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Releases: ml-tooling/best-of-python

Update: 2023.04.13

13 Apr 20:37
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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • protobuf (🥇50 · ⭐ 59K · 📈) - Protocol Buffers - Googles data interchange format. BSD-3
  • schedule (🥉36 · ⭐ 11K · 📈) - Python job scheduling for humans. MIT
  • anyio (🥈36 · ⭐ 1.2K · 📈) - High level asynchronous concurrency and networking framework that works.. MIT
  • pyrsistent (🥇35 · ⭐ 1.8K · 📈) - Persistent/Immutable/Functional data structures for Python. MIT
  • python-mss (🥉28 · ⭐ 820 · 📈) - An ultra fast cross-platform multiple screenshots module in pure.. MIT

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • Faker (🥇43 · ⭐ 16K · 📉) - Faker is a Python package that generates fake data for you. MIT
  • redis (🥇43 · ⭐ 11K · 📉) - Redis Python Client. MIT
  • docker (🥈41 · ⭐ 6.2K · 📉) - A Python library for the Docker Engine API. Apache-2
  • future (🥇37 · ⭐ 1.2K · 📉) - Easy, clean, reliable Python 2/3 compatibility. MIT
  • traitlets (🥈37 · ⭐ 550 · 📉) - A lightweight Traits like module. BSD-3

Update: 2023.04.06

09 Nov 14:45
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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • jsonschema (🥇41 · ⭐ 4.1K · 📈) - An implementation of the JSON Schema specification for Python. MIT
  • polars (🥈40 · ⭐ 16K · 📈) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT
  • more-itertools (🥇40 · ⭐ 3K · 📈) - More routines for operating on iterables, beyond itertools. MIT
  • SDV (🥈32 · ⭐ 1.3K · 📈) - Synthetic Data Generation for tabular, relational and time series.. ❗️SSPL-1.0
  • python-benedict (🥈29 · ⭐ 1K · 📈) - dict subclass with keylist/keypath support, built-in I/O.. MIT

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • SQLAlchemy (🥇45 · ⭐ 7K · 📉) - The Database Toolkit for Python. MIT
  • joblib (🥈38 · ⭐ 3.1K · 📉) - Computing with Python functions. BSD-3
  • PySimpleGUI (🥈36 · ⭐ 11K · 📉) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0
  • arrow (🥈36 · ⭐ 8.3K · 📉) - Better dates & times for Python. Apache-2
  • numexpr (🥈31 · ⭐ 1.9K · 📉) - Fast numerical array expression evaluator for Python, NumPy,.. MIT

Update: 2023.03.30

30 Mar 17:13
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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • SQLAlchemy (🥇46 · ⭐ 7K · 📈) - The Database Toolkit for Python. MIT
  • google-cloud-storage (🥇41 · ⭐ 4.1K · 📈) - Google Cloud Client Library for Python. Apache-2
  • PyMySQL (🥇40 · ⭐ 7.3K · 📈) - MySQL client library for Python. MIT
  • pymongo (🥈38 · ⭐ 3.8K · 📈) - PyMongo - the Official MongoDB Python driver. Apache-2
  • SDV (🥈30 · ⭐ 1.3K · 📈) - Synthetic Data Generation for tabular, relational and time series.. ❗️SSPL-1.0

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • polars (🥈39 · ⭐ 16K · 📉) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT
  • MongoEngine (🥈39 · ⭐ 4K · 📉) - A Python Object-Document-Mapper for working with MongoDB. MIT
  • luigi (🥈37 · ⭐ 16K · 📉) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2
  • tink (🥈35 · ⭐ 13K · 📉) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
  • holidays (🥈34 · ⭐ 940 · 📉) - Generate and work with holidays in Python. MIT

Update: 2023.03.23

23 Mar 16:43
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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • boto3 (🥇45 · ⭐ 8K · 📈) - AWS SDK for Python. Apache-2
  • Faker (🥇44 · ⭐ 16K · 📈) - Faker is a Python package that generates fake data for you. MIT
  • aiocache (🥈31 · ⭐ 820 · 📈) - Asyncio cache manager for redis, memcached and memory. BSD-3
  • cachier (🥉25 · ⭐ 430 · 📈) - Persistent, stale-free, local and cross-machine caching for Python.. MIT
  • everett (🥉25 · ⭐ 140 · 📈) - configuration library for python projects. MPL-2.0

