huggingface/datasets
```
- [PyPi](https://pypi.org/project/datasets) (📥 10M / month · 📦 1.7K · ⏱️ 03.06.2024):
```
pip install datasets
```
- [Conda](https://anaconda.org/conda-forge/datasets) (📥 790K · ⏱️ 03.06.2024):
```
conda install -c conda-forge datasets
```
Faker (🥇43 · ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT
- [GitHub](https://github.com/joke2k/faker) (👨💻 580 · 🔀 1.9K · 📦 220K · 📋 720 - 2% open · ⏱️ 04.06.2024):
```
git clone https://github.com/joke2k/faker
```
- [PyPi](https://pypi.org/project/Faker) (📥 16M / month · 📦 1.8K · ⏱️ 04.06.2024):
```
pip install Faker
```
- [Conda](https://anaconda.org/conda-forge/faker) (📥 950K · ⏱️ 05.06.2024):
```
conda install -c conda-forge faker
```
Tablib (🥇36 · ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
- [GitHub](https://github.com/jazzband/tablib) (👨💻 130 · 🔀 590 · 📦 98K · 📋 260 - 12% open · ⏱️ 05.04.2024):
```
git clone https://github.com/jazzband/tablib
```
- [PyPi](https://pypi.org/project/tablib) (📥 1.9M / month · 📦 170 · ⏱️ 04.04.2024):
```
pip install tablib
```
- [Conda](https://anaconda.org/conda-forge/tablib) (📥 98K · ⏱️ 04.04.2024):
```
conda install -c conda-forge tablib
```
xlwings (🥇36 · ⭐ 2.9K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3
- [GitHub](https://github.com/xlwings/xlwings) (👨💻 65 · 🔀 480 · 📥 17K · 📦 31K · 📋 1.9K - 18% open · ⏱️ 03.06.2024):
```
git clone https://github.com/xlwings/xlwings
```
- [PyPi](https://pypi.org/project/xlwings) (📥 160K / month · 📦 150 · ⏱️ 03.06.2024):
```
pip install xlwings
```
- [Conda](https://anaconda.org/conda-forge/xlwings) (📥 770K · ⏱️ 04.06.2024):
```
conda install -c conda-forge xlwings
```
xmltodict (🥈35 · ⭐ 5.4K) - Python module that makes working with XML feel like you are working.. MIT
- [GitHub](https://github.com/martinblech/xmltodict) (👨💻 51 · 🔀 460 · 📦 67K · 📋 260 - 36% open · ⏱️ 03.05.2024):
```
git clone https://github.com/martinblech/xmltodict
```
- [PyPi](https://pypi.org/project/xmltodict) (📥 48M / month · 📦 2.9K · ⏱️ 08.05.2022):
```
pip install xmltodict
```
- [Conda](https://anaconda.org/conda-forge/xmltodict) (📥 4M · ⏱️ 16.06.2023):
```
conda install -c conda-forge xmltodict
```
python-magic (🥈35 · ⭐ 2.6K) - A python wrapper for libmagic. MIT
- [GitHub](https://github.com/ahupp/python-magic) (👨💻 63 · 🔀 270 · 📦 58K · 📋 210 - 8% open · ⏱️ 26.05.2024):
```
git clone https://github.com/ahupp/python-magic
```
- [PyPi](https://pypi.org/project/python-magic) (📥 9.2M / month · 📦 1.4K · ⏱️ 07.06.2022):
```
pip install python-magic
```
- [Conda](https://anaconda.org/conda-forge/python-magic) (📥 260K · ⏱️ 25.09.2023):
```
conda install -c conda-forge python-magic
```
gdown (🥈34 · ⭐ 4K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT
- [GitHub](https://github.com/wkentaro/gdown) (👨💻 24 · 🔀 330 · 📦 32K · 📋 170 - 19% open · ⏱️ 12.05.2024):
```
git clone https://github.com/wkentaro/gdown
```
- [PyPi](https://pypi.org/project/gdown) (📥 1.5M / month · 📦 800 · ⏱️ 12.05.2024):
```
pip install gdown
```
- [Conda](https://anaconda.org/conda-forge/gdown) (📥 280K · ⏱️ 12.05.2024):
```
conda install -c conda-forge gdown
```
smart-open (🥈34 · ⭐ 3.1K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
- [GitHub](https://github.com/piskvorky/smart_open) (👨💻 120 · 🔀 380 · 📋 390 - 16% open · ⏱️ 08.05.2024):
```
git clone https://github.com/RaRe-Technologies/smart_open
```
- [PyPi](https://pypi.org/project/smart-open) (📥 25M / month · 📦 510 · ⏱️ 26.03.2024):
```
pip install smart-open
```
- [Conda](https://anaconda.org/conda-forge/smart_open) (📥 2.5M · ⏱️ 26.03.2024):
```
conda install -c conda-forge smart_open
```
csvkit (🥈33 · ⭐ 5.9K) - A suite of utilities for converting to and working with CSV, the king of.. MIT
- [GitHub](https://github.com/wireservice/csvkit) (👨💻 110 · 🔀 600 · 📦 1.6K · 📋 910 - 3% open · ⏱️ 22.05.2024):
```
git clone https://github.com/wireservice/csvkit
```
- [PyPi](https://pypi.org/project/csvkit) (📥 140K / month · 📦 39 · ⏱️ 01.05.2024):
```
pip install csvkit
```
- [Conda](https://anaconda.org/conda-forge/csvkit) (📥 110K · ⏱️ 02.05.2024):
```
conda install -c conda-forge csvkit
```
pandas-datareader (🥈32 · ⭐ 2.8K · 💤) - Extract data from a wide range of Internet sources.. BSD-3
- [GitHub](https://github.com/pydata/pandas-datareader) (👨💻 92 · 🔀 670 · 📦 24K · 📋 540 - 26% open · ⏱️ 24.10.2023):
```
git clone https://github.com/pydata/pandas-datareader
```
- [PyPi](https://pypi.org/project/pandas-datareader) (📥 500K / month · 📦 260 · ⏱️ 13.07.2021):
