Best Of Python Save

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

Project 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 1.7M stars grouped into 28 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

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Data Serialization 16 projects
Data Containers & Dataframes 30 projects
Data Structures 15 projects
Data Validation 15 projects
Algorithms & Design Patterns 4 projects
Date & Time Utilities 9 projects
File & Path Utilities 10 projects
Compatiblity 7 projects
Cryptography 7 projects
Infrastructure & DevOps 20 projects
Process Utilities 4 projects
Asynchronous Programming 7 projects
Configuration 9 projects
CLI Development 19 projects
Development Tools 1 projects
Data Caching 6 projects
GUI Development 10 projects
Computer & Machine Vision 2 projects
Machine Learning & Data Engineering 1 projects
Text Data 12 projects
Web Development 1 projects
Database Clients 64 projects
Data Loading & Extraction 30 projects
Data Pipelines & Streaming 43 projects
File Formats 3 projects
Code Inspection 4 projects
General Utilities 15 projects
Python Implementations 6 projects
Others 21 projects

Explanation

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

Data Serialization

protobuf (🥇53 · ⭐ 64K) - Protocol Buffers - Googles data interchange format. BSD-3

GitHub (👨‍💻 1.2K · 🔀 15K · 📥 43M · 📦 630K · 📋 6.2K - 8% open · ⏱️ 25.04.2024):
```
it clone https://github.com/protocolbuffers/protobuf
```
PyPi (📥 180M / month · 📦 17K · ⏱️ 18.04.2024):
```
ip install protobuf
```
Conda (📥 17M · ⏱️ 06.03.2024):
```
onda install -c conda-forge protobuf
```
npm (📥 7.2M / month · 📦 3.7K · ⏱️ 10.10.2022):
```
pm install google-protobuf
```

flatbuffers (🥇43 · ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2

GitHub (👨‍💻 670 · 🔀 3.2K · 📥 420K · 📦 100K · 📋 2.4K - 6% open · ⏱️ 18.04.2024):
```
it clone https://github.com/google/flatbuffers
```
PyPi (📥 19M / month · 📦 380 · ⏱️ 26.03.2024):
```
ip install flatbuffers
```

Conda (📥 1M · ⏱️ 26.03.2024):

onda install -c conda-forge flatbuffers

npm (📥 1.5M / month · 📦 290 · ⏱️ 26.03.2024):
```
pm install flatbuffers
```

marshmallow (🥈40 · ⭐ 6.9K) - A lightweight library for converting complex objects to and from.. MIT

GitHub (👨‍💻 210 · 🔀 640 · 📦 130K · 📋 1.2K - 13% open · ⏱️ 22.04.2024):
```
it clone https://github.com/marshmallow-code/marshmallow
```
PyPi (📥 46M / month · 📦 10K · ⏱️ 04.03.2024):
```
ip install marshmallow
```

Conda (📥 2.4M · ⏱️ 04.03.2024):

onda install -c conda-forge marshmallow

orjson (🥈37 · ⭐ 5.5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2

GitHub (👨‍💻 22 · 🔀 190 · 📦 85K · 📋 380 - 1% open · ⏱️ 15.04.2024):
```
it clone https://github.com/ijl/orjson
```
PyPi (📥 22M / month · 📦 1.4K · ⏱️ 15.04.2024):
```
ip install orjson
```
Conda (📥 1.2M · ⏱️ 18.04.2024):
```
onda install -c conda-forge orjson
```

dill (🥈37 · ⭐ 2.1K) - serialize all of Python. BSD-3

GitHub (👨‍💻 45 · 🔀 170 · 📥 290K · 📦 150K · 📋 510 - 34% open · ⏱️ 22.04.2024):
```
it clone https://github.com/uqfoundation/dill
```
PyPi (📥 54M / month · 📦 4.2K · ⏱️ 27.01.2024):
```
ip install dill
```
Conda (📥 6.4M · ⏱️ 28.01.2024):
```
onda install -c conda-forge dill
```

jsonpickle (🥈36 · ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3

GitHub (👨‍💻 74 · 🔀 170 · 📋 310 - 22% open · ⏱️ 14.04.2024):
```
it clone https://github.com/jsonpickle/jsonpickle
```
PyPi (📥 11M / month · 📦 2.5K · ⏱️ 11.04.2024):
```
ip install jsonpickle
```
Conda (📥 1.7M · ⏱️ 11.04.2024):
```
onda install -c conda-forge jsonpickle
```

simplejson (🥈35 · ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT

GitHub (👨‍💻 43 · 🔀 330 · 📥 6.4K · 📦 120K · 📋 200 - 10% open · ⏱️ 03.12.2023):
```
it clone https://github.com/simplejson/simplejson
```
PyPi (📥 19M / month · 📦 21K · ⏱️ 06.10.2023):
```
ip install simplejson
```
Conda (📥 3.2M · ⏱️ 15.02.2024):
```
onda install -c conda-forge simplejson
```

ultrajson (🥉34 · ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3

GitHub (👨‍💻 88 · 🔀 370 · 📋 340 - 7% open · ⏱️ 01.04.2024):
```
it clone https://github.com/ultrajson/ultrajson
```
PyPi (📥 11M / month · 📦 4.6K · ⏱️ 10.12.2023):
```
ip install ujson
```
Conda (📥 4.7M · ⏱️ 11.12.2023):
```
onda install -c conda-forge ujson
```

msgpack (🥉34 · ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2

GitHub (👨‍💻 79 · 🔀 220 · 📥 1.3K · 📋 300 - 4% open · ⏱️ 19.04.2024):
```
it clone https://github.com/msgpack/msgpack-python
```
PyPi (📥 68M / month · 📦 2.4K · ⏱️ 01.03.2024):
```
ip install msgpack
```

Conda (📥 16M · ⏱️ 25.11.2023):

onda install -c conda-forge msgpack-python

cloudpickle (🥉32 · ⭐ 1.6K) - Extended pickling support for Python objects. BSD-3

GitHub (👨‍💻 59 · 🔀 160 · 📥 27 · 📋 250 - 33% open · ⏱️ 08.04.2024):
```
it clone https://github.com/cloudpipe/cloudpickle
```
PyPi (📥 39M / month · 📦 3K · ⏱️ 16.10.2023):
```
ip install cloudpickle
```

Conda (📥 17M · ⏱️ 16.10.2023):

onda install -c conda-forge cloudpickle

python-rapidjson (🥉29 · ⭐ 490) - Python wrapper around rapidjson. MIT

GitHub (👨‍💻 23 · 🔀 46 · 📦 5.3K · 📋 120 - 13% open · ⏱️ 28.02.2024):
```
it clone https://github.com/python-rapidjson/python-rapidjson
```
PyPi (📥 1.6M / month · 📦 280 · ⏱️ 28.02.2024):
```
ip install python-rapidjson
```

Conda (📥 1.6M · ⏱️ 28.02.2024):

onda install -c conda-forge python-rapidjson

hickle (🥉28 · ⭐ 480) - a HDF5-based python pickle replacement. MIT

GitHub (👨‍💻 26 · 🔀 71 · 📦 720 · 📋 110 - 7% open · ⏱️ 31.03.2024):
```
it clone https://github.com/telegraphic/hickle
```
PyPi (📥 56K / month · 📦 91 · ⏱️ 30.03.2024):
```
ip install hickle
```
Conda (📥 25K · ⏱️ 14.02.2024):
```
onda install -c conda-forge hickle
```

srsly (🥉28 · ⭐ 410) - Modern high-performance serialization utilities for Python (JSON,.. MIT

GitHub (👨‍💻 15 · 🔀 31 · 📦 43K · 📋 29 - 10% open · ⏱️ 11.04.2024):
```
it clone https://github.com/explosion/srsly
```
PyPi (📥 8.2M / month · 📦 300 · ⏱️ 22.09.2023):
```
ip install srsly
```
Conda (📥 1.4M · ⏱️ 25.09.2023):
```
onda install -c conda-forge srsly
```

pysimdjson (🥉27 · ⭐ 630) - Python bindings for the simdjson project. MIT

GitHub (👨‍💻 14 · 🔀 52 · 📦 1.3K · 📋 87 - 10% open · ⏱️ 05.02.2024):
```
it clone https://github.com/TkTech/pysimdjson
```
PyPi (📥 960K / month · 📦 26 · ⏱️ 06.02.2024):
```
ip install pysimdjson
```
Conda (📥 88K · ⏱️ 06.02.2024):
```
onda install -c conda-forge pysimdjson
```