```
pip install pandas-datareader
```
- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (📥 360K · ⏱️ 16.06.2023):
```
conda install -c conda-forge pandas-datareader
```
Intake (🥈32 · ⭐ 990) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
- [GitHub](https://github.com/intake/intake) (👨💻 89 · 🔀 140 · 📦 2.4K · 📋 380 - 28% open · ⏱️ 05.06.2024):
```
git clone https://github.com/intake/intake
```
- [PyPi](https://pypi.org/project/intake) (📥 67K / month · 📦 170 · ⏱️ 24.04.2024):
```
pip install intake
```
- [Conda](https://anaconda.org/conda-forge/intake) (📥 590K · ⏱️ 24.04.2024):
```
conda install -c conda-forge intake
```
snorkel (🥉31 · ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2
- [GitHub](https://github.com/snorkel-team/snorkel) (👨💻 81 · 🔀 860 · 📥 1.1K · 📦 520 · 📋 980 - 1% open · ⏱️ 27.02.2024):
```
git clone https://github.com/snorkel-team/snorkel
```
- [PyPi](https://pypi.org/project/snorkel) (📥 35K / month · 📦 18 · ⏱️ 27.02.2024):
```
pip install snorkel
```
- [Conda](https://anaconda.org/conda-forge/snorkel) (📥 50K · ⏱️ 28.02.2024):
```
conda install -c conda-forge snorkel
```
textract (🥉27 · ⭐ 3.8K) - extract text from any document. no muss. no fuss. MIT
- [GitHub](https://github.com/deanmalmgren/textract) (👨💻 41 · 🔀 580 · 📋 260 - 50% open · ⏱️ 10.03.2024):
```
git clone https://github.com/deanmalmgren/textract
```
- [PyPi](https://pypi.org/project/textract) (📥 290K / month · 📦 58 · ⏱️ 10.03.2022):
```
pip install textract
```
- [Conda](https://anaconda.org/conda-forge/textract) (📥 24K · ⏱️ 16.06.2023):
```
conda install -c conda-forge textract
```
img2dataset (🥉27 · ⭐ 3.4K) - Easily turn large sets of image urls to an image dataset. Can.. MIT
- [GitHub](https://github.com/rom1504/img2dataset) (👨💻 34 · 🔀 310 · 📥 1.7K · 📦 150 · 📋 250 - 43% open · ⏱️ 22.02.2024):
```
git clone https://github.com/rom1504/img2dataset
```
- [PyPi](https://pypi.org/project/img2dataset) (📥 22K / month · 📦 2 · ⏱️ 22.01.2024):
```
pip install img2dataset
```
deepdish (🥉24 · ⭐ 270) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
- [GitHub](https://github.com/uchicago-cs/deepdish) (👨💻 11 · 🔀 58 · 📦 880 · 📋 42 - 42% open · ⏱️ 29.05.2024):
```
git clone https://github.com/uchicago-cs/deepdish
```
- [PyPi](https://pypi.org/project/deepdish) (📥 18K / month · 📦 64 · ⏱️ 24.09.2021):
```
pip install deepdish
```
- [Conda](https://anaconda.org/conda-forge/deepdish) (📥 96K · ⏱️ 16.06.2023):
```
conda install -c conda-forge deepdish
```
camelot (🥉23 · ⭐ 2.7K · 💤) - A Python library to extract tabular data from PDFs. MIT
- [GitHub](https://github.com/camelot-dev/camelot) (👨💻 46 · 🔀 430 · 📋 380 - 70% open · ⏱️ 02.10.2023):
```
git clone https://github.com/camelot-dev/camelot
```
- [PyPi](https://pypi.org/project/camelot) (📥 6.4K / month · 📦 6 · ⏱️ 15.12.2021):
```
pip install camelot
```
rows (🥉23 · ⭐ 860) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0
- [GitHub](https://github.com/turicas/rows) (👨💻 31 · 🔀 140 · 📥 38 · 📦 170 · 📋 320 - 52% open · ⏱️ 16.05.2024):
```
git clone https://github.com/turicas/rows
```
- [PyPi](https://pypi.org/project/rows) (📥 1.4K / month · 📦 6 · ⏱️ 15.12.2021):
```
pip install rows
```
excalibur (🥉21 · ⭐ 1.5K · 💤) - A web interface to extract tabular data from PDFs. MIT
- [GitHub](https://github.com/camelot-dev/excalibur) (👨💻 13 · 🔀 220 · 📥 12K · 📋 130 - 68% open · ⏱️ 15.07.2023):
```
git clone https://github.com/camelot-dev/excalibur
```
- [PyPi](https://pypi.org/project/excalibur-py) (📥 1.5K / month · ⏱️ 21.03.2020):
```
pip install excalibur-py
```
Upgini (🥉21 · ⭐ 300) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
- [GitHub](https://github.com/upgini/upgini) (👨💻 12 · 🔀 25 · 📦 6 · ⏱️ 01.06.2024):
```
git clone https://github.com/upgini/upgini
```
- [PyPi](https://pypi.org/project/upgini) (📥 8.5K / month · ⏱️ 05.06.2024):
```
pip install upgini
```
Squirrel (🥉17 · ⭐ 280) - A Python library that enables ML teams to share, load, and transform.. Apache-2
- [GitHub](https://github.com/merantix-momentum/squirrel-core) (👨💻 19 · 🔀 8 · 📦 2 · 📋 14 - 21% open · ⏱️ 08.05.2024):
```
git clone https://github.com/merantix-momentum/squirrel-core
```
- [PyPi](https://pypi.org/project/squirrel-core) (📥 1.3K / month · ⏱️ 08.05.2024):
```
pip install squirrel-core
```
- [Conda](https://anaconda.org/anaconda/squirrel-core) (📦 1 · ⏱️ 18.11.2022):
```
conda install -c anaconda squirrel-core
```
Show 10 hidden projects...