rtoml (🥉22 · ⭐ 300) - A fast TOML library for python implemented in rust. MIT

GitHub (👨‍💻 15 · 🔀 29 · 📦 410 · 📋 25 - 56% open · ⏱️ 26.01.2024):
```
it clone https://github.com/samuelcolvin/rtoml
```
PyPi (📥 350K / month · 📦 58 · ⏱️ 21.12.2023):
```
ip 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 (👨‍💻 3.6K · 🔀 17K · 📥 260K · 📦 1.6M · 📋 26K - 14% open · ⏱️ 24.04.2024):
```
it clone https://github.com/pandas-dev/pandas
```
PyPi (📥 200M / month · 📦 80K · ⏱️ 10.04.2024):
```
ip install pandas
```
Conda (📥 50M · ⏱️ 11.04.2024):
```
onda install -c conda-forge pandas
```

polars (🥇41 · ⭐ 26K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT

GitHub (👨‍💻 400 · 🔀 1.6K · 📥 580 · 📦 4 · 📋 7.3K - 21% open · ⏱️ 25.04.2024):
```
it clone https://github.com/pola-rs/polars
```
PyPi (📥 6.8M / month · 📦 560 · ⏱️ 16.04.2024):
```
ip install polars
```

h5py (🥇41 · ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3

GitHub (👨‍💻 200 · 🔀 510 · 📥 3.3K · 📦 270K · 📋 1.5K - 18% open · ⏱️ 15.04.2024):
```
it clone https://github.com/h5py/h5py
```
PyPi (📥 21M / month · 📦 15K · ⏱️ 10.04.2024):
```
ip install h5py
```
Conda (📥 15M · ⏱️ 10.04.2024):
```
onda install -c conda-forge h5py
```

xarray (🥈40 · ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2

GitHub (👨‍💻 490 · 🔀 1K · 📦 26K · 📋 4.3K - 26% open · ⏱️ 23.04.2024):
```
it clone https://github.com/pydata/xarray
```
PyPi (📥 5.2M / month · 📦 2.3K · ⏱️ 29.03.2024):
```
ip install xarray
```
Conda (📥 9.8M · ⏱️ 29.03.2024):
```
onda install -c conda-forge xarray
```

Modin (🥈37 · ⭐ 9.5K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2

GitHub (👨‍💻 130 · 🔀 640 · 📥 200K · 📦 1.5K · 📋 4.1K - 17% open · ⏱️ 25.04.2024):
```
it clone https://github.com/modin-project/modin
```
PyPi (📥 1.1M / month · 📦 35 · ⏱️ 15.04.2024):
```
ip install modin
```
Conda (📥 310K · ⏱️ 16.04.2024):
```
onda install -c conda-forge modin-core
```

numexpr (🥈37 · ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT

GitHub (👨‍💻 75 · 🔀 200 · 📥 620 · 📦 74K · 📋 370 - 1% open · ⏱️ 02.04.2024):
```
it clone https://github.com/pydata/numexpr
```
PyPi (📥 4.1M / month · 📦 3.3K · ⏱️ 02.04.2024):
```
ip install numexpr
```
Conda (📥 7.9M · ⏱️ 05.02.2024):
```
onda install -c conda-forge numexpr
```

zarr (🥈36 · ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT

GitHub (👨‍💻 100 · 🔀 250 · 📦 3.7K · 📋 730 - 43% open · ⏱️ 25.04.2024):
```
it clone https://github.com/zarr-developers/zarr-python
```
PyPi (📥 550K / month · 📦 550 · ⏱️ 05.04.2024):
```
ip install zarr
```
Conda (📥 3M · ⏱️ 05.04.2024):
```
onda install -c conda-forge zarr
```

PyTables (🥈35 · ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3

GitHub (👨‍💻 130 · 🔀 270 · 📥 190 · 📋 730 - 23% open · ⏱️ 21.04.2024):
```
it clone https://github.com/PyTables/PyTables
```
PyPi (📥 1M / month · 📦 2.7K · ⏱️ 27.11.2023):
```
ip install tables
```
Conda (📥 7.1M · ⏱️ 11.04.2024):
```
onda install -c conda-forge pytables
```

pandera (🥈33 · ⭐ 3K) - A light-weight, flexible, and expressive statistical data testing.. MIT

GitHub (👨‍💻 120 · 🔀 270 · 📦 1.5K · 📋 760 - 40% open · ⏱️ 25.04.2024):
```
it clone https://github.com/pandera-dev/pandera
```
PyPi (📥 2.8M / month · 📦 120 · ⏱️ 20.04.2024):
```
ip install pandera
```

Conda (📥 36K · ⏱️ 12.03.2024):

onda install -c conda-forge pandera-core

docarray (🥈33 · ⭐ 2.7K · 📉) - Represent, send, store and search multimodal data. Apache-2

GitHub (👨‍💻 73 · 🔀 210 · 📦 4.2K · 📋 640 - 10% open · ⏱️ 18.03.2024):
```
it clone https://github.com/jina-ai/docarray
```
PyPi (📥 78K / month · 📦 52 · ⏱️ 22.12.2023):
```
ip install docarray
```
Conda (📥 130K · ⏱️ 18.06.2023):
```
onda install -c conda-forge docarray
```

TinyDB (🥈32 · ⭐ 6.5K · 💤) - TinyDB is a lightweight document oriented database optimized for your.. MIT

GitHub (👨‍💻 82 · 🔀 510 · 📦 13K · 📋 310 - 5% open · ⏱️ 24.07.2023):
```
it clone https://github.com/msiemens/tinydb
```
PyPi (📥 550K / month · 📦 960 · ⏱️ 12.06.2023):
```
ip install tinydb
```
Conda (📥 390K · ⏱️ 12.06.2023):
```
onda install -c conda-forge tinydb
```

Koalas (🥈32 · ⭐ 3.3K · 💤) - Koalas: pandas API on Apache Spark. Apache-2 spark

GitHub (👨‍💻 51 · 🔀 350 · 📥 1K · 📦 340 · 📋 600 - 18% open · ⏱️ 21.09.2023):
```
it clone https://github.com/databricks/koalas
```
PyPi (📥 2.1M / month · 📦 17 · ⏱️ 19.10.2021):
```
ip install koalas
```
Conda (📥 330K · ⏱️ 16.06.2023):
```
onda install -c conda-forge koalas
```

Bottleneck (🥈32 · ⭐ 1K) - Fast NumPy array functions written in C. BSD-2

GitHub (👨‍💻 30 · 🔀 100 · 📦 47K · 📋 240 - 20% open · ⏱️ 18.04.2024):
```
it clone https://github.com/pydata/bottleneck
```
PyPi (📥 970K / month · 📦 1.7K · ⏱️ 25.02.2024):
```
ip install Bottleneck
```
Conda (📥 4M · ⏱️ 26.02.2024):
```
onda install -c conda-forge bottleneck
```

Vaex (🥉30 · ⭐ 8.2K · 💤) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT

GitHub (👨‍💻 72 · 🔀 590 · 📥 280 · 📦 730 · 📋 1.3K - 39% open · ⏱️ 21.07.2023):
```
it clone https://github.com/vaexio/vaex
```
PyPi (📥 22K / month · 📦 35 · ⏱️ 21.07.2023):
```
ip install vaex
```
Conda (📥 180K · ⏱️ 16.06.2023):
```
onda install -c conda-forge vaex
```

datasketch (🥉30 · ⭐ 2.3K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT

GitHub (👨‍💻 30 · 🔀 280 · 📥 25 · 📦 1.2K · 📋 160 - 30% open · ⏱️ 26.03.2024):
```
it clone https://github.com/ekzhu/datasketch
```
PyPi (📥 3.2M / month · 📦 70 · ⏱️ 03.10.2023):
```
ip install datasketch
```

datatable (🥉28 · ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0

GitHub (👨‍💻 37 · 🔀 150 · 📥 2.3K · 📋 1.5K - 11% open · ⏱️ 01.12.2023):
```
it clone https://github.com/h2oai/datatable
```
PyPi (📥 49K / month · 📦 29 · ⏱️ 01.12.2023):
```
ip install datatable
```
Conda (📥 24K · ⏱️ 16.06.2023):
```
onda install -c conda-forge datatable
```

StaticFrame (🥉28 · ⭐ 400) - Immutable and statically-typeable DataFrames with runtime type and.. MIT

GitHub (👨‍💻 23 · 🔀 33 · 📦 21 · 📋 620 - 6% open · ⏱️ 17.04.2024):
```
it clone https://github.com/InvestmentSystems/static-frame
```
PyPi (📥 4.6K / month · 📦 2 · ⏱️ 14.04.2024):
```
ip install static-frame
```

Conda (📥 320K · ⏱️ 15.04.2024):

onda install -c conda-forge static-frame

Pandaral·lel (🥉27 · ⭐ 3.5K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter

GitHub (👨‍💻 26 · 🔀 200 · 📋 220 - 41% open · ⏱️ 16.02.2024):
```
it clone https://github.com/nalepae/pandarallel
```
PyPi (📥 610K / month · 📦 58 · ⏱️ 02.05.2023):
```
ip install pandarallel
```

Conda (📥 91K · ⏱️ 16.06.2023):

onda install -c conda-forge pandarallel

swifter (🥉27 · ⭐ 2.5K) - A package which efficiently applies any function to a pandas.. MIT

GitHub (👨‍💻 18 · 🔀 100 · 📦 1.3K · 📋 150 - 12% open · ⏱️ 14.03.2024):
```
it clone https://github.com/jmcarpenter2/swifter
```
PyPi (📥 550K / month · 📦 46 · ⏱️ 31.07.2023):
```
ip install swifter
```
Conda (📥 320K · ⏱️ 31.07.2023):
```
onda install -c conda-forge swifter
```

Pandas Summary (🥉25 · ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2

GitHub (👨‍💻 99 · 🔀 43 · 📋 14 - 42% open · ⏱️ 11.04.2024):
```
it clone https://github.com/polyaxon/datatile
```
PyPi (📥 94K / month · 📦 57 · ⏱️ 25.11.2021):
```
ip install pandas-summary
```

pickleDB (🥉22 · ⭐ 870 · 💤) - pickleDB is an open source key-value store using Pythons json module. BSD-3

GitHub (👨‍💻 15 · 🔀 120 · 📦 1.7K · 📋 73 - 42% open · ⏱️ 19.04.2023):
```
it clone https://github.com/patx/pickledb
```
PyPi (📥 25K / month · 📦 100 · ⏱️ 14.01.2019):
```
ip install pickledb
```

Show 9 hidden projects...

numpy (🥇51 · ⭐ 26K) - The fundamental package for scientific computing with Python. ❗Unlicensed
Blaze (🥉31 · ⭐ 3.2K · 💀) - NumPy and Pandas interface to Big Data. BSD-3
Arctic (🥉30 · ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1
sklearn-pandas (🥉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
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

python-sortedcontainers (🥇34 · ⭐ 3.2K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2

GitHub (👨‍💻 24 · 🔀 190 · 📋 190 - 13% open · ⏱️ 01.03.2024):
```
it clone https://github.com/grantjenks/python-sortedcontainers
```
PyPi (📥 52M / month · 📦 2.3K · ⏱️ 16.05.2021):
```
ip install sortedcontainers
```

Conda (📥 12M · ⏱️ 16.06.2023):

onda install -c conda-forge sortedcontainers

pyrsistent (🥇34 · ⭐ 2K) - Persistent/Immutable/Functional data structures for Python. MIT

GitHub (👨‍💻 73 · 🔀 140 · 📦 340K · 📋 180 - 13% open · ⏱️ 25.10.2023):
```
it clone https://github.com/tobgu/pyrsistent
```
PyPi (📥 41M / month · 📦 2.4K · ⏱️ 25.10.2023):
```
ip install pyrsistent
```
Conda (📥 21M · ⏱️ 31.10.2023):
```
onda install -c conda-forge pyrsistent
```

multidict (🥈33 · ⭐ 390) - The multidict implementation. Apache-2

GitHub (👨‍💻 54 · 🔀 95 · 📥 6.5K · 📋 150 - 10% open · ⏱️ 19.04.2024):
```
it clone https://github.com/aio-libs/multidict
```
PyPi (📥 100M / month · 📦 3.5K · ⏱️ 01.02.2024):
```
ip install multidict
```
Conda (📥 12M · ⏱️ 04.02.2024):
```
onda install -c conda-forge multidict
```

anytree (🥈32 · ⭐ 900) - Python tree data library. Apache-2

GitHub (👨‍💻 29 · 🔀 120 · 📦 19K · 📋 190 - 13% open · ⏱️ 16.11.2023):
```
it clone https://github.com/c0fec0de/anytree
```
PyPi (📥 1.5M / month · 📦 360 · ⏱️ 16.11.2023):
```
ip install anytree
```
Conda (📥 39K · ⏱️ 16.06.2023):
```
onda install -c conda-forge anytree
```

bidict (🥈31 · ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0

GitHub (👨‍💻 15 · 🔀 63 · 📥 51 · 📦 25K · 📋 60 - 1% open · ⏱️ 22.04.2024):
```
it clone https://github.com/jab/bidict
```
PyPi (📥 2.2M / month · 📦 540 · ⏱️ 18.02.2024):
```
ip install bidict
```
Conda (📥 400K · ⏱️ 18.02.2024):
```
onda install -c conda-forge bidict
```

glom (🥈29 · ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3

GitHub (👨‍💻 23 · 🔀 60 · 📦 1.5K · 📋 190 - 59% open · ⏱️ 12.01.2024):
```
it clone https://github.com/mahmoud/glom
```
PyPi (📥 2M / month · 📦 130 · ⏱️ 27.11.2023):
```
ip install glom
```
Conda (📥 32K · ⏱️ 27.11.2023):
```
onda install -c conda-forge glom
```

python-benedict (🥈29 · ⭐ 1.4K) - dict subclass with keylist/keypath support, built-in I/O.. MIT

GitHub (👨‍💻 7 · 🔀 48 · 📦 1.6K · 📋 100 - 8% open · ⏱️ 01.04.2024):
```
it clone https://github.com/fabiocaccamo/python-benedict
```
PyPi (📥 610K / month · 📦 42 · ⏱️ 04.03.2024):
```
ip install python-benedict
```

Conda (📥 150K · ⏱️ 05.03.2024):

onda install -c conda-forge python-benedict

munch (🥉28 · ⭐ 750 · 💤) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT

GitHub (👨‍💻 27 · 🔀 85 · 📋 48 - 16% open · ⏱️ 01.07.2023):
```
it clone https://github.com/Infinidat/munch
```
PyPi (📥 2.2M / month · 📦 890 · ⏱️ 01.07.2023):
```
ip install munch
```
Conda (📥 3.9M · ⏱️ 02.07.2023):
```
onda install -c conda-forge munch
```

janus (🥉27 · ⭐ 780) - Thread-safe asyncio-aware queue for Python. Apache-2

GitHub (👨‍💻 26 · 🔀 43 · 📋 42 - 21% open · ⏱️ 25.04.2024):
```
it clone https://github.com/aio-libs/janus
```
PyPi (📥 790K / month · 📦 120 · ⏱️ 17.12.2021):
```
ip install janus
```
Conda (📥 18K · ⏱️ 16.06.2023):
```
onda install -c conda-forge janus
```

python-box (🥉25 · ⭐ 2.4K · 💤) - Python dictionaries with advanced dot notation access. MIT

GitHub (👨‍💻 1 · 🔀 100 · 📥 39 · 📋 160 - 13% open · ⏱️ 26.08.2023):
```
it clone https://github.com/cdgriffith/Box
```
PyPi (📥 2.8M / month · 📦 380 · ⏱️ 26.08.2023):
```
ip install python-box
```
Conda (📥 530K · ⏱️ 01.10.2023):
```
onda install -c conda-forge python-box
```

immutables (🥉25 · ⭐ 1.1K · 💤) - A high-performance immutable mapping type for Python. Apache-2

GitHub (👨‍💻 16 · 🔀 54 · 📦 6.6K · 📋 46 - 19% open · ⏱️ 15.08.2023):
```
it clone https://github.com/MagicStack/immutables
```
PyPi (📥 1.3M / month · 📦 120 · ⏱️ 14.08.2023):
```
ip install immutables
```
Conda (📥 980K · ⏱️ 25.09.2023):
```
onda install -c conda-forge immutables
```

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 · ⭐ 200 · 💀) - A mutable set that remembers the order of its entries. One of.. MIT
cleverdict (🥉16 · ⭐ 98 · 💀) - A JSON-friendly data structure which allows both object attributes.. MIT

Data Validation

pydantic (🥇45 · ⭐ 19K) - Data validation using Python type hints. MIT

GitHub (👨‍💻 510 · 🔀 1.6K · 📦 390K · 📋 4K - 9% open · ⏱️ 23.04.2024):
```
it clone https://github.com/samuelcolvin/pydantic
```
PyPi (📥 180M / month · 📦 12K · ⏱️ 23.04.2024):
```
ip install pydantic
```
Conda (📥 7.5M · ⏱️ 23.04.2024):
```
onda install -c conda-forge pydantic
```

jsonschema (🥇40 · ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT

GitHub (👨‍💻 110 · 🔀 580 · 📥 220 · 📦 550K · 📋 820 - 3% open · ⏱️ 24.04.2024):
```
it clone https://github.com/Julian/jsonschema
```
PyPi (📥 120M / month · 📦 19K · ⏱️ 19.01.2024):
```
ip install jsonschema
```
Conda (📥 27M · ⏱️ 19.01.2024):
```
onda install -c conda-forge jsonschema
```

validators (🥈35 · ⭐ 900) - Python Data Validation for Humans. MIT

GitHub (👨‍💻 52 · 🔀 140 · 📥 27 · 📦 110K · 📋 170 - 0% open · ⏱️ 20.04.2024):
```
it clone https://github.com/kvesteri/validators
```
PyPi (📥 7M / month · 📦 1.9K · ⏱️ 19.04.2024):
```
ip install validators
```
Conda (📥 600K · ⏱️ 19.04.2024):
```
onda install -c conda-forge validators
```

cerberus (🥈34 · ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC

GitHub (👨‍💻 66 · 🔀 240 · 📦 16K · 📋 350 - 5% open · ⏱️ 23.10.2023):
```
it clone https://github.com/pyeve/cerberus
```
PyPi (📥 4.7M / month · 📦 1.2K · ⏱️ 09.08.2023):
```
ip install cerberus
```
Conda (📥 370K · ⏱️ 06.10.2023):
```
onda install -c conda-forge cerberus
```

voluptuous (🥈34 · ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3

GitHub (👨‍💻 96 · 🔀 210 · 📦 16K · 📋 250 - 15% open · ⏱️ 02.02.2024):
```
it clone https://github.com/alecthomas/voluptuous
```
PyPi (📥 2.6M / month · 📦 1.4K · ⏱️ 03.02.2024):
```
ip install voluptuous
```
Conda (📥 360K · ⏱️ 03.02.2024):
```
onda install -c conda-forge voluptuous
```

schema (🥈32 · ⭐ 2.8K) - Schema validation just got Pythonic. MIT

GitHub (👨‍💻 67 · 🔀 210 · 📦 8.8K · 📋 180 - 55% open · ⏱️ 26.03.2024):
```
it clone https://github.com/keleshev/schema
```
PyPi (📥 16M / month · 📦 960 · ⏱️ 26.03.2024):
```
ip install schema
```
Conda (📥 150K · ⏱️ 16.06.2023):
```
onda install -c conda-forge schema
```

param (🥉31 · ⭐ 400) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3

GitHub (👨‍💻 36 · 🔀 67 · 📦 11K · 📋 440 - 33% open · ⏱️ 22.03.2024):
```
it clone https://github.com/holoviz/param
```
PyPi (📥 520K / month · 📦 160 · ⏱️ 22.03.2024):
```
ip install param
```
Conda (📥 1.5M · ⏱️ 22.03.2024):
```
onda install -c conda-forge param
```

python-email-validator (🥉30 · ⭐ 1K) - A robust email syntax and deliverability validation.. Unlicense

GitHub (👨‍💻 23 · 🔀 150 · 📋 96 - 11% open · ⏱️ 19.04.2024):
```
it clone https://github.com/JoshData/python-email-validator
```
PyPi (📥 12M / month · 📦 480 · ⏱️ 26.02.2024):
```
ip install email-validator
```

Conda (📥 160K · ⏱️ 27.02.2024):

onda install -c conda-forge email-validator

strictyaml (🥉28 · ⭐ 1.4K · 💤) - Type-safe YAML parser and validator. MIT

GitHub (👨‍💻 20 · 🔀 60 · 📦 2.5K · 📋 160 - 54% open · ⏱️ 25.05.2023):
```
it clone https://github.com/crdoconnor/strictyaml
```
PyPi (📥 2.2M / month · 📦 280 · ⏱️ 10.03.2023):
```
ip install strictyaml
```
Conda (📥 220K · ⏱️ 16.06.2023):
```
onda install -c conda-forge strictyaml
```

dirty-equals (🥉22 · ⭐ 760) - Doing dirty (but extremely useful) things with equals. MIT

GitHub (👨‍💻 16 · 🔀 35 · 📦 310 · 📋 32 - 40% open · ⏱️ 15.11.2023):
```
it clone https://github.com/samuelcolvin/dirty-equals
```
PyPi (📥 120K / month · 📦 31 · ⏱️ 15.11.2023):
```
ip install dirty-equals
```

Conda (📥 43K · ⏱️ 15.11.2023):

onda install -c conda-forge dirty-equals

typical (🥉20 · ⭐ 180 · 💤) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT

GitHub (👨‍💻 9 · 🔀 9 · 📦 81 · 📋 100 - 16% open · ⏱️ 26.04.2023):
```
it clone https://github.com/seandstewart/typical