- xlrd (🥈33 · ⭐ 2.1K · 💀) - Please use openpyxl where you can... BSD-3
- SDV (🥉31 · ⭐ 2.2K) - Synthetic data generation for tabular data. ❗️SSPL-1.0
- PDFMiner (🥉27 · ⭐ 5.2K · 💀) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
- tabulator-py (🥉27 · ⭐ 240 · 💀) - Python library for reading and writing tabular data via streams. MIT
- Singer (🥉26 · ⭐ 1.2K · 💀) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0
- messytables (🥉24 · ⭐ 390 · 💀) - Tools for parsing messy tabular data. This is now superseded by.. MIT
- pyexcel-xlsx (🥉23 · ⭐ 110 · 💀) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
- borb (🥉22 · ⭐ 3.3K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed
- datatest (🥉21 · ⭐ 290 · 💀) - Tools for test driven data-wrangling and data validation. Apache-2
- csvs-to-sqlite (🥉15 · ⭐ 860 · 💀) - Convert CSV files into a SQLite database. Apache-2
## Data Pipelines & Streaming
_Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._
Airflow (🥇49 · ⭐ 35K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
- [GitHub](https://github.com/apache/airflow) (👨💻 3.3K · 🔀 14K · 📥 620K · 📦 11K · 📋 9.3K - 10% open · ⏱️ 06.06.2024):
```
git clone https://github.com/apache/airflow
```
- [PyPi](https://pypi.org/project/apache-airflow) (📥 24M / month · 📦 470 · ⏱️ 06.06.2024):
```
pip install apache-airflow
```
- [Conda](https://anaconda.org/conda-forge/airflow) (📥 1.1M · ⏱️ 07.05.2024):
```
conda install -c conda-forge airflow
```
- [Docker Hub](https://hub.docker.com/r/apache/airflow) (📥 1.3B · ⭐ 520 · ⏱️ 06.06.2024):
```
docker pull apache/airflow
```
Celery (🥇46 · ⭐ 24K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
- [GitHub](https://github.com/celery/celery) (👨💻 1.4K · 🔀 4.6K · 📦 130K · 📋 5.1K - 14% open · ⏱️ 05.06.2024):
```
git clone https://github.com/celery/celery
```
- [PyPi](https://pypi.org/project/celery) (📥 11M / month · 📦 1.7K · ⏱️ 17.04.2024):
```
pip install celery
```
- [Conda](https://anaconda.org/conda-forge/celery) (📥 1.7M · ⏱️ 30.12.2023):
```
conda install -c conda-forge celery
```
Beam (🥇44 · ⭐ 7.6K) - Unified programming model to define and execute data processing.. Apache-2
- [GitHub](https://github.com/apache/beam) (👨💻 1.6K · 🔀 4.1K · 📦 7.1K · 📋 6.8K - 64% open · ⏱️ 06.06.2024):
```
git clone https://github.com/apache/beam
```
- [PyPi](https://pypi.org/project/apache-beam) (📥 8.6M / month · 📦 150 · ⏱️ 02.05.2024):
```
pip install apache-beam
```
- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (📥 77K · ⏱️ 08.05.2024):
```
conda install -c conda-forge apache-beam-with-aws
```
Prefect (🥇43 · ⭐ 15K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2
- [GitHub](https://github.com/PrefectHQ/prefect) (👨💻 470 · 🔀 1.5K · 📦 4.9K · 📋 5K - 17% open · ⏱️ 06.06.2024):
```
git clone https://github.com/PrefectHQ/prefect
```
- [PyPi](https://pypi.org/project/prefect) (📥 1.7M / month · 📦 250 · ⏱️ 04.06.2024):
```
pip install prefect
```
- [Conda](https://anaconda.org/conda-forge/prefect) (📥 660K · ⏱️ 05.06.2024):
```
conda install -c conda-forge prefect
```
Dagster (🥇42 · ⭐ 10K) - An orchestration platform for the development, production, and.. Apache-2
- [GitHub](https://github.com/dagster-io/dagster) (👨💻 430 · 🔀 1.3K · 📦 2.4K · 📋 7.4K - 33% open · ⏱️ 06.06.2024):
```
git clone https://github.com/dagster-io/dagster
```
- [PyPi](https://pypi.org/project/dagster) (📥 980K / month · 📦 170 · ⏱️ 30.05.2024):
```
pip install dagster
```
- [Conda](https://anaconda.org/conda-forge/dagster) (📥 1.2M · ⏱️ 31.05.2024):
```
conda install -c conda-forge dagster
```
Great Expectations (🥈40 · ⭐ 9.6K) - Always know what to expect from your data. Apache-2
- [GitHub](https://github.com/great-expectations/great_expectations) (👨💻 430 · 🔀 1.5K · 📋 1.9K - 11% open · ⏱️ 06.06.2024):
```
git clone https://github.com/great-expectations/great_expectations
```
- [PyPi](https://pypi.org/project/great_expectations) (📥 21M / month · 📦 92 · ⏱️ 28.05.2024):
```
pip install great_expectations
```
- [Conda](https://anaconda.org/conda-forge/great-expectations) (📥 810K · ⏱️ 29.05.2024):
```
conda install -c conda-forge great-expectations
```
joblib (🥈40 · ⭐ 3.7K) - Computing with Python functions. BSD-3
- [GitHub](https://github.com/joblib/joblib) (👨💻 130 · 🔀 410 · 📦 450K · 📋 900 - 45% open · ⏱️ 02.05.2024):
```
git clone https://github.com/joblib/joblib
```
- [PyPi](https://pypi.org/project/joblib) (📥 54M / month · 📦 6K · ⏱️ 02.05.2024):
```
pip install joblib
```
- [Conda](https://anaconda.org/conda-forge/joblib) (📥 26M · ⏱️ 02.05.2024):
```
conda install -c conda-forge joblib
```
rq (🥈39 · ⭐ 9.6K) - Simple job queues for Python. BSD-3
- [GitHub](https://github.com/rq/rq) (👨💻 320 · 🔀 1.4K · 📦 17K · 📋 1.2K - 17% open · ⏱️ 26.05.2024):
```
git clone https://github.com/rq/rq
```
- [PyPi](https://pypi.org/project/rq) (📥 1.4M / month · 📦 220 · ⏱️ 01.05.2024):
```
pip install rq
```
- [Conda](https://anaconda.org/conda-forge/rq) (📥 110K · ⏱️ 26.03.2024):
```
conda install -c conda-forge rq
```
luigi (🥈38 · ⭐ 17K · 📈) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2
- [GitHub](https://github.com/spotify/luigi) (👨💻 620 · 🔀 2.4K · 📦 2.4K · 📋 1K - 12% open · ⏱️ 20.05.2024):
```
git clone https://github.com/spotify/luigi
```
- [PyPi](https://pypi.org/project/luigi) (📥 480K / month · 📦 140 · ⏱️ 20.05.2024):
```
pip install luigi
```
- [Conda](https://anaconda.org/anaconda/luigi) (📥 14K · 📦 3 · ⏱️ 16.06.2023):
```
conda install -c anaconda luigi
```
Kedro (🥈38 · ⭐ 9.4K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2
- [GitHub](https://github.com/kedro-org/kedro) (👨💻 230 · 🔀 870 · 📦 2.4K · 📋 1.8K - 14% open · ⏱️ 06.06.2024):
```
git clone https://github.com/kedro-org/kedro
```
- [PyPi](https://pypi.org/project/kedro) (📥 560K / month · 📦 110 · ⏱️ 27.05.2024):
```
pip install kedro
```
dbt (🥈38 · ⭐ 9.1K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2
- [GitHub](https://github.com/dbt-labs/dbt-core) (👨💻 320 · 🔀 1.5K · 📥 4.1K · 📦 5.1K · 📋 5.2K - 10% open · ⏱️ 05.06.2024):
```
git clone https://github.com/dbt-labs/dbt-core
```
- [PyPi](https://pypi.org/project/dbt) (📥 47K / month · 📦 35 · ⏱️ 04.06.2024):
```
pip install dbt
```
- [Conda](https://anaconda.org/conda-forge/dbt) (📥 260K · ⏱️ 16.06.2023):
```
conda install -c conda-forge dbt
```
petl (🥈35 · ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT
- [GitHub](https://github.com/petl-developers/petl) (👨💻 64 · 🔀 190 · 📦 3.7K · 📋 460 - 18% open · ⏱️ 17.04.2024):
```
git clone https://github.com/petl-developers/petl
```
- [PyPi](https://pypi.org/project/petl) (📥 1.6M / month · 📦 44 · ⏱️ 12.03.2024):
```
pip install petl
```
- [Conda](https://anaconda.org/conda-forge/petl) (📥 230K · ⏱️ 13.03.2024):
```
conda install -c conda-forge petl
```
Activeloop (🥈33 · ⭐ 7.8K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0
- [GitHub](https://github.com/activeloopai/deeplake) (👨💻 130 · 🔀 600 · 📦 2.8K · 📋 450 - 11% open · ⏱️ 05.06.2024):
```
git clone https://github.com/activeloopai/Hub
```
- [PyPi](https://pypi.org/project/hub) (📥 4.7K / month · 📦 4 · ⏱️ 02.02.2023):
```
pip install hub
```
zenml (🥈32 · ⭐ 3.7K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2
- [GitHub](https://github.com/zenml-io/zenml) (👨💻 93 · 🔀 400 · 📥 1 · 📦 540 · 📋 320 - 23% open · ⏱️ 27.05.2024):
```
git clone https://github.com/zenml-io/zenml
```
- [PyPi](https://pypi.org/project/zenml) (📥 42K / month · 📦 3 · ⏱️ 27.05.2024):
```
pip install zenml
```
whylogs (🥈31 · ⭐ 2.6K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2
- [GitHub](https://github.com/whylabs/whylogs) (👨💻 34 · 🔀 120 · 📥 27 · 📦 260 · 📋 430 - 2% open · ⏱️ 29.05.2024):
```
git clone https://github.com/whylabs/whylogs
```
- [PyPi](https://pypi.org/project/whylogs) (📥 530K / month · 📦 7 · ⏱️ 22.05.2024):
```
pip install whylogs
```
arq (🥈31 · ⭐ 2K) - Fast job queuing and RPC in python with asyncio and redis. MIT
- [GitHub](https://github.com/samuelcolvin/arq) (👨💻 61 · 🔀 160 · 📦 620 · 📋 220 - 30% open · ⏱️ 01.05.2024):
```
git clone https://github.com/samuelcolvin/arq
```
- [PyPi](https://pypi.org/project/arq) (📥 97K / month · 📦 31 · ⏱️ 01.05.2024):
```
pip install arq
```
- [Conda](https://anaconda.org/conda-forge/arq) (📥 10K · ⏱️ 02.05.2024):
```
conda install -c conda-forge arq
```
huey (🥉30 · ⭐ 4.9K) - a little task queue for python. MIT
- [GitHub](https://github.com/coleifer/huey) (👨💻 67 · 🔀 360 · 📦 1.5K · ⏱️ 05.06.2024):
```
git clone https://github.com/coleifer/huey
```
- [PyPi](https://pypi.org/project/huey) (📥 100K / month · 📦 70 · ⏱️ 20.09.2023):
```
pip install huey
```
- [Conda](https://anaconda.org/conda-forge/huey) (📥 34K · ⏱️ 16.06.2023):
```
conda install -c conda-forge huey
```
ploomber (🥉29 · ⭐ 3.4K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
- [GitHub](https://github.com/ploomber/ploomber) (👨💻 80 · 🔀 230 · 📦 130 · 📋 860 - 11% open · ⏱️ 20.02.2024):
```
git clone https://github.com/ploomber/ploomber
```
- [PyPi](https://pypi.org/project/ploomber) (📥 6.9K / month · 📦 11 · ⏱️ 08.02.2024):
```
pip install ploomber
```
- [Conda](https://anaconda.org/conda-forge/ploomber) (📥 91K · ⏱️ 09.02.2024):
```
conda install -c conda-forge ploomber
```
mleap (🥉28 · ⭐ 1.5K · 💤) - MLeap: Deploy ML Pipelines to Production. Apache-2
- [GitHub](https://github.com/combust/mleap) (👨💻 85 · 🔀 310 · 📦 230 · 📋 480 - 23% open · ⏱️ 14.11.2023):
```
git clone https://github.com/combust/mleap
```
- [PyPi](https://pypi.org/project/mleap) (📥 170K / month · 📦 11 · ⏱️ 14.11.2023):
```
pip install mleap
```
- [Conda](https://anaconda.org/conda-forge/mleap) (📥 81K · ⏱️ 15.11.2023):
```
conda install -c conda-forge mleap
```
PyFunctional (🥉27 · ⭐ 2.4K) - Python library for creating data pipelines with chain functional.. MIT
- [GitHub](https://github.com/EntilZha/PyFunctional) (👨💻 31 · 🔀 130 · 📦 800 · 📋 140 - 10% open · ⏱️ 13.03.2024):
```
git clone https://github.com/EntilZha/PyFunctional
```
- [PyPi](https://pypi.org/project/pyfunctional) (📥 170K / month · 📦 27 · ⏱️ 13.03.2024):
```
pip install pyfunctional
```
streamparse (🥉25 · ⭐ 1.5K) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
- [GitHub](https://github.com/pystorm/streamparse) (👨💻 45 · 🔀 220 · 📦 65 · 📋 340 - 21% open · ⏱️ 21.04.2024):
```
git clone https://github.com/Parsely/streamparse
```
- [PyPi](https://pypi.org/project/streamparse) (📥 1.7K / month · 📦 2 · ⏱️ 10.01.2022):
```
pip install streamparse
```
TaskTiger (🥉25 · ⭐ 1.4K) - Python task queue using Redis. MIT
- [GitHub](https://github.com/closeio/tasktiger) (👨💻 30 · 🔀 81 · 📦 30 · 📋 84 - 51% open · ⏱️ 25.04.2024):
```
git clone https://github.com/closeio/tasktiger
```
- [PyPi](https://pypi.org/project/tasktiger) (📥 4.4K / month · 📦 2 · ⏱️ 25.04.2024):
```
pip install tasktiger
```
dbnd (🥉25 · ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
- [GitHub](https://github.com/databand-ai/dbnd) (👨💻 82 · 🔀 34 · 📦 36 · 📋 30 - 86% open · ⏱️ 19.05.2024):
```
git clone https://github.com/databand-ai/dbnd
```
- [PyPi](https://pypi.org/project/dbnd) (📥 270K / month · 📦 26 · ⏱️ 19.05.2024):
```
pip install dbnd
```
Databolt Flow (🥉19 · ⭐ 950 · 💤) - Python library for building highly effective data science.. MIT
- [GitHub](https://github.com/d6t/d6tflow) (👨💻 13 · 🔀 77 · 📦 28 · 📋 24 - 45% open · ⏱️ 20.07.2023):
```
git clone https://github.com/d6t/d6tflow
```
- [PyPi](https://pypi.org/project/d6tflow) (📥 270 / month · ⏱️ 20.02.2024):
```
pip install d6tflow
```
BatchFlow (🥉19 · ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
- [GitHub](https://github.com/analysiscenter/batchflow) (👨💻 37 · 🔀 44 · 📦 9 · 📋 110 - 29% open · ⏱️ 18.05.2024):
```
git clone https://github.com/analysiscenter/batchflow
```
- [PyPi](https://pypi.org/project/batchflow) (📥 210 / month · ⏱️ 01.08.2023):
```
pip install batchflow
```
flupy (🥉18 · ⭐ 190) - Fluent data pipelines for python and your shell. MIT
- [GitHub](https://github.com/olirice/flupy) (👨💻 6 · 🔀 15 · 📋 14 - 14% open · ⏱️ 27.02.2024):
```
git clone https://github.com/olirice/flupy
```
- [PyPi](https://pypi.org/project/flupy) (📥 230K / month · ⏱️ 21.10.2022):
```
pip install flupy
```
Mara Pipelines (🥉16 · ⭐ 2.1K) - A lightweight opinionated ETL framework, halfway between plain.. MIT
- [GitHub](https://github.com/mara/mara-pipelines) (👨💻 17 · 🔀 100 · 📋 42 - 61% open · ⏱️ 07.12.2023):
```
git clone https://github.com/mara/mara-pipelines
```
- [PyPi](https://pypi.org/project/mara-pipelines) (📥 59 / month · 📦 1 · ⏱️ 06.12.2023):
```
pip install mara-pipelines
```
Show 16 hidden projects...