```
PyPi (📥 1.5K / month · 📦 4 · ⏱️ 20.07.2019):
```
ip install typical
```
Conda (📥 36K · ⏱️ 16.06.2023):
```
onda install -c conda-forge typical
```

validr (🥉18 · ⭐ 210) - A simple, fast, extensible python library for data validation. MIT

GitHub (👨‍💻 7 · 🔀 12 · 📋 25 - 12% open · ⏱️ 23.12.2023):
```
it clone https://github.com/guyskk/validr
```
PyPi (📥 510 / month · 📦 6 · ⏱️ 13.12.2023):
```
ip install validr
```

Show 3 hidden projects...

schematics (🥉30 · ⭐ 2.6K · 💀) - Python Data Structures for Humans. BSD-3
valideer (🥉19 · ⭐ 260 · 💀) - Lightweight data validation and adaptation Python library. MIT
dataklasses (🥉7 · ⭐ 780 · 💀) - A different spin on dataclasses. ❗Unlicensed

Algorithms & Design Patterns

🔗 python-patterns ( ⭐ 39K · 💀) - Collection of design patterns/idioms in Python.

transitions (🥇31 · ⭐ 5.4K · 💤) - A lightweight, object-oriented finite state machine.. MIT

GitHub (👨‍💻 76 · 🔀 520 · 📦 3.4K · 📋 450 - 4% open · ⏱️ 20.09.2023):
```
it clone https://github.com/pytransitions/transitions
```
PyPi (📥 640K / month · 📦 280 · ⏱️ 02.09.2022):
```
ip install transitions
```

Conda (📥 630K · ⏱️ 16.06.2023):

onda install -c conda-forge transitions

algorithms (🥉29 · ⭐ 24K) - Minimal examples of data structures and algorithms in Python. MIT

GitHub (👨‍💻 200 · 🔀 4.6K · 📦 100 · 📋 300 - 66% open · ⏱️ 05.02.2024):
```
it clone https://github.com/keon/algorithms
```
PyPi (📥 1.6K / month · 📦 17 · ⏱️ 04.10.2020):
```
ip install algorithms
```
Conda (📥 2.1K · ⏱️ 16.06.2023):
```
onda install -c conda-forge algorithms
```

Show 1 hidden projects...

PyPattyrn (🥉20 · ⭐ 2.2K · 💀) - A simple library for implementing common design patterns. MIT

Date & Time Utilities

arrow (🥇39 · ⭐ 8.6K · 💤) - Better dates & times for Python. Apache-2

GitHub (👨‍💻 270 · 🔀 670 · 📦 100K · 📋 500 - 19% open · ⏱️ 30.09.2023):
```
it clone https://github.com/arrow-py/arrow
```
PyPi (📥 29M / month · 📦 4.9K · ⏱️ 30.09.2023):
```
ip install arrow
```
Conda (📥 4.4M · ⏱️ 01.10.2023):
```
onda install -c conda-forge arrow
```

python-dateutil (🥈37 · ⭐ 2.2K) - Useful extensions to the standard Python datetime features. Apache-2

GitHub (👨‍💻 130 · 🔀 470 · 📥 35K · 📋 790 - 46% open · ⏱️ 01.03.2024):
```
it clone https://github.com/dateutil/dateutil
```
PyPi (📥 340M / month · 📦 6.1K · ⏱️ 01.03.2024):
```
ip install python-dateutil
```

Conda (📥 56M · ⏱️ 01.03.2024):

onda install -c conda-forge python-dateutil

pendulum (🥈36 · ⭐ 6.1K) - Python datetimes made easy. MIT

GitHub (👨‍💻 96 · 🔀 390 · 📥 640 · 📦 27K · 📋 550 - 41% open · ⏱️ 16.12.2023):
```
it clone https://github.com/sdispater/pendulum
```
PyPi (📥 28M / month · 📦 1.4K · ⏱️ 16.12.2023):
```
ip install pendulum
```
Conda (📥 960K · ⏱️ 07.01.2024):
```
onda install -c conda-forge pendulum
```

dateparser (🥈36 · ⭐ 2.5K) - python parser for human readable dates. BSD-3

GitHub (👨‍💻 140 · 🔀 460 · 📦 28K · 📋 700 - 45% open · ⏱️ 08.04.2024):
```
it clone https://github.com/scrapinghub/dateparser
```
PyPi (📥 7M / month · 📦 1.3K · ⏱️ 17.11.2023):
```
ip install dateparser
```
Conda (📥 210K · ⏱️ 17.11.2023):
```
onda install -c conda-forge dateparser
```

pytz (🥉35 · ⭐ 310) - pytz Python historical timezone library and database. MIT

GitHub (👨‍💻 21 · 🔀 84 · 📥 33 · 📦 1.9M · 📋 88 - 37% open · ⏱️ 02.02.2024):
```
it clone https://github.com/stub42/pytz
```
PyPi (📥 170M / month · 📦 84K · ⏱️ 02.02.2024):
```
ip install pytz
```
Conda (📥 52M · ⏱️ 02.02.2024):
```
onda install -c conda-forge pytz
```

holidays (🥉32 · ⭐ 1.3K) - Generate and work with holidays in Python. MIT

GitHub (👨‍💻 230 · 🔀 430 · ⏱️ 12.04.2024):
```
it clone https://github.com/dr-prodigy/python-holidays
```
PyPi (📥 7M / month · 📦 480 · ⏱️ 15.04.2024):
```
ip install holidays
```
Conda (📥 3.8M · ⏱️ 16.04.2024):
```
onda install -c conda-forge holidays
```

tzlocal (🥉31 · ⭐ 180) - A Python module that tries to figure out what your local timezone is. MIT

GitHub (👨‍💻 31 · 🔀 60 · 📦 160K · 📋 83 - 2% open · ⏱️ 08.12.2023):
```
it clone https://github.com/regebro/tzlocal
```
PyPi (📥 49M / month · 📦 3.9K · ⏱️ 22.10.2023):
```
ip install tzlocal
```
Conda (📥 2.6M · ⏱️ 22.10.2023):
```
onda install -c conda-forge tzlocal
```

Show 2 hidden projects...

isodate (🥉29 · ⭐ 140 · 💀) - ISO 8601 date/time parser. BSD-3
parsedatetime (🥉28 · ⭐ 690 · 💀) - Parse human-readable date/time strings. Apache-2

File & Path Utilities

filesystem_spec (🥇40 · ⭐ 900) - A specification that python filesystems should adhere to. BSD-3

GitHub (👨‍💻 230 · 🔀 320 · 📦 110K · 📋 670 - 36% open · ⏱️ 23.04.2024):
```
it clone https://github.com/fsspec/filesystem_spec
```
PyPi (📥 250M / month · 📦 1K · ⏱️ 18.03.2024):
```
ip install fsspec
```
Conda (📥 16M · ⏱️ 19.03.2024):
```
onda install -c conda-forge fsspec
```

watchdog (🥈38 · ⭐ 6.3K) - Python library and shell utilities to monitor filesystem events. Apache-2

GitHub (👨‍💻 150 · 🔀 690 · 📦 140K · 📋 640 - 28% open · ⏱️ 12.02.2024):
```
it clone https://github.com/gorakhargosh/watchdog
```
PyPi (📥 20M / month · 📦 8.3K · ⏱️ 06.02.2024):
```
ip install watchdog
```
Conda (📥 2.9M · ⏱️ 07.02.2024):
```
onda install -c conda-forge watchdog
```

filelock (🥈35 · ⭐ 680) - A platform-independent file lock for Python. Unlicense

GitHub (👨‍💻 45 · 🔀 98 · 📦 430K · 📋 110 - 13% open · ⏱️ 22.04.2024):
```
it clone https://github.com/tox-dev/py-filelock
```
PyPi (📥 140M / month · 📦 3K · ⏱️ 09.04.2024):
```
ip install filelock
```
Conda (📥 18M · ⏱️ 09.04.2024):
```
onda install -c conda-forge filelock
```

path (🥉33 · ⭐ 1.1K · 📈) - Object-oriented file system path manipulation. MIT

GitHub (👨‍💻 54 · 🔀 140 · 📦 15K · 📋 140 - 1% open · ⏱️ 24.04.2024):
```
it clone https://github.com/jaraco/path
```
PyPi (📥 1.3M / month · 📦 160 · ⏱️ 09.04.2024):
```
ip install path
```
Conda (📥 520K · ⏱️ 15.04.2024):
```
onda install -c conda-forge path
```

aiofiles (🥉32 · ⭐ 2.5K) - File support for asyncio. Apache-2

GitHub (👨‍💻 36 · 🔀 140 · 📦 140K · 📋 120 - 42% open · ⏱️ 06.02.2024):
```
it clone https://github.com/Tinche/aiofiles
```
PyPi (📥 15M / month · 📦 2.3K · ⏱️ 09.08.2023):
```
ip install aiofiles
```
Conda (📥 1M · ⏱️ 02.11.2023):
```
onda install -c conda-forge aiofiles
```

scandir (🥉29 · ⭐ 520 · 💤) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3

GitHub (👨‍💻 23 · 🔀 69 · 📦 15K · 📋 96 - 6% open · ⏱️ 29.08.2023):
```
it clone https://github.com/benhoyt/scandir
```
PyPi (📥 3.1M / month · 📦 2.2K · ⏱️ 09.03.2019):
```
ip install scandir
```
Conda (📥 1.4M · ⏱️ 23.09.2023):
```
onda install -c conda-forge scandir
```

Show 4 hidden projects...

zipp (🥈35 · ⭐ 50 · 📈) - Backport of pathlib-compatible object wrapper for zip files. MIT
appdirs (🥉32 · ⭐ 1K · 💀) - A small Python module for determining appropriate platform-specific.. MIT
pyfilesystem2 (🥉30 · ⭐ 1.9K · 💀) - Pythons Filesystem abstraction layer. MIT
Unipath (🥉22 · ⭐ 510 · 💀) - An object-oriented approach to Python file/directory operations. MIT

Compatiblity

future (🥇40 · ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT

GitHub (👨‍💻 130 · 🔀 330 · 📦 320K · 📋 390 - 45% open · ⏱️ 21.02.2024):
```
it clone https://github.com/PythonCharmers/python-future
```
PyPi (📥 41M / month · 📦 17K · ⏱️ 21.02.2024):
```
ip install future
```
Conda (📥 13M · ⏱️ 22.02.2024):
```
onda install -c conda-forge future
```

six (🥈37 · ⭐ 960) - Python 2 and 3 compatibility library. MIT

GitHub (👨‍💻 67 · 🔀 260 · 📦 2.1M · 📋 300 - 37% open · ⏱️ 27.03.2024):
```
it clone https://github.com/benjaminp/six
```
PyPi (📥 290M / month · 📦 140K · ⏱️ 05.05.2021):
```
ip install six
```
Conda (📥 54M · ⏱️ 16.06.2023):
```
onda install -c conda-forge six
```

typing (🥈35 · ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0

GitHub (👨‍💻 98 · 🔀 220 · 📋 780 - 18% open · ⏱️ 24.04.2024):
```
it clone https://github.com/python/typing
```
PyPi (📥 8.8M / month · 📦 6.1K · ⏱️ 01.05.2021):
```
ip install typing
```
Conda (📥 3M · ⏱️ 16.06.2023):
```
onda install -c conda-forge typing
```

Show 4 hidden projects...

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 · ⭐ 80 · 💤) - Backport of pathlib aiming to support the full stdlib Python API. MIT
contextlib2 (🥉26 · ⭐ 37 · 💀) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

Cryptography

cryptography (🥇47 · ⭐ 6.3K) - cryptography is a package designed to expose cryptographic.. Apache-2

GitHub (👨‍💻 310 · 🔀 1.4K · 📦 660K · 📋 2.4K - 1% open · ⏱️ 25.04.2024):
```
it clone https://github.com/pyca/cryptography
```
PyPi (📥 250M / month · 📦 22K · ⏱️ 24.02.2024):
```
ip install cryptography
```

Conda (📥 47M · ⏱️ 25.02.2024):

onda install -c conda-forge cryptography

keyring (🥈39 · ⭐ 1.2K · 📈) - Store and access your passwords safely. MIT

GitHub (👨‍💻 120 · 🔀 150 · 📦 120K · 📋 510 - 11% open · ⏱️ 24.04.2024):
```
it clone https://github.com/jaraco/keyring
```
PyPi (📥 53M / month · 📦 4.9K · ⏱️ 02.04.2024):
```
ip install keyring
```
Conda (📥 4.5M · ⏱️ 03.04.2024):
```
onda install -c conda-forge keyring
```

tink (🥈38 · ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2

GitHub (👨‍💻 120 · 🔀 1.2K · 📥 1.1K · 📦 1.1K · ⏱️ 17.04.2024):
```
it clone https://github.com/google/tink
```
PyPi (📥 390K / month · 📦 4 · ⏱️ 27.11.2023):
```
ip install tink
```
npm (📥 180 / month · 📦 2 · ⏱️ 02.05.2023):
```
pm install tink-crypto
```

pycryptodomex (🥉37 · ⭐ 2.7K · 📉) - A self-contained cryptographic library for Python. BSD-3

GitHub (👨‍💻 150 · 🔀 470 · 📥 440 · 📦 94K · 📋 580 - 10% open · ⏱️ 20.04.2024):
```
it clone https://github.com/Legrandin/pycryptodome
```
PyPi (📥 34M / month · 📦 1.7K · ⏱️ 10.01.2024):
```
ip install pycryptodomex
```

Conda (📥 1.6M · ⏱️ 23.09.2023):

onda install -c conda-forge pycryptodomex

bcrypt (🥉37 · ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2

GitHub (👨‍💻 32 · 🔀 200 · 📦 220K · 📋 140 - 5% open · ⏱️ 18.04.2024):
```
it clone https://github.com/pyca/bcrypt
```
PyPi (📥 58M / month · 📦 8.2K · ⏱️ 15.12.2023):
```
ip install bcrypt
```
Conda (📥 4.8M · ⏱️ 15.12.2023):
```
onda install -c conda-forge bcrypt
```

asn1crypto (🥉33 · ⭐ 320) - Python ASN.1 library with a focus on performance and a pythonic API. MIT

GitHub (👨‍💻 39 · 🔀 130 · 📦 110K · 📋 190 - 27% open · ⏱️ 03.11.2023):
```
it clone https://github.com/wbond/asn1crypto
```
PyPi (📥 80M / month · 📦 7.1K · ⏱️ 15.03.2022):
```
ip install asn1crypto
```
Conda (📥 8.4M · ⏱️ 16.06.2023):
```
onda install -c conda-forge asn1crypto
```

rsa (🥉30 · ⭐ 470) - Python-RSA is a pure-Python RSA implementation. Apache-2

GitHub (👨‍💻 43 · 🔀 110 · 📋 130 - 17% open · ⏱️ 30.01.2024):
```
it clone https://github.com/sybrenstuvel/python-rsa
```
PyPi (📥 190M / month · 📦 7.3K · ⏱️ 20.07.2022):
```
ip install rsa
```
Conda (📥 14M · ⏱️ 16.06.2023):
```
onda install -c conda-forge rsa
```

Infrastructure & DevOps

ansible (🥇48 · ⭐ 61K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0

GitHub (👨‍💻 6.8K · 🔀 24K · 📦 33K · 📋 33K - 2% open · ⏱️ 24.04.2024):
```
it clone https://github.com/ansible/ansible
```
PyPi (📥 5.4M / month · 📦 4.1K · ⏱️ 24.04.2024):
```
ip install ansible
```
Conda (📥 1M · ⏱️ 24.04.2024):
```
onda install -c conda-forge ansible
```

awscli (🥇44 · ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2

GitHub (👨‍💻 440 · 🔀 3.9K · 📥 1.7K · 📦 4 · 📋 4.6K - 12% open · ⏱️ 24.04.2024):
```
it clone https://github.com/aws/aws-cli
```
PyPi (📥 150M / month · 📦 3.1K · ⏱️ 24.04.2024):
```
ip install awscli
```
Conda:
```
onda install -c conda-forge awscli
```

botocore (🥇44 · ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2

GitHub (👨‍💻 200 · 🔀 1.1K · 📦 320K · 📋 1.1K - 13% open · ⏱️ 24.04.2024):
```
it clone https://github.com/boto/botocore
```
PyPi (📥 600M / month · 📦 8.7K · ⏱️ 24.04.2024):
```
ip install botocore
```
Conda (📥 26M · ⏱️ 25.04.2024):
```
onda install -c conda-forge botocore
```

pulumi (🥈43 · ⭐ 20K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2

GitHub (👨‍💻 260 · 🔀 1K · 📥 2.9M · 📦 7.7K · 📋 7.2K - 29% open · ⏱️ 25.04.2024):
```
it clone https://github.com/pulumi/pulumi
```
PyPi (📥 990K / month · 📦 180 · ⏱️ 25.04.2024):
```
ip install pulumi
```
npm (📥 2.5M / month · 📦 930 · ⏱️ 23.04.2024):
```
pm install @pulumi/pulumi
```

paramiko (🥈42 · ⭐ 8.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1

GitHub (👨‍💻 190 · 🔀 2K · 📦 94K · 📋 1.8K - 56% open · ⏱️ 11.02.2024):
```
it clone https://github.com/paramiko/paramiko
```
PyPi (📥 55M / month · 📦 13K · ⏱️ 18.12.2023):
```
ip install paramiko
```
Conda (📥 4.4M · ⏱️ 19.12.2023):
```
onda install -c conda-forge paramiko
```

docker (🥈42 · ⭐ 6.6K) - A Python library for the Docker Engine API. Apache-2

GitHub (👨‍💻 450 · 🔀 1.7K · 📥 940 · 📦 79K · 📋 1.7K - 26% open · ⏱️ 09.04.2024):
```
it clone https://github.com/docker/docker-py
```
PyPi (📥 39M / month · 📦 4.2K · ⏱️ 08.12.2023):
```
ip install docker
```
Conda (📥 4.2M · ⏱️ 09.12.2023):
```
onda install -c conda-forge docker-py
```

docker-compose (🥈41 · ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2

GitHub (👨‍💻 530 · 🔀 5K · 📥 91M · 📦 490 · 📋 7.5K - 3% open · ⏱️ 24.04.2024):
```
it clone https://github.com/docker/compose
```
PyPi (📥 1.9M / month · 📦 1.2K · ⏱️ 10.05.2021):
```
ip install docker-compose
```

Conda (📥 400K · ⏱️ 24.04.2024):

onda install -c conda-forge docker-compose

kubernetes (🥈39 · ⭐ 6.4K) - Official Python client library for kubernetes. Apache-2

GitHub (👨‍💻 200 · 🔀 3.3K · 📋 1.4K - 9% open · ⏱️ 23.04.2024):
```
it clone https://github.com/kubernetes-client/python
```
PyPi (📥 25M / month · 📦 1.5K · ⏱️ 08.01.2024):
```
ip install kubernetes
```
Conda (📥 480K · ⏱️ 18.04.2024):
```
onda install -c conda-forge kubernetes
```

netmiko (🥉37 · ⭐ 3.4K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT

GitHub (👨‍💻 230 · 🔀 1.2K · 📦 4.3K · 📋 2.1K - 8% open · ⏱️ 12.01.2024):
```
it clone https://github.com/ktbyers/netmiko
```
PyPi (📥 280K / month · 📦 280 · ⏱️ 17.11.2023):
```
ip install netmiko
```

fabric (🥉35 · ⭐ 15K) - Simple, Pythonic remote execution and deployment. BSD-2

GitHub (👨‍💻 140 · 🔀 1.9K · 📦 21 · 📋 1.8K - 26% open · ⏱️ 26.01.2024):
```
it clone https://github.com/fabric/fabric
```
PyPi (📥 7M / month · 📦 170 · ⏱️ 31.08.2023):
```
ip install fabric
```
Conda (📥 89K · ⏱️ 31.08.2023):
```
onda install -c conda-forge fabric
```

schedule (🥉35 · ⭐ 11K) - Python job scheduling for humans. MIT

GitHub (👨‍💻 59 · 🔀 950 · 📦 34K · 📋 450 - 34% open · ⏱️ 10.12.2023):
```
it clone https://github.com/dbader/schedule
```
PyPi (📥 2.2M / month · 📦 1.5K · ⏱️ 01.10.2023):
```
ip install schedule
```
Conda (📥 54K · ⏱️ 02.10.2023):
```
onda install -c conda-forge schedule
```

plumbum (🥉34 · ⭐ 2.8K) - Plumbum: Shell Combinators. MIT

GitHub (👨‍💻 110 · 🔀 180 · 📦 6.2K · 📋 350 - 36% open · ⏱️ 21.12.2023):
```
it clone https://github.com/tomerfiliba/plumbum
```
PyPi (📥 3.9M / month · 📦 480 · ⏱️ 30.05.2023):
```
ip install plumbum
```
Conda (📥 1M · ⏱️ 16.06.2023):
```
onda install -c conda-forge plumbum
```

sshtunnel (🥉32 · ⭐ 1.2K · 💤) - SSH tunnels to remote server. MIT

GitHub (👨‍💻 26 · 🔀 180 · 📦 7K · 📋 200 - 30% open · ⏱️ 14.05.2023):
```
it clone https://github.com/pahaz/sshtunnel
```
PyPi (📥 12M / month · 📦 340 · ⏱️ 11.01.2021):
```
ip install sshtunnel
```
Conda (📥 140K · ⏱️ 16.06.2023):
```
onda install -c conda-forge sshtunnel
```

pyinfra (🥉30 · ⭐ 2.6K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT

GitHub (👨‍💻 110 · 🔀 320 · 📦 110 · 📋 710 - 21% open · ⏱️ 13.04.2024):
```
it clone https://github.com/Fizzadar/pyinfra
```
PyPi (📥 37K / month · 📦 12 · ⏱️ 25.02.2024):
```
ip install pyinfra
```

pypyr (🥉20 · ⭐ 570 · 💤) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2

GitHub (👨‍💻 10 · 🔀 26 · 📦 110 · 📋 140 - 11% open · ⏱️ 22.09.2023):
```
it clone https://github.com/pypyr/pypyr
```
PyPi (📥 2.6K / month · 📦 9 · ⏱️ 22.09.2023):
```
ip install pypyr
```