- mrjob (🥈31 · ⭐ 2.6K · 💀) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
- faust (🥉29 · ⭐ 6.7K · 💀) - Python Stream Processing. BSD-3
- Optimus (🥉25 · ⭐ 1.4K · 💀) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark
- bonobo (🥉24 · ⭐ 1.6K · 💀) - Extract Transform Load for Python 3.5+. Apache-2
- Pypeline (🥉24 · ⭐ 1.5K · 💀) - Concurrent data pipelines in Python . MIT
- pysparkling (🥉23 · ⭐ 260 · 💀) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT
- dpark (🥉22 · ⭐ 2.7K · 💀) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark
- pdpipe (🥉20 · ⭐ 720 · 💀) - Easy pipelines for pandas DataFrames. MIT
- spark-deep-learning (🥉19 · ⭐ 2K · 💀) - Deep Learning Pipelines for Apache Spark. Apache-2 spark
- mrq (🥉19 · ⭐ 880 · 💀) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
- riko (🥉18 · ⭐ 1.6K · 💀) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
- bodywork-core (🥉17 · ⭐ 430 · 💀) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0
- kale (🥉16 · ⭐ 630 · 💀) - Kubeflows superfood for Data Scientists. Apache-2 jupyter
- Botflow (🥉15 · ⭐ 1.2K · 💀) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
- RasgoQL (🥉13 · ⭐ 270 · 💀) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0
- datajob (🥉13 · ⭐ 110 · 💀) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2
## File Formats
PyYAML (🥇38 · ⭐ 2.4K · 💤) - Canonical source repository for PyYAML. MIT
- [GitHub](https://github.com/yaml/pyyaml) (👨💻 40 · 🔀 500 · 📦 1.2M · 📋 610 - 46% open · ⏱️ 14.11.2023):
```
git clone https://github.com/yaml/pyyaml
```
- [PyPi](https://pypi.org/project/pyyaml) (📥 320M / month · 📦 37K · ⏱️ 18.07.2023):
```
pip install pyyaml
```
- [Conda](https://anaconda.org/conda-forge/pyyaml) (📥 45M · ⏱️ 22.09.2023):
```
conda install -c conda-forge pyyaml
```
XlsxWriter (🥉36 · ⭐ 3.5K) - A Python module for creating Excel XLSX files. BSD-2
- [GitHub](https://github.com/jmcnamara/XlsxWriter) (👨💻 52 · 🔀 620 · 📦 78K · 📋 940 - 1% open · ⏱️ 06.04.2024):
```
git clone https://github.com/jmcnamara/XlsxWriter
```
- [PyPi](https://pypi.org/project/xlsxwriter) (📥 22M / month · 📦 1.6K · ⏱️ 18.02.2024):
```
pip install xlsxwriter
```
- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (📥 3.3M · ⏱️ 05.11.2023):
```
conda install -c conda-forge xlsxwriter
```
Show 1 hidden projects...
- jmespath (🥉32 · ⭐ 2.1K · 💀) - JMESPath is a query language for JSON. MIT
## Code Inspection
deepdiff (🥇36 · ⭐ 1.9K) - DeepDiff: Deep Difference and search of any Python object/data... MIT
- [GitHub](https://github.com/seperman/deepdiff) (👨💻 81 · 🔀 210 · 📦 11K · 📋 290 - 20% open · ⏱️ 08.04.2024):
```
git clone https://github.com/seperman/deepdiff
```
- [PyPi](https://pypi.org/project/deepdiff) (📥 12M / month · 📦 830 · ⏱️ 08.04.2024):
```
pip install deepdiff
```
- [Conda](https://anaconda.org/conda-forge/deepdiff) (📥 440K · ⏱️ 09.04.2024):
```
conda install -c conda-forge deepdiff
```
Show 3 hidden projects...