Conda (📥 15K · ⏱️ 22.09.2023):
```
onda install -c conda-forge pypyr
```

Show 5 hidden projects...

parallel-ssh (🥉26 · ⭐ 1.2K · 💀) - Asynchronous parallel SSH client library. ❗️LGPL-2.1
fabtools (🥉25 · ⭐ 1.2K · 💀) - Tools for writing awesome Fabric files. BSD-2
storm (🥉24 · ⭐ 3.9K · 💀) - Manage your SSH like a boss. MIT
wssh (🥉17 · ⭐ 1.4K · 💀) - SSH to WebSockets Bridge. MIT
Grai (🥉14 · ⭐ 270) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

Process Utilities

pexpect (🥇39 · ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC

GitHub (👨‍💻 110 · 🔀 470 · 📥 4.4K · 📦 370K · 📋 510 - 35% open · ⏱️ 25.11.2023):
```
it clone https://github.com/pexpect/pexpect
```
PyPi (📥 71M / month · 📦 16K · ⏱️ 25.11.2023):
```
ip install pexpect
```
Conda (📥 18M · ⏱️ 24.01.2024):
```
onda install -c conda-forge pexpect
```

supervisor (🥈35 · ⭐ 8.2K) - Supervisor process control system for Unix.. ❗️Repoze Public License

GitHub (👨‍💻 180 · 🔀 1.2K · 📦 11K · 📋 1.2K - 13% open · ⏱️ 02.03.2024):
```
it clone https://github.com/Supervisor/supervisor
```
PyPi (📥 1.8M / month · 📦 2K · ⏱️ 24.12.2022):
```
ip install supervisor
```
Conda (📥 290K · ⏱️ 23.11.2023):
```
onda install -c conda-forge supervisor
```

sh (🥈35 · ⭐ 6.9K) - Python process launching. MIT

GitHub (👨‍💻 98 · 🔀 540 · 📦 15K · 📋 470 - 1% open · ⏱️ 13.03.2024):
```
it clone https://github.com/amoffat/sh
```
PyPi (📥 8M / month · 📦 2.7K · ⏱️ 10.08.2023):
```
ip install sh
```
Conda (📥 200K · ⏱️ 10.08.2023):
```
onda install -c conda-forge sh
```

ptyprocess (🥉26 · ⭐ 210) - Run a subprocess in a pseudo terminal. ISC

GitHub (👨‍💻 19 · 🔀 68 · 📋 38 - 52% open · ⏱️ 23.10.2023):
```
it clone https://github.com/pexpect/ptyprocess
```
PyPi (📥 72M / month · 📦 13K · ⏱️ 28.12.2020):
```
ip install ptyprocess
```
Conda (📥 17M · ⏱️ 16.06.2023):
```
onda install -c conda-forge ptyprocess
```

Asynchronous Programming

greenlet (🥇38 · ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT

GitHub (👨‍💻 68 · 🔀 240 · 📦 370K · 📋 240 - 10% open · ⏱️ 21.12.2023):
```
it clone https://github.com/python-greenlet/greenlet
```
PyPi (📥 95M / month · 📦 11K · ⏱️ 21.12.2023):
```
ip install greenlet
```
Conda (📥 9.4M · ⏱️ 21.12.2023):
```
onda install -c conda-forge greenlet
```

uvloop (🥈37 · ⭐ 10K) - Ultra fast asyncio event loop. Apache-2

GitHub (👨‍💻 60 · 🔀 570 · 📥 430 · 📦 120K · 📋 350 - 26% open · ⏱️ 22.10.2023):
```
it clone https://github.com/MagicStack/uvloop
```
PyPi (📥 9.7M / month · 📦 2K · ⏱️ 22.10.2023):
```
ip install uvloop
```
Conda (📥 700K · ⏱️ 23.10.2023):
```
onda install -c conda-forge uvloop
```

anyio (🥈37 · ⭐ 1.6K) - High level asynchronous concurrency and networking framework that works on.. MIT

GitHub (👨‍💻 49 · 🔀 130 · 📦 280K · 📋 350 - 17% open · ⏱️ 24.04.2024):
```
it clone https://github.com/agronholm/anyio
```
PyPi (📥 68M / month · 📦 820 · ⏱️ 19.02.2024):
```
ip install anyio
```
Conda (📥 13M · ⏱️ 19.02.2024):
```
onda install -c conda-forge anyio
```

asyncer (🥉27 · ⭐ 1.4K) - Asyncer, async and await, focused on developer experience. MIT

GitHub (👨‍💻 15 · 🔀 45 · 📦 3.6K · 📋 19 - 78% open · ⏱️ 02.04.2024):
```
it clone https://github.com/tiangolo/asyncer
```
PyPi (📥 170K / month · 📦 79 · ⏱️ 22.02.2024):
```
ip install asyncer
```
Conda (📥 7.5K · ⏱️ 17.04.2024):
```
onda install -c conda-forge asyncer
```

aiomisc (🥉24 · ⭐ 360) - aiomisc - miscellaneous utils for asyncio. MIT

GitHub (👨‍💻 19 · 🔀 25 · 📦 360 · 📋 25 - 28% open · ⏱️ 18.04.2024):
```
it clone https://github.com/aiokitchen/aiomisc
```
PyPi (📥 18K / month · 📦 39 · ⏱️ 18.04.2024):
```
ip install aiomisc
```

unsync (🥉22 · ⭐ 870) - Unsynchronize asyncio. MIT

GitHub (👨‍💻 11 · 🔀 51 · 📦 220 · 📋 31 - 9% open · ⏱️ 16.03.2024):
```
it clone https://github.com/alex-sherman/unsync
```
PyPi (📥 54K / month · 📦 19 · ⏱️ 21.10.2021):
```
ip install unsync
```
Conda (📥 13K · ⏱️ 16.06.2023):
```
onda install -c conda-forge unsync
```

stopit (🥉22 · ⭐ 100) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

GitHub (👨‍💻 7 · 🔀 21 · 📦 2.3K · 📋 20 - 25% open · ⏱️ 09.01.2024):
```
it clone https://github.com/glenfant/stopit
```
PyPi (📥 460K / month · 📦 130 · ⏱️ 09.02.2018):
```
ip install stopit
```
Conda (📥 860K · ⏱️ 16.06.2023):
```
onda install -c conda-forge stopit
```

Configuration

python-dotenv (🥇38 · ⭐ 7.1K) - Reads key-value pairs from a .env file and can set them as.. BSD-3

GitHub (👨‍💻 95 · 🔀 440 · 📦 760K · 📋 280 - 15% open · ⏱️ 08.04.2024):
```
it clone https://github.com/theskumar/python-dotenv
```
PyPi (📥 59M / month · 📦 11K · ⏱️ 23.01.2024):
```
ip install python-dotenv
```

Conda (📥 3.1M · ⏱️ 23.01.2024):

onda install -c conda-forge python-dotenv

traitlets (🥇38 · ⭐ 600) - A lightweight Traits like module. BSD-3

GitHub (👨‍💻 120 · 🔀 200 · 📥 340 · 📦 430K · 📋 300 - 33% open · ⏱️ 19.04.2024):
```
it clone https://github.com/ipython/traitlets
```
PyPi (📥 45M / month · 📦 15K · ⏱️ 19.04.2024):
```
ip install traitlets
```
Conda (📥 27M · ⏱️ 19.04.2024):
```
onda install -c conda-forge traitlets
```

hydra (🥈34 · ⭐ 8.2K) - Hydra is a framework for elegantly configuring complex applications. MIT

GitHub (👨‍💻 120 · 🔀 590 · 📦 23K · 📋 1.4K - 19% open · ⏱️ 03.04.2024):
```
it clone https://github.com/facebookresearch/hydra
```
PyPi (📥 9.9K / month · 📦 9 · ⏱️ 03.08.2016):
```
ip install hydra
```
Conda (📥 950K · ⏱️ 16.06.2023):
```
onda install -c conda-forge hydra-core
```

Dynaconf (🥈34 · ⭐ 3.5K) - Configuration Management for Python. MIT

GitHub (👨‍💻 120 · 🔀 280 · 📦 8.3K · 📋 500 - 22% open · ⏱️ 19.04.2024):
```
it clone https://github.com/rochacbruno/dynaconf
```
PyPi (📥 3.1M / month · 📦 330 · ⏱️ 18.03.2024):
```
ip install dynaconf
```
Conda (📥 73K · ⏱️ 26.03.2024):
```
onda install -c conda-forge dynaconf
```

python-decouple (🥉32 · ⭐ 2.7K) - Strict separation of config from code. MIT

GitHub (👨‍💻 36 · 🔀 190 · 📥 12 · 📦 130K · 📋 94 - 4% open · ⏱️ 01.01.2024):
```
it clone https://github.com/henriquebastos/python-decouple
```
PyPi (📥 3.4M / month · 📦 3.5K · ⏱️ 01.03.2023):
```
ip install python-decouple
```

Conda (📥 81K · ⏱️ 16.06.2023):

onda install -c conda-forge python-decouple

omegaconf (🥉32 · ⭐ 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3

GitHub (👨‍💻 34 · 🔀 96 · 📦 29K · 📋 550 - 18% open · ⏱️ 29.02.2024):
```
it clone https://github.com/omry/omegaconf
```
PyPi (📥 9.7M / month · 📦 520 · ⏱️ 29.02.2024):
```
ip install omegaconf
```
Conda (📥 1.3M · ⏱️ 16.06.2023):
```
onda install -c conda-forge omegaconf
```

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

GitHub (👨‍💻 24 · 🔀 120 · 📦 8.3K · 📋 92 - 54% open · ⏱️ 05.02.2024):
```
it clone https://github.com/google/gin-config
```
PyPi (📥 340K / month · 📦 97 · ⏱️ 03.11.2021):
```
ip install gin-config
```
Conda (📥 24K · ⏱️ 16.06.2023):
```
onda install -c conda-forge gin-config
```

everett (🥉25 · ⭐ 150) - configuration library for python projects. MPL-2.0

GitHub (👨‍💻 8 · 🔀 32 · 📦 1.2K · 📋 87 - 3% open · ⏱️ 23.04.2024):
```
it clone https://github.com/willkg/everett
```
PyPi (📥 160K / month · 📦 45 · ⏱️ 06.11.2023):
```
ip install everett
```
Conda (📥 60K · ⏱️ 06.11.2023):
```
onda install -c conda-forge everett
```

Show 1 hidden projects...

configobj (🥉27 · ⭐ 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 (👨‍💻 370 · 🔀 1.4K · 📥 320 · 📦 1.6M · 📋 1.6K - 8% open · ⏱️ 24.04.2024):
```
it clone https://github.com/pallets/click
```
PyPi (📥 190M / month · 📦 77K · ⏱️ 17.08.2023):
```
ip install click
```
Conda (📥 34M · ⏱️ 17.08.2023):
```
onda install -c conda-forge click
```

rich (🥇42 · ⭐ 47K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT

GitHub (👨‍💻 240 · 🔀 1.7K · 📦 200K · 📋 1.3K - 19% open · ⏱️ 16.04.2024):
```
it clone https://github.com/Textualize/rich
```
PyPi (📥 54M / month · 📦 7K · ⏱️ 28.02.2024):
```
ip install rich
```
Conda (📥 6.6M · ⏱️ 28.02.2024):
```
onda install -c conda-forge rich
```

python-fire (🥈39 · ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2

GitHub (👨‍💻 65 · 🔀 1.4K · 📦 32K · 📋 340 - 43% open · ⏱️ 05.04.2024):
```
it clone https://github.com/google/python-fire
```
PyPi (📥 6.5M / month · 📦 2K · ⏱️ 11.03.2024):
```
ip install fire
```
Conda (📥 900K · ⏱️ 12.03.2024):
```
onda install -c conda-forge fire
```

Typer (🥈39 · ⭐ 14K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT

GitHub (👨‍💻 54 · 🔀 620 · 📦 85K · 📋 380 - 52% open · ⏱️ 10.04.2024):
```
it clone https://github.com/tiangolo/typer
```
PyPi (📥 23M / month · 📦 3.4K · ⏱️ 09.04.2024):
```
ip install typer
```
Conda (📥 2.2M · ⏱️ 09.04.2024):
```
onda install -c conda-forge typer
```

python-prompt-toolkit (🥈38 · ⭐ 9K) - Library for building powerful interactive command line.. BSD-3

GitHub (👨‍💻 220 · 🔀 740 · 📋 1.2K - 51% open · ⏱️ 12.02.2024):
```
it clone https://github.com/prompt-toolkit/python-prompt-toolkit
```
PyPi (📥 49M / month · 📦 1.7K · ⏱️ 13.12.2023):
```
ip install prompt_toolkit
```

Conda (📥 22M · ⏱️ 12.12.2023):

onda install -c conda-forge prompt-toolkit

colorama (🥈36 · ⭐ 3.4K) - Simple cross-platform colored terminal text in Python. BSD-3

GitHub (👨‍💻 51 · 🔀 240 · 📦 930K · 📋 250 - 43% open · ⏱️ 01.12.2023):
```
it clone https://github.com/tartley/colorama
```
PyPi (📥 170M / month · 📦 22K · ⏱️ 25.10.2022):
```
ip install colorama
```
Conda (📥 30M · ⏱️ 16.06.2023):
```
onda install -c conda-forge colorama
```

docopt (🥈35 · ⭐ 7.9K) - This project is no longer maintained. Please see.. MIT

GitHub (👨‍💻 31 · 🔀 570 · 📦 120K · 📋 450 - 58% open · ⏱️ 02.04.2024):
```
it clone https://github.com/docopt/docopt
```
PyPi (📥 11M / month · 📦 13K · ⏱️ 16.06.2014):
```
ip install docopt
```
Conda (📥 2.1M · ⏱️ 16.06.2023):
```
onda install -c conda-forge docopt
```

argcomplete (🥈35 · ⭐ 1.4K) - Python and tab completion, better together. Apache-2

GitHub (👨‍💻 73 · 🔀 120 · 📥 350 · 📦 52K · 📋 270 - 20% open · ⏱️ 14.04.2024):
```
it clone https://github.com/kislyuk/argcomplete
```
PyPi (📥 28M / month · 📦 2.3K · ⏱️ 14.04.2024):
```
ip install argcomplete
```

Conda (📥 1.6M · ⏱️ 15.04.2024):

onda install -c conda-forge argcomplete

cleo (🥉34 · ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT

GitHub (👨‍💻 36 · 🔀 85 · 📦 21K · 📋 110 - 29% open · ⏱️ 12.04.2024):
```
it clone https://github.com/sdispater/cleo
```
PyPi (📥 32M / month · 📦 280 · ⏱️ 30.10.2023):
```
ip install cleo
```
Conda (📥 700K · ⏱️ 30.10.2023):
```
onda install -c conda-forge cleo
```

wcwidth (🥉32 · ⭐ 380) - Python library that measures the width of unicode strings rendered to a.. MIT

GitHub (👨‍💻 19 · 🔀 55 · 📦 540K · 📋 52 - 25% open · ⏱️ 14.02.2024):
```
it clone https://github.com/jquast/wcwidth
```
PyPi (📥 65M / month · 📦 14K · ⏱️ 06.01.2024):
```
ip install wcwidth
```
Conda (📥 24M · ⏱️ 08.01.2024):
```
onda install -c conda-forge wcwidth
```

questionary (🥉30 · ⭐ 1.4K) - Python library to build pretty command line user prompts Easy to use.. MIT

GitHub (👨‍💻 40 · 🔀 81 · 📦 12K · 📋 140 - 27% open · ⏱️ 12.01.2024):
```
it clone https://github.com/tmbo/questionary
```
PyPi (📥 1.6M / month · 📦 420 · ⏱️ 08.09.2023):
```
ip install questionary
```

Conda (📥 71K · ⏱️ 10.09.2023):

onda install -c conda-forge questionary

asciimatics (🥉29 · ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2

GitHub (👨‍💻 45 · 🔀 240 · 📦 980 · 📋 300 - 7% open · ⏱️ 24.04.2024):
```
it clone https://github.com/peterbrittain/asciimatics
```
PyPi (📥 19K / month · 📦 120 · ⏱️ 25.10.2023):
```
ip install asciimatics
```

Conda (📥 150K · ⏱️ 25.10.2023):

onda install -c conda-forge asciimatics

ConfigArgParse (🥉29 · ⭐ 700 · 💤) - A drop-in replacement for argparse that allows options to.. MIT

GitHub (👨‍💻 53 · 🔀 120 · 📦 16K · 📋 200 - 35% open · ⏱️ 23.07.2023):
```
it clone https://github.com/bw2/ConfigArgParse
```
PyPi (📥 4.4M / month · 📦 1.5K · ⏱️ 23.07.2023):
```
ip install configargparse
```

Conda (📥 820K · ⏱️ 23.07.2023):

onda install -c conda-forge configargparse

docopt-ng (🥉22 · ⭐ 160) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT

GitHub (👨‍💻 48 · 🔀 18 · 📦 300 · 📋 33 - 54% open · ⏱️ 29.03.2024):
```
it clone https://github.com/jazzband/docopt-ng
```
PyPi (📥 150K / month · 📦 44 · ⏱️ 30.05.2023):
```
ip install docopt-ng
```

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

GitHub (👨‍💻 30 · 🔀 58 · 📦 6 · 📋 72 - 19% open · ⏱️ 29.01.2024):
```
it clone https://github.com/nojhan/colout
```
PyPi (📥 200 / month · ⏱️ 21.06.2020):
```
ip install colout
```

Show 4 hidden projects...

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 · ⭐ 52) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

Development Tools

🔗 best-of-python-dev ( ⭐ 910) - A ranked list of awesome python developer tools and libraries. Updated..

Data Caching

cachetools (🥇34 · ⭐ 2.1K) - Extensible memoizing collections and decorators. MIT

GitHub (👨‍💻 13 · 🔀 160 · 📋 240 - 4% open · ⏱️ 01.04.2024):
```
it clone https://github.com/tkem/cachetools
```
PyPi (📥 130M / month · 📦 3.7K · ⏱️ 26.02.2024):
```
ip install cachetools
```
Conda (📥 11M · ⏱️ 26.02.2024):
```
onda install -c conda-forge cachetools
```

aiocache (🥈30 · ⭐ 1K) - Asyncio cache manager for redis, memcached and memory. BSD-3

GitHub (👨‍💻 44 · 🔀 140 · 📥 16 · 📦 2.2K · 📋 290 - 12% open · ⏱️ 24.04.2024):
```
it clone https://github.com/aio-libs/aiocache
```
PyPi (📥 590K / month · 📦 140 · ⏱️ 06.08.2023):
```
ip install aiocache
```

beaker (🥉29 · ⭐ 510) - WSGI middleware for sessions and caching. BSD-3

GitHub (👨‍💻 91 · 🔀 140 · 📦 5.3K · 📋 140 - 54% open · ⏱️ 11.04.2024):
```
it clone https://github.com/bbangert/beaker
```
PyPi (📥 280K / month · 📦 1.4K · ⏱️ 11.04.2024):
```
ip install beaker
```
Conda (📥 74K · ⏱️ 12.04.2024):
```
onda install -c conda-forge beaker
```

cachier (🥉27 · ⭐ 510) - Persistent, stale-free, local and cross-machine caching for Python.. MIT

GitHub (👨‍💻 20 · 🔀 59 · 📥 17 · 📦 450 · 📋 79 - 25% open · ⏱️ 10.04.2024):
```
it clone https://github.com/shaypal5/cachier
```
PyPi (📥 82K / month · 📦 31 · ⏱️ 26.02.2024):
```
ip install cachier
```

pylibmc (🥉27 · ⭐ 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3

GitHub (👨‍💻 54 · 🔀 130 · 📥 590 · 📦 5K · 📋 190 - 11% open · ⏱️ 11.10.2023):
```
it clone https://github.com/lericson/pylibmc
```
PyPi (📥 300K / month · 📦 2.4K · ⏱️ 30.08.2022):
```
ip install pylibmc
```
Conda (📥 220K · ⏱️ 26.09.2023):
```
onda install -c conda-forge pylibmc
```

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 (🥇40 · ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT

GitHub (👨‍💻 620 · 🔀 3.1K · 📥 36K · 📦 13K · 📋 5K - 14% open · ⏱️ 22.04.2024):
```
it clone https://github.com/kivy/kivy
```
PyPi (📥 160K / month · 📦 630 · ⏱️ 05.01.2024):
```
ip install kivy
```
Conda (📥 340K · ⏱️ 08.04.2024):
```
onda install -c conda-forge kivy
```

DearPyGui (🥈33 · ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT

GitHub (👨‍💻 65 · 🔀 640 · 📦 2.9K · 📋 1.3K - 21% open · ⏱️ 13.04.2024):
```
it clone https://github.com/hoffstadt/DearPyGui
```
PyPi (📥 41K / month · 📦 57 · ⏱️ 15.03.2024):
```
ip install dearpygui
```

toga (🥈32 · ⭐ 4.1K) - A Python native, OS native GUI toolkit. BSD-3

GitHub (👨‍💻 260 · 🔀 680 · 📥 2.9K · 📦 3 · 📋 860 - 18% open · ⏱️ 25.04.2024):
```
it clone https://github.com/beeware/toga
```
PyPi (📥 4.1K / month · 📦 36 · ⏱️ 06.02.2024):
```
ip install toga
```
npm (📥 6 / month · 📦 3 · ⏱️ 23.04.2017):
```
pm install @pybee/toga
```

flexx (🥉26 · ⭐ 3.2K) - Write desktop and web apps in pure Python. BSD-2

GitHub (👨‍💻 37 · 🔀 260 · 📦 140 · 📋 460 - 20% open · ⏱️ 06.01.2024):
```
it clone https://github.com/flexxui/flexx
```
PyPi (📥 980 / month · 📦 22 · ⏱️ 12.04.2022):
```
ip install flexx
```
Conda (📥 100K · ⏱️ 16.06.2023):
```
onda 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
Phoenix (🥉26 · ⭐ 2.2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows
enaml (🥉26 · ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed

Computer & Machine Vision

🔗 best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing..

Pipeless (🥇19 · ⭐ 650) - An open-source framework to create and deploy computer vision.. Apache-2

GitHub (👨‍💻 7 · 🔀 30 · 📥 910 · 📋 25 - 28% open · ⏱️ 19.04.2024):
```
it clone https://github.com/pipeless-ai/pipeless
```
PyPi (📥 92 / month · 📦 2 · ⏱️ 02.11.2023):
```
ip install pipeless-ai
```

Machine Learning & Data Engineering

🔗 best-of-ml-python ( ⭐ 15K) - A ranked list of awesome machine learning Python libraries. Updated..

Text Data

🔗 best-of-ml-python - NLP ( ⭐ 15K) - Collection of text processing and NLP libraries.

emoji (🥇36 · ⭐ 1.8K) - emoji terminal output for Python. BSD-3

GitHub (👨‍💻 67 · 🔀 270 · 📦 69K · 📋 160 - 9% open · ⏱️ 21.04.2024):
```
it clone https://github.com/carpedm20/emoji
```
PyPi (📥 3.4M / month · 📦 1.6K · ⏱️ 21.04.2024):
```
ip install emoji
```
Conda (📥 71K · ⏱️ 21.04.2024):
```
onda install -c conda-forge emoji
```

phonenumbers (🥇35 · ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2

GitHub (👨‍💻 31 · 🔀 410 · 📋 180 - 5% open · ⏱️ 24.04.2024):
```
it clone https://github.com/daviddrysdale/python-phonenumbers
```
PyPi (📥 6.3M / month · 📦 1.5K · ⏱️ 19.04.2024):
```
ip install phonenumbers
```

Conda (📥 890K · ⏱️ 19.04.2024):

onda install -c conda-forge phonenumbers

python-slugify (🥈34 · ⭐ 1.4K) - Returns unicode slugs. MIT

GitHub (👨‍💻 36 · 🔀 150 · 📦 82K · 📋 73 - 2% open · ⏱️ 01.03.2024):
```
it clone https://github.com/un33k/python-slugify
```
PyPi (📥 18M / month · 📦 3K · ⏱️ 08.02.2024):
```
ip install python-slugify
```

Conda (📥 2M · ⏱️ 08.02.2024):

onda install -c conda-forge python-slugify

inflect (🥈34 · ⭐ 920 · 📈) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT

GitHub (👨‍💻 55 · 🔀 99 · 📦 21K · 📋 120 - 23% open · ⏱️ 24.04.2024):
```
it clone https://github.com/jaraco/inflect
```
PyPi (📥 5.5M / month · 📦 1.1K · ⏱️ 23.04.2024):
```
ip install inflect
```
Conda (📥 370K · ⏱️ 23.04.2024):
```
onda install -c conda-forge inflect
```

chardet (🥈32 · ⭐ 2.1K · 💤) - Python character encoding detector. ❗️LGPL-2.1

GitHub (👨‍💻 48 · 🔀 250 · 📦 6 · 📋 140 - 39% open · ⏱️ 01.08.2023):
```
it clone https://github.com/chardet/chardet
```
PyPi (📥 65M / month · 📦 40K · ⏱️ 01.08.2023):
```
ip install chardet
```
Conda (📥 23M · ⏱️ 23.09.2023):
```
onda install -c conda-forge chardet
```
npm (📥 70 / month · 📦 4 · ⏱️ 20.08.2017):
```
pm install @pypi/chardet
```

pyahocorasick (🥉30 · ⭐ 890) - Python module (C extension and plain python) implementing Aho-.. BSD-3

GitHub (👨‍💻 30 · 🔀 120 · 📥 31 · 📦 2.7K · 📋 130 - 18% open · ⏱️ 21.03.2024):
```
it clone https://github.com/WojciechMula/pyahocorasick
```
PyPi (📥 870K / month · 📦 130 · ⏱️ 21.03.2024):
```
ip install pyahocorasick
```

Conda (📥 210K · ⏱️ 21.03.2024):

onda install -c conda-forge pyahocorasick

price-parser (🥉21 · ⭐ 300) - Extract price amount and currency symbol from a raw text string. BSD-3

GitHub (👨‍💻 14 · 🔀 48 · 📦 420 · 📋 38 - 65% open · ⏱️ 17.10.2023):
```
it clone https://github.com/scrapinghub/price-parser
```
PyPi (📥 94K / month · 📦 19 · ⏱️ 25.11.2020):
```
ip install price-parser
```

Show 4 hidden projects...

humanize (🥉31 · ⭐ 1.7K · 💀) - python humanize functions. MIT
coolname (🥉22 · ⭐ 130 · 💀) - Random Name and Slug Generator. BSD-2
awesome-slugify (🥉21 · ⭐ 480 · 💀) - Python flexible slugify function. ❗️GPL-3.0
millify (🥉15 · ⭐ 81 · 💀) - 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 · ⭐ 8.7K) - AWS SDK for Python. Apache-2

GitHub (👨‍💻 160 · 🔀 1.8K · 📦 430K · 📋 3.2K - 6% open · ⏱️ 24.04.2024):
```
it clone https://github.com/boto/boto3
```
PyPi (📥 1.3B / month · 📦 19K · ⏱️ 24.04.2024):
```
ip install boto3
```
Conda (📥 19M · ⏱️ 24.04.2024):
```
onda install -c conda-forge boto3
```

SQLAlchemy (🥇45 · ⭐ 8.8K) - The Database Toolkit for Python. MIT

GitHub (👨‍💻 710 · 🔀 1.3K · 📥 48K · 📦 760K · 📋 7.8K - 2% open · ⏱️ 24.04.2024):
```
it clone https://github.com/sqlalchemy/sqlalchemy
```
PyPi (📥 110M / month · 📦 49K · ⏱️ 23.03.2024):
```
ip install SQLAlchemy
```
Conda (📥 15M · ⏱️ 24.03.2024):
```
onda install -c conda-forge sqlalchemy
```

redis (🥇43 · ⭐ 12K) - Redis Python client. MIT

GitHub (👨‍💻 440 · 🔀 2.5K · 📋 1.7K - 12% open · ⏱️ 27.03.2024):
```
it clone https://github.com/redis/redis-py
```
PyPi (📥 37M / month · 📦 28K · ⏱️ 23.04.2024):
```
ip install redis
```
Conda (📥 1.2M · ⏱️ 23.04.2024):
```
onda install -c conda-forge redis-py
```

azure-storage-blob (🥇43 · ⭐ 4.3K) - This repository is for active development of the Azure SDK.. MIT

GitHub (👨‍💻 710 · 🔀 2.7K · 📦 2.5K · 📋 9.6K - 10% open · ⏱️ 24.04.2024):
```
it clone https://github.com/Azure/azure-sdk-for-python
```
PyPi (📥 48M / month · 📦 780 · ⏱️ 16.04.2024):
```
ip install azure-storage-blob
```

Conda (📥 1.1M · ⏱️ 06.03.2024):

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

google-cloud-storage (🥇42 · ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2

GitHub (👨‍💻 520 · 🔀 1.5K · 📋 3.8K - 2% open · ⏱️ 24.04.2024):
```
it clone https://github.com/googleapis/google-cloud-python
```
PyPi (📥 68M / month · 📦 2.1K · ⏱️ 18.03.2024):
```
ip install google-cloud-storage
```

Conda (📥 4.3M · ⏱️ 19.03.2024):

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

peewee (🥇41 · ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT

GitHub (👨‍💻 150 · 🔀 1.4K · 📦 29K · ⏱️ 23.04.2024):
```
it clone https://github.com/coleifer/peewee
```
PyPi (📥 2.4M / month · 📦 3.8K · ⏱️ 17.04.2024):
```
ip install peewee
```
Conda (📥 630K · ⏱️ 18.04.2024):
```
onda install -c conda-forge peewee
```

elasticsearch (🥇41 · ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2

GitHub (👨‍💻 200 · 🔀 1.2K · 📥 3.8K · 📦 48K · 📋 1.1K - 5% open · ⏱️ 24.04.2024):
```
it clone https://github.com/elastic/elasticsearch-py
```
PyPi (📥 25M / month · 📦 6.2K · ⏱️ 27.03.2024):
```
ip install elasticsearch
```

Conda (📥 1M · ⏱️ 04.04.2024):

onda install -c conda-forge elasticsearch

PyMySQL (🥈39 · ⭐ 7.6K) - MySQL client library for Python. MIT

GitHub (👨‍💻 120 · 🔀 1.5K · 📦 220K · 📋 650 - 2% open · ⏱️ 26.03.2024):
```
it clone https://github.com/PyMySQL/PyMySQL
```
PyPi (📥 44M / month · 📦 680 · ⏱️ 26.06.2023):
```
ip install PyMySQL
```
Conda (📥 1.4M · ⏱️ 26.06.2023):
```
onda install -c conda-forge pymysql
```

MongoEngine (🥈39 · ⭐ 4.2K) - A Python Object-Document-Mapper for working with MongoDB. MIT

GitHub (👨‍💻 390 · 🔀 1.2K · 📦 24K · 📋 1.7K - 21% open · ⏱️ 10.03.2024):
```
it clone https://github.com/MongoEngine/mongoengine
```
PyPi (📥 1.2M / month · 📦 3.6K · ⏱️ 07.03.2024):
```
ip install mongoengine
```

Conda (📥 240K · ⏱️ 28.09.2023):

onda install -c conda-forge mongoengine

pymongo (🥈39 · ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2

GitHub (👨‍💻 210 · 🔀 1.1K · ⏱️ 25.04.2024):
```
it clone https://github.com/mongodb/mongo-python-driver
```
PyPi (📥 27M / month · 📦 20K · ⏱️ 24.04.2024):
```
ip install pymongo
```
Conda (📥 1.7M · ⏱️ 28.03.2024):
```
onda install -c conda-forge pymongo
```

python-bigquery (🥈39 · ⭐ 710) - Google BigQuery API client library. Apache-2

GitHub (👨‍💻 160 · 🔀 280 · 📦 28K · 📋 650 - 7% open · ⏱️ 19.04.2024):
```
it clone https://github.com/googleapis/python-bigquery
```
PyPi (📥 40M / month · 📦 1.2K · ⏱️ 18.04.2024):
```
ip install google-cloud-bigquery
```

Conda (📥 2.8M · ⏱️ 19.04.2024):

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

alembic (🥈38 · ⭐ 2.5K) - A database migrations tool for SQLAlchemy. MIT

GitHub (👨‍💻 180 · 🔀 220 · 📦 220K · 📋 1.1K - 10% open · ⏱️ 24.04.2024):
```
it clone https://github.com/sqlalchemy/alembic
```
PyPi (📥 36M / month · 📦 12K · ⏱️ 20.12.2023):
```
ip install alembic
```
Conda (📥 4.4M · ⏱️ 13.01.2024):
```
onda install -c conda-forge alembic
```

kafka-python (🥈37 · ⭐ 5.5K) - Python client for Apache Kafka. Apache-2

GitHub (👨‍💻 220 · 🔀 1.4K · 📥 1.8K · 📦 25K · 📋 1.5K - 19% open · ⏱️ 08.03.2024):
```
it clone https://github.com/dpkp/kafka-python
```
PyPi (📥 13M / month · 📦 1.5K · ⏱️ 30.09.2020):
```
ip install kafka-python
```

Conda (📥 440K · ⏱️ 16.06.2023):

onda install -c conda-forge kafka-python

Ibis (🥈37 · ⭐ 4.2K) - the portable Python dataframe library. Apache-2

GitHub (👨‍💻 290 · 🔀 520 · 📥 120 · 📦 1.4K · 📋 2.8K - 8% open · ⏱️ 25.04.2024):
```
it clone https://github.com/ibis-project/ibis
```
PyPi (📥 180K / month · 📦 61 · ⏱️ 21.04.2024):
```
ip install ibis-framework
```

Conda (📥 330K · ⏱️ 06.02.2024):

onda install -c conda-forge ibis-framework

AWS Data Wrangler (🥈37 · ⭐ 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2

GitHub (👨‍💻 150 · 🔀 670 · 📥 230K · 📦 1.5K · 📋 1.1K - 2% open · ⏱️ 22.04.2024):
```
it clone https://github.com/awslabs/aws-data-wrangler
```
PyPi (📥 43M / month · 📦 67 · ⏱️ 22.04.2024):
```
ip install awswrangler
```

Conda (📥 480K · ⏱️ 22.04.2024):

onda install -c conda-forge awswrangler

Elasticsearch DSL (🥈37 · ⭐ 3.8K) - High level Python client for Elasticsearch. Apache-2

GitHub (👨‍💻 140 · 🔀 800 · 📥 200 · 📦 10K · 📋 1.4K - 10% open · ⏱️ 25.04.2024):
```
it clone https://github.com/elastic/elasticsearch-dsl-py
```
PyPi (📥 4.4M / month · 📦 990 · ⏱️ 03.04.2024):
```
ip install elasticsearch-dsl
```

Conda (📥 8.5K · ⏱️ 08.02.2024):

onda install -c anaconda elasticsearch-dsl

sqlmodel (🥈36 · ⭐ 13K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic

GitHub (👨‍💻 72 · 🔀 580 · 📦 11K · 📋 390 - 60% open · ⏱️ 08.04.2024):
```
it clone https://github.com/tiangolo/sqlmodel
```
PyPi (📥 1.2M / month · 📦 230 · ⏱️ 17.02.2024):
```
ip install sqlmodel
```
Conda (📥 29K · ⏱️ 04.12.2023):
```
onda install -c conda-forge sqlmodel
```

mysqlclient (🥈36 · ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0

GitHub (👨‍💻 84 · 🔀 470 · 📥 5.3K · 📦 160K · 📋 340 - 2% open · ⏱️ 08.02.2024):
```
it clone https://github.com/PyMySQL/mysqlclient
```
PyPi (📥 6.2M / month · 📦 7.3K · ⏱️ 08.02.2024):
```
ip install mysqlclient
```

Conda (📥 350K · ⏱️ 10.03.2024):

onda install -c conda-forge mysqlclient

SQLAlchemy-Utils (🥈36 · ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3

GitHub (👨‍💻 120 · 🔀 320 · 📦 29K · 📋 440 - 45% open · ⏱️ 22.03.2024):
```
it clone https://github.com/kvesteri/sqlalchemy-utils
```
PyPi (📥 6.4M / month · 📦 2.2K · ⏱️ 24.03.2024):
```
ip install sqlalchemy-utils
```

Conda (📥 560K · ⏱️ 24.03.2024):

onda install -c conda-forge sqlalchemy-utils

s3fs (🥈36 · ⭐ 810) - S3 Filesystem. BSD-3

GitHub (👨‍💻 140 · 🔀 260 · 📦 18K · 📋 460 - 28% open · ⏱️ 12.04.2024):
```
it clone https://github.com/fsspec/s3fs
```
PyPi (📥 250M / month · 📦 810 · ⏱️ 18.03.2024):
```
ip install s3fs
```
Conda (📥 6.7M · ⏱️ 19.03.2024):
```
onda install -c conda-forge s3fs
```

Motor (🥈35 · ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2

GitHub (👨‍💻 52 · 🔀 210 · 📦 88K · ⏱️ 19.04.2024):
```
it clone https://github.com/mongodb/motor
```
PyPi (📥 1.7M / month · 📦 1.2K · ⏱️ 26.03.2024):
```
ip install motor
```
Conda (📥 66K · ⏱️ 26.03.2024):
```
onda install -c conda-forge motor
```

Prometheus Client (🥈34 · ⭐ 3.8K · 📉) - Prometheus instrumentation library for Python.. Apache-2

GitHub (👨‍💻 150 · 🔀 820 · 📋 530 - 17% open · ⏱️ 16.04.2024):
```
it clone https://github.com/prometheus/client_python
```
PyPi (📥 34M / month · 📦 900 · ⏱️ 14.02.2024):
```
ip install prometheus_client
```

Conda (📥 16M · ⏱️ 14.02.2024):

onda install -c conda-forge prometheus_client

Databases (🥈34 · ⭐ 3.7K) - Async database support for Python. BSD-3

GitHub (👨‍💻 59 · 🔀 260 · 📦 23K · 📋 330 - 38% open · ⏱️ 01.03.2024):
```
it clone https://github.com/encode/databases
```
PyPi (📥 490K / month · 📦 120 · ⏱️ 01.03.2024):
```
ip install databases
```
Conda (📥 200K · ⏱️ 06.04.2024):
```
onda install -c conda-forge databases
```

libcloud (🥈34 · ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2

GitHub (👨‍💻 480 · 🔀 920 · 📋 220 - 42% open · ⏱️ 24.04.2024):
```
it clone https://github.com/apache/libcloud
```
PyPi (📥 240K / month · 📦 860 · ⏱️ 10.08.2023):
```
ip install apache-libcloud
```

s3transfer (🥈34 · ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2

GitHub (👨‍💻 39 · 🔀 130 · 📦 280K · 📋 86 - 58% open · ⏱️ 02.04.2024):
```
it clone https://github.com/boto/s3transfer
```
PyPi (📥 330M / month · 📦 4.4K · ⏱️ 14.03.2024):
```
ip install s3transfer
```
Conda (📥 18M · ⏱️ 15.03.2024):
```
onda install -c conda-forge s3transfer
```

PyPika (🥉33 · ⭐ 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2

GitHub (👨‍💻 100 · 🔀 280 · 📦 20K · 📋 460 - 44% open · ⏱️ 17.04.2024):
```
it clone https://github.com/kayak/pypika
```
PyPi (📥 2.8M / month · 📦 120 · ⏱️ 15.03.2022):
```
ip install pypika
```
Conda (📥 12K · ⏱️ 16.06.2023):
```
onda install -c conda-forge pypika
```

Cassandra Driver (🥉33 · ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2

GitHub (👨‍💻 200 · 🔀 530 · 📦 6.7K · ⏱️ 26.03.2024):
```
it clone https://github.com/datastax/python-driver
```
PyPi (📥 1.6M / month · 📦 710 · ⏱️ 20.03.2024):
```
ip install cassandra-driver
```

Conda (📥 200K · ⏱️ 20.03.2024):

onda install -c conda-forge cassandra-driver

neo4j-driver (🥉33 · ⭐ 860) - Neo4j Bolt driver for Python. Apache-2

GitHub (👨‍💻 43 · 🔀 190 · 📦 8.9K · 📋 240 - 1% open · ⏱️ 25.04.2024):
```
it clone https://github.com/neo4j/neo4j-python-driver
```
PyPi (📥 130K / month · 📦 230 · ⏱️ 02.04.2024):
```
ip install neo4j-driver
```

Conda (📥 200K · ⏱️ 02.04.2024):

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

minio (🥉33 · ⭐ 770) - MinIO Client SDK for Python. Apache-2

GitHub (👨‍💻 130 · 🔀 310 · 📦 7.2K · 📋 550 - 1% open · ⏱️ 22.03.2024):
```
it clone https://github.com/minio/minio-py
```
PyPi (📥 2.2M / month · 📦 520 · ⏱️ 02.03.2024):
```
ip install minio
```
Conda (📥 160K · ⏱️ 03.03.2024):
```
onda install -c conda-forge minio
```

pandas-gbq (🥉33 · ⭐ 420) - Google BigQuery connector for pandas. BSD-3

GitHub (👨‍💻 50 · 🔀 120 · 📥 350 · 📦 9.8K · 📋 340 - 10% open · ⏱️ 12.04.2024):
```
it clone https://github.com/googleapis/python-bigquery-pandas
```
PyPi (📥 12M / month · 📦 340 · ⏱️ 07.03.2024):
```
ip install pandas-gbq
```
Conda (📥 1.9M · ⏱️ 22.03.2024):
```
onda install -c conda-forge pandas-gbq
```

Records (🥉32 · ⭐ 7.1K) - SQL for Humans. ISC

GitHub (👨‍💻 50 · 🔀 570 · 📦 1.2K · 📋 130 - 32% open · ⏱️ 30.03.2024):
```
it clone https://github.com/kennethreitz/records
```
PyPi (📥 210K / month · 📦 180 · ⏱️ 29.03.2024):
```
ip install records
```
Conda (📥 25K · ⏱️ 30.03.2024):
```
onda install -c conda-forge records
```

tortoise-orm (🥉32 · ⭐ 4.2K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2

GitHub (👨‍💻 130 · 🔀 340 · 📥 13 · 📦 7.5K · 📋 1K - 49% open · ⏱️ 25.04.2024):
```
it clone https://github.com/tortoise/tortoise-orm
```
PyPi (📥 130K / month · 📦 100 · ⏱️ 11.08.2023):
```
ip install tortoise-orm
```

Conda (📥 17K · ⏱️ 11.08.2023):

onda install -c conda-forge tortoise-orm

Pony (🥉32 · ⭐ 3.5K · 💤) - Pony Object Relational Mapper. Apache-2

GitHub (👨‍💻 30 · 🔀 240 · 📥 97 · 📦 4K · 📋 650 - 48% open · ⏱️ 25.09.2023):
```
it clone https://github.com/ponyorm/pony
```
PyPi (📥 160K / month · 📦 370 · ⏱️ 25.09.2023):
```
ip install pony
```
Conda (📥 99K · ⏱️ 25.09.2023):
```
onda install -c conda-forge pony
```

PynamoDB (🥉32 · ⭐ 2.4K) - A pythonic interface to Amazons DynamoDB. MIT

GitHub (👨‍💻 110 · 🔀 430 · 📦 1.7K · 📋 650 - 42% open · ⏱️ 09.04.2024):
```
it clone https://github.com/pynamodb/PynamoDB
```
PyPi (📥 2.1M / month · 📦 160 · ⏱️ 14.01.2024):
```
ip install pynamodb
```
Conda (📥 580K · ⏱️ 17.01.2024):
```
onda install -c conda-forge pynamodb
```

influxdb (🥉32 · ⭐ 1.7K) - Python client for InfluxDB. MIT

GitHub (👨‍💻 140 · 🔀 520 · 📋 550 - 30% open · ⏱️ 17.04.2024):
```
it clone https://github.com/influxdata/influxdb-python
```
PyPi (📥 2.2M / month · 📦 1.3K · ⏱️ 18.04.2024):
```
ip install influxdb
```
Conda (📥 140K · ⏱️ 16.06.2023):
```
onda install -c conda-forge influxdb
```

pygsheets (🥉31 · ⭐ 1.5K) - Google Sheets Python API v4. MIT

GitHub (👨‍💻 91 · 🔀 220 · 📦 2.4K · 📋 400 - 14% open · ⏱️ 14.01.2024):
```
it clone https://github.com/nithinmurali/pygsheets
```
PyPi (📥 1.8M / month · 📦 99 · ⏱️ 30.11.2022):
```
ip install pygsheets
```

cx-Oracle (🥉31 · ⭐ 880 · 💤) - Python interface to Oracle Database now superseded by python-.. BSD-3

GitHub (👨‍💻 17 · 🔀 360 · 📦 8.2K · 📋 650 - 4% open · ⏱️ 17.08.2023):
```
it clone https://github.com/oracle/python-cx_Oracle
```
PyPi (📥 3.9M / month · 📦 360 · ⏱️ 20.07.2023):
```
ip install cx-Oracle
```
Conda (📥 550K · ⏱️ 24.09.2023):
```
onda install -c conda-forge cx_oracle
```

dataset (🥉30 · ⭐ 4.7K · 💤) - Easy-to-use data handling for SQL data stores with support for.. MIT

GitHub (👨‍💻 78 · 🔀 300 · 📦 3.8K · 📋 300 - 11% open · ⏱️ 12.07.2023):
```
it clone https://github.com/pudo/dataset
```
PyPi (📥 120K / month · 📦 580 · ⏱️ 12.07.2023):
```
ip install dataset
```
Conda (📥 8.3K · ⏱️ 12.07.2023):
```
onda install -c conda-forge dataset
```

pysolr (🥉30 · ⭐ 660) - Pysolr Python Solr client. BSD-3

GitHub (👨‍💻 72 · 🔀 360 · 📦 3.4K · 📋 150 - 17% open · ⏱️ 23.04.2024):
```
it clone https://github.com/django-haystack/pysolr
```
PyPi (📥 320K / month · 📦 1.3K · ⏱️ 13.10.2023):
```
ip install pysolr
```
Conda (📥 33K · ⏱️ 16.06.2023):
```
onda install -c conda-forge pysolr
```

piccolos (🥉29 · ⭐ 1.3K) - A fast, user friendly ORM and query builder which supports asyncio. MIT

GitHub (👨‍💻 43 · 🔀 85 · 📦 350 · 📋 380 - 32% open · ⏱️ 06.04.2024):
```
it clone https://github.com/piccolo-orm/piccolo
```
PyPi (📥 17K / month · 📦 11 · ⏱️ 22.03.2024):
```
ip install piccolo
```

confluent-kafka-python (🥉27 · ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2

GitHub (👨‍💻 100 · 🔀 900 · 📦 9.5K):

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

PyPi (📥 13M / month · 📦 500 · ⏱️ 25.10.2023):
```
ip install confluent-kafka
```

Conda (📥 850K · ⏱️ 30.01.2024):

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

prisma (🥉27 · ⭐ 1.6K · 📉) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2

GitHub (👨‍💻 28 · 🔀 69 · 📋 390 - 52% open · ⏱️ 24.03.2024):
```
it clone https://github.com/RobertCraigie/prisma-client-py
```
PyPi (📥 73K / month · 📦 16 · ⏱️ 24.03.2024):
```
ip install prisma
```

HappyBase (🥉27 · ⭐ 610) - A developer-friendly Python library to interact with Apache HBase. MIT

GitHub (👨‍💻 21 · 🔀 160 · 📦 850 · 📋 220 - 14% open · ⏱️ 04.12.2023):
```
it clone https://github.com/python-happybase/happybase
```
PyPi (📥 54K / month · 📦 230 · ⏱️ 14.05.2019):
```
ip install happybase
```
Conda (📥 160K · ⏱️ 16.06.2023):
```
onda install -c conda-forge happybase
```

filedepot (🥉27 · ⭐ 160) - Toolkit for storing files and attachments in web applications. MIT

GitHub (👨‍💻 21 · 🔀 43 · 📦 1.1K · 📋 46 - 15% open · ⏱️ 22.02.2024):
```
it clone https://github.com/amol-/depot
```
PyPi (📥 12K / month · 📦 49 · ⏱️ 22.02.2024):
```
ip install filedepot
```

ODMantic (🥉26 · ⭐ 970) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC

GitHub (👨‍💻 19 · 🔀 92 · 📦 3.2K · 📋 170 - 48% open · ⏱️ 23.03.2024):
```
it clone https://github.com/art049/odmantic
```
PyPi (📥 27K / month · 📦 8 · ⏱️ 18.03.2024):
```
ip install odmantic
```

aioprometheus (🥉22 · ⭐ 170) - A Prometheus Python client library for asyncio-based applications. MIT

GitHub (👨‍💻 12 · 🔀 19 · 📦 290 · 📋 36 - 33% open · ⏱️ 27.12.2023):
```
it clone https://github.com/claws/aioprometheus
```
PyPi (📥 140K / month · 📦 13 · ⏱️ 27.12.2023):
```
ip install aioprometheus
```

psycopg3 (🥉19 · ⭐ 1.5K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0

GitHub (👨‍💻 51 · 🔀 140 · 📋 430 - 7% open · ⏱️ 20.04.2024):
```
it clone https://github.com/psycopg/psycopg
```

Show 17 hidden projects...

psycopg2 (🥈37 · ⭐ 3.2K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution
pyodbc (🥈36 · ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0
google-cloud-bigtable (🥉31 · ⭐ 64) - Google Cloud Bigtable API client library. Apache-2
redis-py-cluster (🥉29 · ⭐ 1.1K · 💀) - Python cluster client for the official redis cluster... MIT
gino (🥉28 · ⭐ 2.6K · 💀) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3
mongo-connector (🥉28 · ⭐ 1.9K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
umongo (🥉27 · ⭐ 440 · 💀) - sync/async MongoDB ODM, yes. MIT
cloudant (🥉27 · ⭐ 160 · 💀) - A Python library for Cloudant and CouchDB. Apache-2
pyhdb (🥉24 · ⭐ 310 · 💀) - SAP HANA Connector in pure Python. Apache-2
py2neo (🥉22 · ⭐ 12) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
db.py (🥉21 · ⭐ 1.2K · 💀) - db.py is an easier way to interact with your databases. BSD-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
PugSQL (🥉20 · ⭐ 660 · 💀) - A HugSQL-inspired database library for Python. Apache-2
Queries (🥉19 · ⭐ 260 · 💀) - PostgreSQL database access simplified. BSD-3
lazydata (🥉16 · ⭐ 630 · 💀) - Lazydata: Scalable data dependencies for Python projects. Apache-2
SuperSQLite (🥉15 · ⭐ 720 · 💀) - A supercharged SQLite library for Python. MIT

Data Loading & Extraction

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

Datasets (🥇43 · ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2

GitHub (👨‍💻 560 · 🔀 2.5K · 📦 46K · 📋 2.8K - 23% open · ⏱️ 25.04.2024):
```
it clone https://github.com/huggingface/datasets
```
PyPi (📥 9.2M / month · 📦 1.1K · ⏱️ 19.04.2024):
```
ip install datasets
```
Conda (📥 720K · ⏱️ 19.04.2024):
```
onda install -c conda-forge datasets
```

Faker (🥇43 · ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT

GitHub (👨‍💻 570 · 🔀 1.9K · 📦 210K · 📋 710 - 2% open · ⏱️ 19.04.2024):
```
it clone https://github.com/joke2k/faker
```
PyPi (📥 15M / month · 📦 3.3K · ⏱️ 17.04.2024):
```
ip install Faker
```
Conda (📥 910K · ⏱️ 17.04.2024):
```
onda install -c conda-forge faker
```

Tablib (🥇37 · ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT

GitHub (👨‍💻 130 · 🔀 580 · 📦 96K · 📋 260 - 12% open · ⏱️ 05.04.2024):
```
it clone https://github.com/jazzband/tablib
```
PyPi (📥 2M / month · 📦 1.3K · ⏱️ 04.04.2024):
```
ip install tablib
```
Conda (📥 96K · ⏱️ 04.04.2024):
```
onda install -c conda-forge tablib
```

xlwings (🥈36 · ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3

GitHub (👨‍💻 65 · 🔀 480 · 📥 17K · 📦 31K · 📋 1.9K - 18% open · ⏱️ 22.04.2024):
```
it clone https://github.com/xlwings/xlwings
```
PyPi (📥 160K / month · 📦 650 · ⏱️ 02.04.2024):
```
ip install xlwings
```
Conda (📥 740K · ⏱️ 03.04.2024):
```
onda install -c conda-forge xlwings
```

smart-open (🥈34 · ⭐ 3.1K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT

GitHub (👨‍💻 120 · 🔀 370 · 📋 390 - 16% open · ⏱️ 27.03.2024):
```
it clone https://github.com/RaRe-Technologies/smart_open
```
PyPi (📥 23M / month · 📦 650 · ⏱️ 26.03.2024):
```
ip install smart-open
```
Conda (📥 2.4M · ⏱️ 26.03.2024):
```
onda install -c conda-forge smart_open
```

python-magic (🥈34 · ⭐ 2.5K) - A python wrapper for libmagic. MIT

GitHub (👨‍💻 61 · 🔀 270 · 📦 56K · 📋 210 - 9% open · ⏱️ 09.10.2023):
```
it clone https://github.com/ahupp/python-magic
```
PyPi (📥 8.7M / month · 📦 3.4K · ⏱️ 07.06.2022):
```
ip install python-magic
```

Conda (📥 250K · ⏱️ 25.09.2023):

onda install -c conda-forge python-magic

csvkit (🥈33 · ⭐ 5.8K) - A suite of utilities for converting to and working with CSV, the king of.. MIT