- importlib-resources (🥈31 · ⭐ 58) - Backport of the importlib.resources module. Apache-2
- typing_inspect (🥉25 · ⭐ 330 · 💀) - Runtime inspection utilities for Python typing module. MIT
- entrypoints (🥉23 · ⭐ 74 · 💀) - Discover and load entry points from installed packages. MIT
## General Utilities
attrs (🥇42 · ⭐ 5.1K · 📉) - Python Classes Without Boilerplate. MIT
- [GitHub](https://github.com/python-attrs/attrs) (👨💻 160 · 🔀 360 · 📦 1M · 📋 710 - 18% open · ⏱️ 03.06.2024):
```
git clone https://github.com/python-attrs/attrs
```
- [PyPi](https://pypi.org/project/attrs) (📥 210M / month · 📦 7.9K · ⏱️ 31.12.2023):
```
pip install attrs
```
- [Conda](https://anaconda.org/conda-forge/attrs) (📥 37M · ⏱️ 31.12.2023):
```
conda install -c conda-forge attrs
```
more-itertools (🥇39 · ⭐ 3.5K) - More routines for operating on iterables, beyond itertools. MIT
- [GitHub](https://github.com/more-itertools/more-itertools) (👨💻 120 · 🔀 270 · 📥 3K · 📦 220K · 📋 310 - 7% open · ⏱️ 02.06.2024):
```
git clone https://github.com/more-itertools/more-itertools
```
- [PyPi](https://pypi.org/project/more-itertools) (📥 82M / month · 📦 3.4K · ⏱️ 08.01.2024):
```
pip install more-itertools
```
- [Conda](https://anaconda.org/conda-forge/more-itertools) (📥 15M · ⏱️ 08.01.2024):
```
conda install -c conda-forge more-itertools
```
toolz (🥈37 · ⭐ 4.5K) - A functional standard library for Python. BSD-3
- [GitHub](https://github.com/pytoolz/toolz) (👨💻 77 · 🔀 260 · 📦 160K · 📋 270 - 46% open · ⏱️ 24.01.2024):
```
git clone https://github.com/pytoolz/toolz
```
- [PyPi](https://pypi.org/project/toolz) (📥 34M / month · 📦 1.4K · ⏱️ 24.01.2024):
```
pip install toolz
```
- [Conda](https://anaconda.org/conda-forge/toolz) (📥 21M · ⏱️ 24.01.2024):
```
conda install -c conda-forge toolz
```
boltons (🥈35 · ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3
- [GitHub](https://github.com/mahmoud/boltons) (👨💻 90 · 🔀 350 · 📥 30 · 📦 7.3K · 📋 180 - 39% open · ⏱️ 28.04.2024):
```
git clone https://github.com/mahmoud/boltons
```
- [PyPi](https://pypi.org/project/boltons) (📥 4.4M / month · 📦 350 · ⏱️ 31.03.2024):
```
pip install boltons
```
- [Conda](https://anaconda.org/conda-forge/boltons) (📥 5M · ⏱️ 01.04.2024):
```
conda install -c conda-forge boltons
```
tenacity (🥈33 · ⭐ 6.1K) - Retrying library for Python. Apache-2
- [GitHub](https://github.com/jd/tenacity) (👨💻 92 · 🔀 260 · 📋 260 - 39% open · ⏱️ 14.03.2024):
```
git clone https://github.com/jd/tenacity
```
- [PyPi](https://pypi.org/project/tenacity) (📥 67M / month · 📦 2.4K · ⏱️ 07.05.2024):
```
pip install tenacity
```
- [Conda](https://anaconda.org/conda-forge/tenacity) (📥 6.8M · ⏱️ 09.05.2024):
```
conda install -c conda-forge tenacity
```
returns (🥉31 · ⭐ 3.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2
- [GitHub](https://github.com/dry-python/returns) (👨💻 49 · 🔀 110 · 📦 560 · 📋 420 - 15% open · ⏱️ 04.06.2024):
```
git clone https://github.com/dry-python/returns
```
- [PyPi](https://pypi.org/project/returns) (📥 180K / month · 📦 59 · ⏱️ 26.08.2023):
```
pip install returns
```
- [Conda](https://anaconda.org/conda-forge/returns) (📥 9.6K · ⏱️ 28.08.2023):
```
conda install -c conda-forge returns
```
funcy (🥉30 · ⭐ 3.3K) - A fancy and practical functional tools. BSD-3
- [GitHub](https://github.com/Suor/funcy) (👨💻 33 · 🔀 140 · 📦 11K · 📋 81 - 11% open · ⏱️ 01.05.2024):
```
git clone https://github.com/Suor/funcy
```
- [PyPi](https://pypi.org/project/funcy) (📥 1.5M / month · 📦 370 · ⏱️ 28.03.2023):
```
pip install funcy
```
- [Conda](https://anaconda.org/conda-forge/funcy) (📥 430K · ⏱️ 16.06.2023):
```
conda install -c conda-forge funcy
```
natsort (🥉29 · ⭐ 860) - Simple yet flexible natural sorting in Python. MIT
- [GitHub](https://github.com/SethMMorton/natsort) (👨💻 22 · 🔀 50 · 📦 29K · 📋 94 - 2% open · ⏱️ 04.03.2024):
```
git clone https://github.com/SethMMorton/natsort
```
- [PyPi](https://pypi.org/project/natsort) (📥 4.9M / month · 📦 1.3K · ⏱️ 20.06.2023):
```
pip install natsort
```
- [Conda](https://anaconda.org/conda-forge/natsort) (📥 1.6M · ⏱️ 20.06.2023):
```
conda install -c conda-forge natsort
```
ubelt (🥉24 · ⭐ 710) - A Python utility library with a stdlib like feel and extra batteries... Apache-2
- [GitHub](https://github.com/Erotemic/ubelt) (👨💻 4 · 🔀 42 · 📥 13 · 📋 15 - 13% open · ⏱️ 26.04.2024):
```
git clone https://github.com/Erotemic/ubelt
```
- [PyPi](https://pypi.org/project/ubelt) (📥 22K / month · 📦 100 · ⏱️ 20.03.2024):
```
pip install ubelt
```
- [Conda](https://anaconda.org/conda-forge/ubelt) (📥 91K · ⏱️ 20.03.2024):
```
conda install -c conda-forge ubelt
```
Show 6 hidden projects...
- python-dependency-injector (🥈32 · ⭐ 3.6K · 💀) - Dependency injection framework for Python. BSD-3
- retrying (🥉27 · ⭐ 1.9K · 💀) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
- ratelimit (🥉25 · ⭐ 720 · 💀) - API Rate Limit Decorator. MIT
- pinject (🥉24 · ⭐ 1.3K · 💀) - A pythonic dependency injection library. Apache-2
- CommonRegex (🥉23 · ⭐ 1.6K · 💀) - A collection of common regular expressions bundled with an easy.. MIT
- pampy (🥉22 · ⭐ 3.5K · 💀) - Pampy: The Pattern Matching for Python you always dreamed of. MIT
## Python Implementations
cpython (🥇52 · ⭐ 60K) - The Python programming language. MIT
- [GitHub](https://github.com/python/cpython) (👨💻 2.9K · 🔀 29K · 📦 610K · 📋 69K - 12% open · ⏱️ 06.06.2024):
```
git clone https://github.com/python/cpython
```
- [PyPi](https://pypi.org/project/cpython) (📥 54 / month · 📦 20 · ⏱️ 22.07.2020):
```
pip install cpython
```
- [Conda](https://anaconda.org/conda-forge/typing) (📥 3M · ⏱️ 17.05.2024):
```
conda install -c conda-forge typing
```
- [npm](https://www.npmjs.com/package/@buckpkg/python) (📦 6 · ⏱️ 03.08.2017):
```
npm install @buckpkg/python
```
micropython (🥈33 · ⭐ 19K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0
- [GitHub](https://github.com/micropython/micropython) (👨💻 630 · 🔀 7.4K · 📥 79K · 📋 5.6K - 32% open · ⏱️ 06.06.2024):
```
git clone https://github.com/micropython/micropython
```
- [PyPi](https://pypi.org/project/micropython-_markupbase) (⏱️ 10.10.2016):
```
pip install micropython-_markupbase
```
Show 4 hidden projects...