GitHub (👨‍💻 110 · 🔀 600 · 📦 1.6K · 📋 900 - 3% open · ⏱️ 18.04.2024):
```
it clone https://github.com/wireservice/csvkit
```
PyPi (📥 180K / month · 📦 380 · ⏱️ 28.03.2024):
```
ip install csvkit
```
Conda (📥 110K · ⏱️ 28.03.2024):
```
onda install -c conda-forge csvkit
```

gdown (🥈33 · ⭐ 3.9K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT

GitHub (👨‍💻 20 · 🔀 320 · 📦 29K · 📋 160 - 17% open · ⏱️ 11.02.2024):
```
it clone https://github.com/wkentaro/gdown
```
PyPi (📥 1.5M / month · 📦 500 · ⏱️ 03.02.2024):
```
ip install gdown
```
Conda (📥 270K · ⏱️ 03.02.2024):
```
onda install -c conda-forge gdown
```

pandas-datareader (🥈33 · ⭐ 2.8K) - Extract data from a wide range of Internet sources into a.. BSD-3

GitHub (👨‍💻 92 · 🔀 680 · 📦 24K · 📋 540 - 26% open · ⏱️ 24.10.2023):
```
it clone https://github.com/pydata/pandas-datareader
```
PyPi (📥 460K / month · 📦 870 · ⏱️ 13.07.2021):
```
ip install pandas-datareader
```

Conda (📥 350K · ⏱️ 16.06.2023):

onda install -c conda-forge pandas-datareader

Intake (🥈32 · ⭐ 980) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2

GitHub (👨‍💻 86 · 🔀 140 · 📦 2.2K · 📋 370 - 28% open · ⏱️ 24.04.2024):
```
it clone https://github.com/intake/intake
```
PyPi (📥 64K / month · 📦 140 · ⏱️ 24.04.2024):
```
ip install intake
```
Conda (📥 570K · ⏱️ 24.04.2024):
```
onda install -c conda-forge intake
```

snorkel (🥉31 · ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2

GitHub (👨‍💻 81 · 🔀 860 · 📥 1.1K · 📦 510 · 📋 980 - 1% open · ⏱️ 27.02.2024):
```
it clone https://github.com/snorkel-team/snorkel
```
PyPi (📥 29K / month · 📦 14 · ⏱️ 27.02.2024):
```
ip install snorkel
```
Conda (📥 48K · ⏱️ 28.02.2024):
```
onda install -c conda-forge snorkel
```

textract (🥉27 · ⭐ 3.8K) - extract text from any document. no muss. no fuss. MIT

GitHub (👨‍💻 41 · 🔀 560 · 📋 260 - 49% open · ⏱️ 10.03.2024):
```
it clone https://github.com/deanmalmgren/textract
```
PyPi (📥 140K / month · 📦 130 · ⏱️ 10.03.2022):
```
ip install textract
```
Conda (📥 23K · ⏱️ 16.06.2023):
```
onda install -c conda-forge textract
```

img2dataset (🥉27 · ⭐ 3.2K) - Easily turn large sets of image urls to an image dataset. Can.. MIT

GitHub (👨‍💻 34 · 🔀 300 · 📥 1.7K · 📦 140 · 📋 250 - 42% open · ⏱️ 22.02.2024):
```
it clone https://github.com/rom1504/img2dataset
```
PyPi (📥 39K / month · 📦 2 · ⏱️ 22.01.2024):
```
ip install img2dataset
```

camelot (🥉24 · ⭐ 2.6K) - A Python library to extract tabular data from PDFs. MIT

GitHub (👨‍💻 46 · 🔀 420 · 📋 380 - 70% open · ⏱️ 02.10.2023):
```
it clone https://github.com/camelot-dev/camelot
```
PyPi (📥 6.6K / month · 📦 10 · ⏱️ 15.12.2021):
```
ip install camelot
```

rows (🥉24 · ⭐ 860) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0

GitHub (👨‍💻 31 · 🔀 140 · 📥 38 · 📦 170 · 📋 320 - 52% open · ⏱️ 09.03.2024):
```
it clone https://github.com/turicas/rows
```
PyPi (📥 1.2K / month · 📦 29 · ⏱️ 15.12.2021):
```
ip install rows
```

excalibur (🥉20 · ⭐ 1.5K · 💤) - A web interface to extract tabular data from PDFs. MIT

GitHub (👨‍💻 13 · 🔀 220 · 📥 12K · 📋 130 - 68% open · ⏱️ 15.07.2023):
```
it clone https://github.com/camelot-dev/excalibur
```
PyPi (📥 1.6K / month · ⏱️ 21.03.2020):
```
ip install excalibur-py
```

Upgini (🥉20 · ⭐ 290) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3

GitHub (👨‍💻 12 · 🔀 24 · 📦 6 · ⏱️ 16.04.2024):
```
it clone https://github.com/upgini/upgini
```
PyPi (📥 6.9K / month · ⏱️ 22.04.2024):
```
ip install upgini
```

Squirrel (🥉16 · ⭐ 280) - A Python library that enables ML teams to share, load, and transform.. Apache-2

GitHub (👨‍💻 18 · 🔀 8 · 📦 2 · 📋 12 - 16% open · ⏱️ 15.01.2024):
```
it clone https://github.com/merantix-momentum/squirrel-core
```
PyPi (📥 660 / month · ⏱️ 15.01.2024):
```
ip install squirrel-core
```
Conda (📦 1 · ⏱️ 18.11.2022):
```
onda install -c anaconda squirrel-core
```

Show 12 hidden projects...

xmltodict (🥈35 · ⭐ 5.4K · 💀) - Python module that makes working with XML feel like you are.. MIT
xlrd (🥈33 · ⭐ 2.1K · 💀) - Please use openpyxl where you can... BSD-3
SDV (🥉31 · ⭐ 2.1K) - Synthetic data generation for tabular data. ❗️SSPL-1.0
PDFMiner (🥉28 · ⭐ 5.2K · 💀) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
tabulator-py (🥉28 · ⭐ 240 · 💀) - Python library for reading and writing tabular data via streams. MIT
Singer (🥉27 · ⭐ 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
deepdish (🥉24 · ⭐ 270 · 💀) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
pyexcel-xlsx (🥉23 · ⭐ 110 · 💀) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
borb (🥉21 · ⭐ 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 (🥉16 · ⭐ 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 (👨‍💻 3.3K · 🔀 14K · 📥 620K · 📦 10K · 📋 9.1K - 10% open · ⏱️ 25.04.2024):
```
it clone https://github.com/apache/airflow
```
PyPi (📥 24M / month · 📦 360 · ⏱️ 08.04.2024):
```
ip install apache-airflow
```
Conda (📥 1M · ⏱️ 14.04.2024):
```
onda install -c conda-forge airflow
```
Docker Hub (📥 1B · ⭐ 510 · ⏱️ 08.04.2024):
```
ocker pull apache/airflow
```

Celery (🥇46 · ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3

GitHub (👨‍💻 1.3K · 🔀 4.6K · 📦 130K · 📋 5.1K - 13% open · ⏱️ 24.04.2024):
```
it clone https://github.com/celery/celery
```
PyPi (📥 9.8M / month · 📦 15K · ⏱️ 17.04.2024):
```
ip install celery
```
Conda (📥 1.6M · ⏱️ 30.12.2023):
```
onda install -c conda-forge celery
```

Beam (🥇44 · ⭐ 7.5K) - Unified programming model to define and execute data processing.. Apache-2

GitHub (👨‍💻 1.6K · 🔀 4.1K · 📦 6.9K · 📋 6.8K - 64% open · ⏱️ 24.04.2024):
```
it clone https://github.com/apache/beam
```
PyPi (📥 6.7M / month · 📦 190 · ⏱️ 24.04.2024):
```
ip install apache-beam
```

Conda (📥 65K · ⏱️ 14.04.2024):

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

Prefect (🥇43 · ⭐ 15K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2

GitHub (👨‍💻 460 · 🔀 1.5K · 📦 4.8K · 📋 4.7K - 13% open · ⏱️ 25.04.2024):
```
it clone https://github.com/PrefectHQ/prefect
```
PyPi (📥 1.1M / month · 📦 160 · ⏱️ 18.04.2024):
```
ip install prefect
```
Conda (📥 630K · ⏱️ 19.04.2024):
```
onda install -c conda-forge prefect
```

Dagster (🥇42 · ⭐ 10K) - An orchestration platform for the development, production, and.. Apache-2

GitHub (👨‍💻 430 · 🔀 1.3K · 📦 2.2K · 📋 7.3K - 33% open · ⏱️ 24.04.2024):
```
it clone https://github.com/dagster-io/dagster
```
PyPi (📥 830K / month · 📦 140 · ⏱️ 19.04.2024):
```
ip install dagster
```
Conda (📥 1.1M · ⏱️ 18.04.2024):
```
onda install -c conda-forge dagster
```

rq (🥈40 · ⭐ 9.5K) - Simple job queues for Python. BSD-3

GitHub (👨‍💻 310 · 🔀 1.4K · 📦 16K · 📋 1.1K - 17% open · ⏱️ 20.04.2024):
```
it clone https://github.com/rq/rq
```
PyPi (📥 1.5M / month · 📦 1.8K · ⏱️ 09.03.2024):
```
ip install rq
```
Conda (📥 100K · ⏱️ 26.03.2024):
```
onda install -c conda-forge rq
```

Great Expectations (🥈40 · ⭐ 9.5K) - Always know what to expect from your data. Apache-2

GitHub (👨‍💻 430 · 🔀 1.5K · 📋 1.9K - 10% open · ⏱️ 25.04.2024):
```
it clone https://github.com/great-expectations/great_expectations
```
PyPi (📥 19M / month · 📦 64 · ⏱️ 15.04.2024):
```
ip install great_expectations
```

Conda (📥 770K · ⏱️ 20.03.2024):

onda install -c conda-forge great-expectations

joblib (🥈40 · ⭐ 3.7K) - Computing with Python functions. BSD-3

GitHub (👨‍💻 130 · 🔀 400 · 📦 420K · 📋 900 - 45% open · ⏱️ 19.04.2024):
```
it clone https://github.com/joblib/joblib
```
PyPi (📥 52M / month · 📦 6.9K · ⏱️ 08.04.2024):
```
ip install joblib
```
Conda (📥 26M · ⏱️ 08.04.2024):
```
onda install -c conda-forge joblib
```

Kedro (🥈38 · ⭐ 9.4K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2

GitHub (👨‍💻 220 · 🔀 860 · 📦 2.3K · 📋 1.8K - 15% open · ⏱️ 23.04.2024):
```
it clone https://github.com/kedro-org/kedro
```
PyPi (📥 480K / month · 📦 76 · ⏱️ 22.04.2024):
```
ip install kedro
```

dbt (🥈38 · ⭐ 8.9K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2

GitHub (👨‍💻 310 · 🔀 1.5K · 📥 4.1K · 📦 4.8K · 📋 5.2K - 10% open · ⏱️ 25.04.2024):
```
it clone https://github.com/dbt-labs/dbt-core
```
PyPi (📥 45K / month · 📦 30 · ⏱️ 24.04.2024):
```
ip install dbt
```
Conda (📥 260K · ⏱️ 16.06.2023):
```
onda install -c conda-forge dbt
```

luigi (🥈36 · ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2

GitHub (👨‍💻 620 · 🔀 2.4K · 📦 2.4K · 📋 1K - 12% open · ⏱️ 14.04.2024):
```
it clone https://github.com/spotify/luigi
```
PyPi (📥 340K / month · 📦 420 · ⏱️ 15.01.2024):
```
ip install luigi
```
Conda (📥 14K · 📦 2 · ⏱️ 16.06.2023):
```
onda install -c anaconda luigi
```

petl (🥈35 · ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT

GitHub (👨‍💻 64 · 🔀 190 · 📦 3.6K · 📋 460 - 18% open · ⏱️ 17.04.2024):
```
it clone https://github.com/petl-developers/petl
```
PyPi (📥 2.6M / month · 📦 86 · ⏱️ 12.03.2024):
```
ip install petl
```
Conda (📥 230K · ⏱️ 13.03.2024):
```
onda install -c conda-forge petl
```

Activeloop (🥈33 · ⭐ 7.7K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0

GitHub (👨‍💻 130 · 🔀 590 · 📦 2.8K · 📋 450 - 11% open · ⏱️ 24.04.2024):
```
it clone https://github.com/activeloopai/Hub
```
PyPi (📥 4.2K / month · 📦 54 · ⏱️ 02.02.2023):
```
ip install hub
```

zenml (🥈32 · ⭐ 3.7K · 📉) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2

GitHub (👨‍💻 91 · 🔀 400 · 📥 1 · 📦 490 · 📋 310 - 22% open · ⏱️ 24.04.2024):
```
it clone https://github.com/zenml-io/zenml
```
PyPi (📥 13K / month · 📦 2 · ⏱️ 24.04.2024):
```
ip install zenml
```

whylogs (🥈30 · ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2

GitHub (👨‍💻 32 · 🔀 120 · 📥 34 · 📦 250 · 📋 420 - 2% open · ⏱️ 22.04.2024):
```
it clone https://github.com/whylabs/whylogs
```
PyPi (📥 320K / month · 📦 6 · ⏱️ 17.04.2024):
```
ip install whylogs
```

arq (🥈30 · ⭐ 1.9K) - Fast job queuing and RPC in python with asyncio and redis. MIT

GitHub (👨‍💻 60 · 🔀 150 · 📦 580 · 📋 210 - 28% open · ⏱️ 01.04.2024):
```
it clone https://github.com/samuelcolvin/arq
```
PyPi (📥 93K / month · 📦 21 · ⏱️ 01.04.2024):
```
ip install arq
```
Conda (📥 9.8K · ⏱️ 16.06.2023):
```
onda install -c conda-forge arq
```

huey (🥉29 · ⭐ 4.9K) - a little task queue for python. MIT

GitHub (👨‍💻 67 · 🔀 380 · 📦 1.5K · ⏱️ 04.04.2024):
```
it clone https://github.com/coleifer/huey
```
PyPi (📥 99K / month · 📦 180 · ⏱️ 20.09.2023):
```
ip install huey
```
Conda (📥 34K · ⏱️ 16.06.2023):
```
onda install -c conda-forge huey
```

ploomber (🥉29 · ⭐ 3.4K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2

GitHub (👨‍💻 80 · 🔀 220 · 📦 130 · 📋 860 - 11% open · ⏱️ 20.02.2024):
```
it clone https://github.com/ploomber/ploomber
```
PyPi (📥 8K / month · 📦 7 · ⏱️ 08.02.2024):
```
ip install ploomber
```
Conda (📥 85K · ⏱️ 09.02.2024):
```
onda install -c conda-forge ploomber
```

mleap (🥉29 · ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2

GitHub (👨‍💻 85 · 🔀 320 · 📦 220 · 📋 480 - 23% open · ⏱️ 14.11.2023):
```
it clone https://github.com/combust/mleap
```
PyPi (📥 180K / month · 📦 25 · ⏱️ 14.11.2023):
```
ip install mleap
```
Conda (📥 80K · ⏱️ 15.11.2023):
```
onda install -c conda-forge mleap
```

PyFunctional (🥉27 · ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT

GitHub (👨‍💻 31 · 🔀 130 · 📦 780 · 📋 140 - 10% open · ⏱️ 13.03.2024):
```
it clone https://github.com/EntilZha/PyFunctional
```
PyPi (📥 180K / month · 📦 27 · ⏱️ 13.03.2024):
```
ip install pyfunctional
```

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

GitHub (👨‍💻 45 · 🔀 220 · 📦 64 · 📋 340 - 21% open · ⏱️ 21.04.2024):
```
it clone https://github.com/Parsely/streamparse
```
PyPi (📥 2.1K / month · 📦 27 · ⏱️ 10.01.2022):
```
ip install streamparse
```

Optimus (🥉25 · ⭐ 1.4K · 💤) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark

GitHub (👨‍💻 26 · 🔀 230 · 📋 220 - 4% open · ⏱️ 19.05.2023):
```
it clone https://github.com/hi-primus/optimus
```
PyPi (📥 9.6K / month · ⏱️ 19.07.2020):
```
ip install optimuspyspark
```

TaskTiger (🥉25 · ⭐ 1.4K) - Python task queue using Redis. MIT

GitHub (👨‍💻 30 · 🔀 81 · 📦 29 · 📋 84 - 51% open · ⏱️ 25.04.2024):
```
it clone https://github.com/closeio/tasktiger
```
PyPi (📥 6.2K / month · 📦 10 · ⏱️ 25.04.2024):
```
ip install tasktiger
```

dbnd (🥉25 · ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2

GitHub (👨‍💻 78 · 🔀 34 · 📦 36 · 📋 30 - 86% open · ⏱️ 04.03.2024):
```
it clone https://github.com/databand-ai/dbnd
```
PyPi (📥 240K / month · 📦 25 · ⏱️ 15.03.2024):
```
ip install dbnd
```

Databolt Flow (🥉20 · ⭐ 950 · 💤) - Python library for building highly effective data science.. MIT

GitHub (👨‍💻 13 · 🔀 77 · 📦 28 · 📋 24 - 45% open · ⏱️ 20.07.2023):
```
it clone https://github.com/d6t/d6tflow
```
PyPi (📥 190 / month · ⏱️ 20.02.2024):
```
ip install d6tflow
```

BatchFlow (🥉20 · ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2

GitHub (👨‍💻 37 · 🔀 44 · 📦 9 · 📋 110 - 29% open · ⏱️ 18.01.2024):
```
it clone https://github.com/analysiscenter/batchflow
```
PyPi (📥 220 / month · ⏱️ 01.08.2023):
```
ip install batchflow
```

Mara Pipelines (🥉17 · ⭐ 2.1K) - A lightweight opinionated ETL framework, halfway between plain.. MIT

GitHub (👨‍💻 17 · 🔀 100 · 📋 42 - 61% open · ⏱️ 07.12.2023):
```
it clone https://github.com/mara/mara-pipelines
```
PyPi (📥 69 / month · 📦 1 · ⏱️ 06.12.2023):
```
ip install mara-pipelines
```

flupy (🥉17 · ⭐ 190) - Fluent data pipelines for python and your shell. MIT

GitHub (👨‍💻 6 · 🔀 14 · 📋 14 - 14% open · ⏱️ 27.02.2024):
```
it clone https://github.com/olirice/flupy
```
PyPi (📥 220K / month · ⏱️ 21.10.2022):
```
ip install flupy
```

Show 15 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
bonobo (🥉25 · ⭐ 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
mrq (🥉21 · ⭐ 880 · 💀) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
pdpipe (🥉20 · ⭐ 720 · 💀) - Easy pipelines for pandas DataFrames. MIT
spark-deep-learning (🥉19 · ⭐ 2K · 💀) - Deep Learning Pipelines for Apache Spark. Apache-2 spark
riko (🥉18 · ⭐ 1.6K · 💀) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
bodywork-core (🥉17 · ⭐ 430 · 💀) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0
kale (🥉16 · ⭐ 620 · 💀) - 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

XlsxWriter (🥇38 · ⭐ 3.5K) - A Python module for creating Excel XLSX files. BSD-2

GitHub (👨‍💻 52 · 🔀 620 · 📦 76K · 📋 930 - 1% open · ⏱️ 06.04.2024):
```
it clone https://github.com/jmcnamara/XlsxWriter
```
PyPi (📥 19M / month · 📦 4.1K · ⏱️ 18.02.2024):
```
ip install xlsxwriter
```
Conda (📥 3.2M · ⏱️ 05.11.2023):
```
onda install -c conda-forge xlsxwriter
```

PyYAML (🥇38 · ⭐ 2.4K) - Canonical source repository for PyYAML. MIT

GitHub (👨‍💻 40 · 🔀 520 · 📦 1.2M · 📋 600 - 46% open · ⏱️ 14.11.2023):
```
it clone https://github.com/yaml/pyyaml
```
PyPi (📥 290M / month · 📦 79K · ⏱️ 18.07.2023):
```
ip install pyyaml
```
Conda (📥 44M · ⏱️ 22.09.2023):
```
onda install -c conda-forge pyyaml
```

Show 1 hidden projects...

jmespath (🥉34 · ⭐ 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 (👨‍💻 81 · 🔀 220 · 📦 10K · 📋 290 - 20% open · ⏱️ 08.04.2024):
```
it clone https://github.com/seperman/deepdiff
```
PyPi (📥 11M / month · 📦 900 · ⏱️ 08.04.2024):
```
ip install deepdiff
```
Conda (📥 420K · ⏱️ 09.04.2024):
```
onda install -c conda-forge deepdiff
```

typing_inspect (🥉25 · ⭐ 330 · 💤) - Runtime inspection utilities for Python typing module. MIT

GitHub (👨‍💻 17 · 🔀 31 · 📋 56 - 37% open · ⏱️ 24.05.2023):
```
it clone https://github.com/ilevkivskyi/typing_inspect
```
PyPi (📥 29M / month · 📦 410 · ⏱️ 24.05.2023):
```
ip install typing_inspect
```

Conda (📥 1.8M · ⏱️ 03.06.2023):

onda install -c conda-forge typing_inspect

Show 2 hidden projects...

importlib-resources (🥈32 · ⭐ 58) - Backport of the importlib.resources module. Apache-2
entrypoints (🥉25 · ⭐ 72 · 💀) - Discover and load entry points from installed packages. MIT

General Utilities

attrs (🥇43 · ⭐ 5.1K) - Python Classes Without Boilerplate. MIT

GitHub (👨‍💻 160 · 🔀 390 · 📦 1M · 📋 700 - 18% open · ⏱️ 24.04.2024):
```
it clone https://github.com/python-attrs/attrs
```
PyPi (📥 200M / month · 📦 19K · ⏱️ 31.12.2023):
```
ip install attrs
```
Conda (📥 36M · ⏱️ 31.12.2023):
```
onda install -c conda-forge attrs
```

more-itertools (🥇39 · ⭐ 3.4K) - More routines for operating on iterables, beyond itertools. MIT

GitHub (👨‍💻 120 · 🔀 270 · 📥 3K · 📦 220K · 📋 300 - 5% open · ⏱️ 13.04.2024):
```
it clone https://github.com/more-itertools/more-itertools
```
PyPi (📥 76M / month · 📦 9.2K · ⏱️ 08.01.2024):
```
ip install more-itertools
```

Conda (📥 14M · ⏱️ 08.01.2024):

onda install -c conda-forge more-itertools

toolz (🥈37 · ⭐ 4.5K) - A functional standard library for Python. BSD-3

GitHub (👨‍💻 77 · 🔀 250 · 📦 150K · 📋 260 - 45% open · ⏱️ 24.01.2024):
```
it clone https://github.com/pytoolz/toolz
```
PyPi (📥 33M / month · 📦 3.6K · ⏱️ 24.01.2024):
```
ip install toolz
```
Conda (📥 20M · ⏱️ 24.01.2024):
```
onda install -c conda-forge toolz
```

boltons (🥈35 · ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3

GitHub (👨‍💻 90 · 🔀 350 · 📥 29 · 📦 6.9K · 📋 180 - 39% open · ⏱️ 31.03.2024):
```
it clone https://github.com/mahmoud/boltons
```
PyPi (📥 4M / month · 📦 450 · ⏱️ 31.03.2024):
```
ip install boltons
```
Conda (📥 4.6M · ⏱️ 01.04.2024):
```
onda install -c conda-forge boltons
```

tenacity (🥈34 · ⭐ 6K) - Retrying library for Python. Apache-2

GitHub (👨‍💻 91 · 🔀 290 · 📋 250 - 39% open · ⏱️ 14.03.2024):
```
it clone https://github.com/jd/tenacity
```
PyPi (📥 50M / month · 📦 1.9K · ⏱️ 14.08.2023):
```
ip install tenacity
```
Conda (📥 6.4M · ⏱️ 14.08.2023):
```
onda install -c conda-forge tenacity
```

returns (🥉31 · ⭐ 3.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2

GitHub (👨‍💻 49 · 🔀 110 · 📦 540 · 📋 420 - 15% open · ⏱️ 22.04.2024):
```
it clone https://github.com/dry-python/returns
```
PyPi (📥 150K / month · 📦 59 · ⏱️ 26.08.2023):
```
ip install returns
```
Conda (📥 8.9K · ⏱️ 28.08.2023):
```
onda install -c conda-forge returns
```

natsort (🥉30 · ⭐ 860) - Simple yet flexible natural sorting in Python. MIT

GitHub (👨‍💻 22 · 🔀 49 · 📦 28K · 📋 94 - 2% open · ⏱️ 04.03.2024):
```
it clone https://github.com/SethMMorton/natsort
```
PyPi (📥 4.7M / month · 📦 1.4K · ⏱️ 20.06.2023):
```
ip install natsort
```
Conda (📥 1.6M · ⏱️ 20.06.2023):
```
onda install -c conda-forge natsort
```

funcy (🥉29 · ⭐ 3.3K) - A fancy and practical functional tools. BSD-3

GitHub (👨‍💻 33 · 🔀 140 · 📦 11K · 📋 81 - 11% open · ⏱️ 12.04.2024):
```
it clone https://github.com/Suor/funcy
```
PyPi (📥 1.4M / month · 📦 650 · ⏱️ 28.03.2023):
```
ip install funcy
```
Conda (📥 420K · ⏱️ 16.06.2023):
```
onda install -c conda-forge funcy
```

ubelt (🥉24 · ⭐ 710) - A Python utility library with a stdlib like feel and extra batteries... Apache-2

GitHub (👨‍💻 4 · 🔀 42 · 📥 9 · 📋 15 - 13% open · ⏱️ 13.04.2024):
```
it clone https://github.com/Erotemic/ubelt
```
PyPi (📥 23K / month · 📦 73 · ⏱️ 20.03.2024):
```
ip install ubelt
```
Conda (📥 75K · ⏱️ 20.03.2024):
```
onda 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
pinject (🥉24 · ⭐ 1.3K · 💀) - A pythonic dependency injection library. Apache-2
ratelimit (🥉24 · ⭐ 710 · 💀) - API Rate Limit Decorator. MIT
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 (🥇50 · ⭐ 60K · 📈) - The Python programming language. MIT

GitHub (👨‍💻 2.9K · 🔀 29K · 📦 610K · 📋 69K - 12% open · ⏱️ 25.04.2024):
```
it clone https://github.com/python/cpython
```
PyPi (📥 30 / month · 📦 5 · ⏱️ 22.07.2020):
```
ip install cpython
```
Conda (📥 3M · ⏱️ 16.06.2023):
```
onda install -c conda-forge typing
```
npm (📦 4 · ⏱️ 03.08.2017):
```
pm install @buckpkg/python
```

micropython (🥈35 · ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0

GitHub (👨‍💻 630 · 🔀 7.3K · 📥 77K · 📋 5.6K - 32% open · ⏱️ 25.04.2024):
```
it clone https://github.com/micropython/micropython
```
PyPi (📦 14 · ⏱️ 10.10.2016):
```
ip 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 (🥇42 · ⭐ 1.7K) - Pygments is a generic syntax highlighter written in Python. BSD-2

GitHub (👨‍💻 840 · 🔀 610 · 📦 710K · 📋 1.8K - 23% open · ⏱️ 13.04.2024):
```
it clone https://github.com/pygments/pygments
```
PyPi (📥 99M / month · 📦 38K · ⏱️ 21.11.2023):
```
ip install pygments
```
Conda (📥 29M · ⏱️ 21.11.2023):
```
onda install -c conda-forge pygments
```

cookiecutter (🥇41 · ⭐ 22K) - A cross-platform command-line utility that creates projects from.. BSD-3

GitHub (👨‍💻 320 · 🔀 1.9K · 📦 27K · 📋 870 - 26% open · ⏱️ 25.04.2024):
```
it clone https://github.com/cookiecutter/cookiecutter
```
PyPi (📥 3.7M / month · 📦 1.7K · ⏱️ 21.02.2024):
```
ip install cookiecutter
```

Conda (📥 990K · ⏱️ 22.02.2024):

onda install -c conda-forge cookiecutter

pyparsing (🥇40 · ⭐ 2.1K) - Python library for creating PEG parsers. MIT

GitHub (👨‍💻 66 · 🔀 270 · 📥 10K · 📦 970K · 📋 340 - 12% open · ⏱️ 30.03.2024):
```
it clone https://github.com/pyparsing/pyparsing
```
PyPi (📥 110M / month · 📦 33K · ⏱️ 06.03.2024):
```
ip install pyparsing
```
Conda (📥 43M · ⏱️ 06.03.2024):
```
onda install -c conda-forge pyparsing
```

pycparser (🥈38 · ⭐ 3.1K) - Complete C99 parser in pure Python. BSD-3

GitHub (👨‍💻 84 · 🔀 600 · 📦 800K · 📋 350 - 8% open · ⏱️ 15.04.2024):
```
it clone https://github.com/eliben/pycparser
```
PyPi (📥 220M / month · 📦 17K · ⏱️ 30.03.2024):
```
ip install pycparser
```
Conda (📥 38M · ⏱️ 30.03.2024):
```
onda install -c conda-forge pycparser
```

py4j (🥈35 · ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3

GitHub (👨‍💻 41 · 🔀 200 · 📦 39K · 📋 420 - 35% open · ⏱️ 16.04.2024):
```
it clone https://github.com/bartdag/py4j
```
PyPi (📥 48M / month · 📦 720 · ⏱️ 12.08.2022):
```
ip install py4j
```
Conda (📥 5.4M · ⏱️ 16.06.2023):
```
onda install -c conda-forge py4j
```

wrapt (🥈34 · ⭐ 2K) - A Python module for decorators, wrappers and monkey patching. BSD-2

GitHub (👨‍💻 27 · 🔀 220 · 📋 190 - 26% open · ⏱️ 10.11.2023):
```
it clone https://github.com/GrahamDumpleton/wrapt
```
PyPi (📥 130M / month · 📦 12K · ⏱️ 09.11.2023):
```
ip install wrapt
```
Conda (📥 15M · ⏱️ 09.11.2023):
```
onda install -c conda-forge wrapt
```

pluggy (🥈34 · ⭐ 1.2K) - A minimalist production ready plugin system. MIT

GitHub (👨‍💻 54 · 🔀 120 · 📋 190 - 28% open · ⏱️ 23.04.2024):
```
it clone https://github.com/pytest-dev/pluggy
```
PyPi (📥 130M / month · 📦 11K · ⏱️ 20.04.2024):
```
ip install pluggy
```
Conda (📥 25M · ⏱️ 21.04.2024):
```
onda install -c conda-forge pluggy
```

decorator (🥈34 · ⭐ 810 · 💤) - Decorators for Humans. BSD-2

GitHub (👨‍💻 27 · 🔀 100 · 📦 560K · 📋 110 - 12% open · ⏱️ 23.08.2023):
```
it clone https://github.com/micheles/decorator
```
PyPi (📥 94M / month · 📦 25K · ⏱️ 07.01.2022):
```
ip install decorator
```
Conda (📥 27M · ⏱️ 16.06.2023):
```
onda install -c conda-forge decorator
```

Copier (🥈33 · ⭐ 1.7K) - Library and command-line utility for rendering projects templates. MIT

GitHub (👨‍💻 74 · 🔀 160 · 📦 940 · 📋 460 - 14% open · ⏱️ 22.04.2024):
```
it clone https://github.com/copier-org/copier
```
PyPi (📥 200K / month · 📦 68 · ⏱️ 04.04.2024):
```
ip install copier
```

diagrams (🥉32 · ⭐ 35K) - Diagram as Code for prototyping cloud system architectures. MIT

GitHub (👨‍💻 140 · 🔀 2.2K · 📦 1.4K · 📋 560 - 66% open · ⏱️ 13.04.2024):
```
it clone https://github.com/mingrammer/diagrams
```
PyPi (📥 200K / month · 📦 43 · ⏱️ 30.10.2023):
```
ip install diagrams
```
Conda (📥 180K · ⏱️ 30.10.2023):
```
onda install -c conda-forge diagrams
```

fastcore (🥉31 · ⭐ 900 · 💤) - Python supercharged for the fastai library. Apache-2

GitHub (👨‍💻 56 · 🔀 260 · 📦 6.2K · 📋 330 - 9% open · ⏱️ 25.06.2023):
```
it clone https://github.com/fastai/fastcore
```
PyPi (📥 1.5M / month · 📦 330 · ⏱️ 28.03.2023):
```
ip install fastcore
```
Conda (📥 72K · ⏱️ 16.06.2023):
```
onda install -c conda-forge fastcore
```

pyscaffold (🥉29 · ⭐ 2K · 💤) - Python project template generator with batteries included. MIT

GitHub (👨‍💻 58 · 🔀 180 · 📋 300 - 12% open · ⏱️ 20.06.2023):
```
it clone https://github.com/pyscaffold/pyscaffold
```
PyPi (📥 800K / month · 📦 62 · ⏱️ 20.06.2023):
```
ip install pyscaffold
```
Conda (📥 180K · ⏱️ 26.06.2023):
```
onda install -c conda-forge pyscaffold
```

Send2Trash (🥉28 · ⭐ 260) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3

GitHub (👨‍💻 17 · 🔀 41 · 📋 60 - 48% open · ⏱️ 06.04.2024):
```
it clone https://github.com/arsenetar/send2trash
```
PyPi (📥 20M / month · 📦 2.8K · ⏱️ 07.04.2024):
```
ip install send2trash
```
Conda (📥 14M · ⏱️ 08.04.2024):
```
onda install -c conda-forge send2trash
```

python-mss (🥉26 · ⭐ 960) - An ultra fast cross-platform multiple screenshots module in pure.. MIT

GitHub (👨‍💻 23 · 🔀 81 · 📋 140 - 26% open · ⏱️ 27.02.2024):
```
it clone https://github.com/BoboTiG/python-mss
```
PyPi (📥 820K / month · 📦 280 · ⏱️ 20.04.2023):
```
ip install mss
```
Conda (📥 45K · ⏱️ 16.06.2023):
```
onda install -c conda-forge python-mss
```

catalogue (🥉26 · ⭐ 170) - Super lightweight function registries for your library. MIT

GitHub (👨‍💻 12 · 🔀 21 · 📦 39K · 📋 11 - 36% open · ⏱️ 22.03.2024):
```
it clone https://github.com/explosion/catalogue
```
PyPi (📥 8.3M / month · 📦 93 · ⏱️ 25.09.2023):
```
ip install catalogue
```
Conda (📥 1.3M · ⏱️ 25.09.2023):
```
onda install -c conda-forge catalogue
```

Show 6 hidden projects...

keyboard (🥉32 · ⭐ 3.7K · 💀) - Hook and simulate global keyboard events on Windows and Linux. MIT
powerline-shell (🥉26 · ⭐ 6.2K · 💀) - A beautiful and useful prompt for your shell. MIT
pyscreenshot (🥉26 · ⭐ 490 · 💀) - Python screenshot library, replacement for the Pillow.. BSD-2
pluginbase (🥉24 · ⭐ 1.1K · 💀) - A simple but flexible plugin system for Python. BSD-3
openpyxl (🥉24 · ⭐ 76) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
macropy (🥉22 · ⭐ 3.3K · 💀) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT

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

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Best Of Python Save

Best-of Python

Contents

Explanation

Data Serialization

Data Containers & Dataframes

Data Structures

Data Validation

Algorithms & Design Patterns

Date & Time Utilities

File & Path Utilities

Compatiblity

Cryptography

Infrastructure & DevOps

Process Utilities

Asynchronous Programming

Configuration

CLI Development

Development Tools

Data Caching

GUI Development

Computer & Machine Vision

Machine Learning & Data Engineering

Text Data

Web Development

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From the blog

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