- grumpy (🥈23 · ⭐ 11K · 💀) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2
- pyston (🥉22 · ⭐ 2.5K · 💀) - A faster and highly-compatible implementation of the Python.. Apache-2
- stackless (🥉17 · ⭐ 1K · 💀) - The Stackless Python programming language. ❗Unlicensed
- cl-python (🥉11 · ⭐ 360 · 💤) - An implementation of Python in Common Lisp. ❗Unlicensed
## Others
Pygments (🥇43 · ⭐ 1.7K) - Pygments is a generic syntax highlighter written in Python. BSD-2
- [GitHub](https://github.com/pygments/pygments) (👨💻 840 · 🔀 620 · 📦 740K · 📋 1.8K - 23% open · ⏱️ 20.05.2024):
```
git clone https://github.com/pygments/pygments
```
- [PyPi](https://pypi.org/project/pygments) (📥 110M / month · 📦 6.9K · ⏱️ 04.05.2024):
```
pip install pygments
```
- [Conda](https://anaconda.org/conda-forge/pygments) (📥 30M · ⏱️ 04.05.2024):
```
conda install -c conda-forge pygments
```
cookiecutter (🥇41 · ⭐ 22K) - A cross-platform command-line utility that creates projects from.. BSD-3
- [GitHub](https://github.com/cookiecutter/cookiecutter) (👨💻 320 · 🔀 2K · 📦 28K · 📋 880 - 26% open · ⏱️ 06.06.2024):
```
git clone https://github.com/cookiecutter/cookiecutter
```
- [PyPi](https://pypi.org/project/cookiecutter) (📥 4.1M / month · 📦 830 · ⏱️ 21.02.2024):
```
pip install cookiecutter
```
- [Conda](https://anaconda.org/conda-forge/cookiecutter) (📥 1M · ⏱️ 22.02.2024):
```
conda install -c conda-forge cookiecutter
```
pyparsing (🥇40 · ⭐ 2.1K) - Python library for creating PEG parsers. MIT
- [GitHub](https://github.com/pyparsing/pyparsing) (👨💻 66 · 🔀 280 · 📥 11K · 📦 1M · 📋 350 - 13% open · ⏱️ 03.06.2024):
```
git clone https://github.com/pyparsing/pyparsing
```
- [PyPi](https://pypi.org/project/pyparsing) (📥 120M / month · 📦 4.8K · ⏱️ 06.03.2024):
```
pip install pyparsing
```
- [Conda](https://anaconda.org/conda-forge/pyparsing) (📥 44M · ⏱️ 06.03.2024):
```
conda install -c conda-forge pyparsing
```
pycparser (🥈38 · ⭐ 3.2K) - Complete C99 parser in pure Python. BSD-3
- [GitHub](https://github.com/eliben/pycparser) (👨💻 84 · 🔀 600 · 📦 820K · 📋 360 - 9% open · ⏱️ 15.04.2024):
```
git clone https://github.com/eliben/pycparser
```
- [PyPi](https://pypi.org/project/pycparser) (📥 240M / month · 📦 2.1K · ⏱️ 30.03.2024):
```
pip install pycparser
```
- [Conda](https://anaconda.org/conda-forge/pycparser) (📥 39M · ⏱️ 30.03.2024):
```
conda install -c conda-forge pycparser
```
py4j (🥈35 · ⭐ 1.2K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3
- [GitHub](https://github.com/py4j/py4j) (👨💻 41 · 🔀 210 · 📦 40K · 📋 420 - 35% open · ⏱️ 16.04.2024):
```
git clone https://github.com/bartdag/py4j
```
- [PyPi](https://pypi.org/project/py4j) (📥 51M / month · 📦 290 · ⏱️ 12.08.2022):
```
pip install py4j
```
- [Conda](https://anaconda.org/conda-forge/py4j) (📥 5.8M · ⏱️ 16.06.2023):
```
conda install -c conda-forge py4j
```
fastcore (🥈34 · ⭐ 900) - Python supercharged for the fastai library. Apache-2
- [GitHub](https://github.com/fastai/fastcore) (👨💻 61 · 🔀 260 · 📦 6.6K · 📋 360 - 8% open · ⏱️ 05.06.2024):
```
git clone https://github.com/fastai/fastcore
```
- [PyPi](https://pypi.org/project/fastcore) (📥 1.5M / month · 📦 640 · ⏱️ 05.06.2024):
```
pip install fastcore
```
- [Conda](https://anaconda.org/conda-forge/fastcore) (📥 78K · ⏱️ 05.06.2024):
```
conda install -c conda-forge fastcore
```
diagrams (🥈33 · ⭐ 35K) - Diagram as Code for prototyping cloud system architectures. MIT
- [GitHub](https://github.com/mingrammer/diagrams) (👨💻 140 · 🔀 2.2K · 📦 1.5K · 📋 560 - 66% open · ⏱️ 13.04.2024):
```
git clone https://github.com/mingrammer/diagrams
```
- [PyPi](https://pypi.org/project/diagrams) (📥 1.2M / month · 📦 67 · ⏱️ 30.10.2023):
```
pip install diagrams
```
- [Conda](https://anaconda.org/conda-forge/diagrams) (📥 190K · ⏱️ 30.10.2023):
```
conda install -c conda-forge diagrams
```
Copier (🥈33 · ⭐ 1.7K) - Library and command-line utility for rendering projects templates. MIT
- [GitHub](https://github.com/copier-org/copier) (👨💻 76 · 🔀 170 · 📦 990 · 📋 470 - 15% open · ⏱️ 06.06.2024):
```
git clone https://github.com/copier-org/copier
```
- [PyPi](https://pypi.org/project/copier) (📥 370K / month · 📦 110 · ⏱️ 04.04.2024):
```
pip install copier
```
pluggy (🥈33 · ⭐ 1.2K) - A minimalist production ready plugin system. MIT
- [GitHub](https://github.com/pytest-dev/pluggy) (👨💻 54 · 🔀 120 · 📋 190 - 27% open · ⏱️ 04.06.2024):
```
git clone https://github.com/pytest-dev/pluggy
```
- [PyPi](https://pypi.org/project/pluggy) (📥 140M / month · 📦 2K · ⏱️ 20.04.2024):
```
pip install pluggy
```
- [Conda](https://anaconda.org/conda-forge/pluggy) (📥 27M · ⏱️ 21.04.2024):
```
conda install -c conda-forge pluggy
```
decorator (🥈33 · ⭐ 820 · 💤) - Decorators for Humans. BSD-2
- [GitHub](https://github.com/micheles/decorator) (👨💻 27 · 🔀 110 · 📦 580K · 📋 110 - 14% open · ⏱️ 23.08.2023):
```
git clone https://github.com/micheles/decorator
```
- [PyPi](https://pypi.org/project/decorator) (📥 110M / month · 📦 2.1K · ⏱️ 07.01.2022):
```
pip install decorator
```
- [Conda](https://anaconda.org/conda-forge/decorator) (📥 28M · ⏱️ 16.06.2023):
```
conda install -c conda-forge decorator
```
wrapt (🥉32 · ⭐ 2K · 💤) - A Python module for decorators, wrappers and monkey patching. BSD-2
- [GitHub](https://github.com/GrahamDumpleton/wrapt) (👨💻 27 · 🔀 220 · 📋 190 - 26% open · ⏱️ 10.11.2023):
```
git clone https://github.com/GrahamDumpleton/wrapt
```
- [PyPi](https://pypi.org/project/wrapt) (📥 150M / month · 📦 2.1K · ⏱️ 09.11.2023):
```
pip install wrapt
```
- [Conda](https://anaconda.org/conda-forge/wrapt) (📥 15M · ⏱️ 09.11.2023):
```
conda install -c conda-forge wrapt
```
pyscaffold (🥉29 · ⭐ 2K · 💤) - Python project template generator with batteries included. MIT
- [GitHub](https://github.com/pyscaffold/pyscaffold) (👨💻 58 · 🔀 180 · 📋 300 - 12% open · ⏱️ 20.06.2023):
```
git clone https://github.com/pyscaffold/pyscaffold
```
- [PyPi](https://pypi.org/project/pyscaffold) (📥 880K / month · 📦 43 · ⏱️ 20.06.2023):
```
pip install pyscaffold
```
- [Conda](https://anaconda.org/conda-forge/pyscaffold) (📥 190K · ⏱️ 26.06.2023):
```
conda install -c conda-forge pyscaffold
```
Send2Trash (🥉27 · ⭐ 260) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3
- [GitHub](https://github.com/arsenetar/send2trash) (👨💻 17 · 🔀 41 · 📋 60 - 48% open · ⏱️ 06.04.2024):
```
git clone https://github.com/arsenetar/send2trash
```
- [PyPi](https://pypi.org/project/send2trash) (📥 21M / month · 📦 490 · ⏱️ 07.04.2024):
```
pip install send2trash
```
- [Conda](https://anaconda.org/conda-forge/send2trash) (📥 14M · ⏱️ 08.04.2024):
```
conda install -c conda-forge send2trash
```
catalogue (🥉26 · ⭐ 170) - Super lightweight function registries for your library. MIT
- [GitHub](https://github.com/explosion/catalogue) (👨💻 12 · 🔀 20 · 📦 41K · 📋 13 - 46% open · ⏱️ 31.05.2024):
```
git clone https://github.com/explosion/catalogue
```
- [PyPi](https://pypi.org/project/catalogue) (📥 11M / month · 📦 130 · ⏱️ 25.09.2023):
```
pip install catalogue
```
- [Conda](https://anaconda.org/conda-forge/catalogue) (📥 1.3M · ⏱️ 25.09.2023):
```
conda install -c conda-forge catalogue
```
python-mss (🥉25 · ⭐ 970) - An ultra fast cross-platform multiple screenshots module in pure.. MIT
- [GitHub](https://github.com/BoboTiG/python-mss) (👨💻 23 · 🔀 83 · 📋 140 - 26% open · ⏱️ 27.02.2024):
```
git clone https://github.com/BoboTiG/python-mss
```
- [PyPi](https://pypi.org/project/mss) (📥 850K / month · 📦 220 · ⏱️ 20.04.2023):
```
pip install mss
```
- [Conda](https://anaconda.org/conda-forge/python-mss) (📥 50K · ⏱️ 16.06.2023):
```
conda install -c conda-forge python-mss
```
Show 6 hidden projects...
- keyboard (🥉32 · ⭐ 3.7K · 💀) - Hook and simulate global keyboard events on Windows and Linux. MIT
- pyscreenshot (🥉26 · ⭐ 500 · 💀) - Python screenshot library, replacement for the Pillow.. BSD-2
- openpyxl (🥉26 · ⭐ 78) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
- powerline-shell (🥉25 · ⭐ 6.2K · 💀) - A beautiful and useful prompt for your shell. MIT
- pluginbase (🥉24 · ⭐ 1.1K · 💀) - A simple but flexible plugin system for Python. BSD-3
- macropy (🥉22 · ⭐ 3.3K · 💀) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
---
## Related Resources
- [**Best-of lists**](https://best-of.org): Discover other best-of lists with awesome open-source projects on all kinds of topics.
- [**best-of-ml-python**](https://github.com/ml-tooling/best-of-ml-python): A ranked list of awesome machine learning Python libraries.
- [**best-of-web-python**](https://github.com/ml-tooling/best-of-web-python): A ranked list of awesome Python libraries for web development.
- [**best-of-python-dev**](https://github.com/ml-tooling/best-of-python-dev): A ranked list of awesome Python developer tools and libraries.
- [**awesome-python**](https://github.com/vinta/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](https://github.com/ml-tooling/best-of-python/issues/new/choose) and fill in the requested information.
- Modify the [projects.yaml](https://github.com/ml-tooling/best-of-python/blob/main/projects.yaml) with your additions or changes, and submit a pull request. This can also be done directly via the [Github UI](https://github.com/ml-tooling/best-of-python/edit/main/projects.yaml).
If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the [best-of-generator](https://github.com/best-of-lists/best-of-generator) repository. If you like to create your own best-of list, we recommend to follow [this guide](https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md).
For more information on how to add or update projects, please read the [contribution guidelines](https://github.com/ml-tooling/best-of-python/blob/main/CONTRIBUTING.md). By participating in this project, you agree to abide by its [Code of Conduct](https://github.com/ml-tooling/best-of-python/blob/main/.github/CODE_OF_CONDUCT.md).
## License
[](https://creativecommons.org/licenses/by-sa/4.0/)