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • attrs (🥇40 · ⭐ 4.7K · 📉) - Python Classes Without Boilerplate. MIT
  • anyio (🥈36 · ⭐ 1.2K · 📉) - High level asynchronous concurrency and networking framework that works.. MIT
  • pendulum (🥉34 · ⭐ 5.4K · 📉) - Python datetimes made easy. MIT
  • pyrsistent (🥇34 · ⭐ 1.8K · 📉) - Persistent/Immutable/Functional data structures for Python. MIT
  • pytz (🥉32 · ⭐ 250 · 📉) - pytz Python historical timezone library and database. MIT

Update: 2023.03.16

20 Mar 23:11
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📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • protobuf (🥇49 · ⭐ 59K · 📉) - Protocol Buffers - Googles data interchange format. BSD-3
  • python-fire (🥈38 · ⭐ 24K · 📉) - Python Fire is a library for automatically generating.. Apache-2
  • pycryptodomex (🥈37 · ⭐ 2.3K · 📉) - A self-contained cryptographic library for Python. BSD-3
  • aiocache (🥈29 · ⭐ 810 · 📉) - Asyncio cache manager for redis, memcached and memory. BSD-3
  • filedepot (🥉21 · ⭐ 140 · 📉) - Toolkit for storing files and attachments in web applications. MIT

Update: 2023.03.09

09 Mar 22:01
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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • fabric (🥉37 · ⭐ 14K · 📈) - Simple, Pythonic remote execution and deployment. BSD-2
  • argcomplete (🥈35 · ⭐ 1.2K · 📈) - Python and tab completion, better together. Apache-2
  • xmltodict (🥈34 · ⭐ 5.1K · 💤) - Python module that makes working with XML feel like you are.. MIT
  • tenacity (🥈34 · ⭐ 4.5K · 📈) - Retrying library for Python. Apache-2
  • cachier (🥉24 · ⭐ 420 · 📈) - Persistent, stale-free, local and cross-machine caching for Python.. MIT

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

Update: 2023.03.02

02 Mar 18:32
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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • python-prompt-toolkit (🥈40 · ⭐ 8.2K · 📈) - Library for building powerful interactive command.. BSD-3
  • pendulum (🥈35 · ⭐ 5.4K · 📈) - Python datetimes made easy. MIT
  • micropython (🥈34 · ⭐ 16K · 📈) - MicroPython - a lean and efficient Python implementation.. Python-2.0
  • natsort (🥈33 · ⭐ 730 · 📈) - Simple yet flexible natural sorting in Python. MIT
  • Squirrel (🥉17 · ⭐ 260 · 📈) - A Python library that enables ML teams to share, load, and.. Apache-2

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • arrow (🥈37 · ⭐ 8.2K · 📉) - Better dates & times for Python. Apache-2
  • uvloop (🥈35 · ⭐ 9.2K · 📉) - Ultra fast asyncio event loop. Apache-2
  • docopt (🥈35 · ⭐ 7.7K · 💀) - Pythonic command line arguments parser, that will make you smile. MIT
  • pyston (🥈22 · ⭐ 2.3K · 📉) - A faster and highly-compatible implementation of the Python.. Apache-2
  • cachier (🥉22 · ⭐ 420 · 📉) - Persistent, stale-free, local and cross-machine caching for Python.. MIT

Update: 2023.02.23

24 Feb 19:47
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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • Celery (🥇45 · ⭐ 21K · 📈) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
  • docker (🥈42 · ⭐ 6.1K · 📈) - A Python library for the Docker Engine API. Apache-2
  • rq (🥇40 · ⭐ 8.8K · 📈) - Simple job queues for Python. BSD-3
  • decorator (🥈34 · ⭐ 750 · 📈) - Decorators for Humans. BSD-2
  • rtoml (🥉21 · ⭐ 220 · 📈) - A fast TOML library for python implemented in rust. MIT

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • tink (🥈35 · ⭐ 13K · 📉) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
  • pendulum (🥉33 · ⭐ 5.3K · 📉) - Python datetimes made easy. MIT
  • holidays (🥉33 · ⭐ 920 · 📉) - Generate and work with holidays in Python. MIT
  • pyodbc (🥉32 · ⭐ 2.6K · 📉) - Python ODBC bridge. ❗️MIT-0
  • keyring (🥉32 · ⭐ 970 · 📉) - Store and access your passwords safely. MIT

Update: 2023.02.16

16 Feb 15:25
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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • PyMySQL (🥈39 · ⭐ 7.2K · 📈) - Pure Python MySQL Client. MIT
  • sh (🥈37 · ⭐ 6.5K · 📈) - Python process launching. MIT
  • diagrams (🥈35 · ⭐ 28K · 📈) - Diagram as Code for prototyping cloud system architectures. MIT
  • srsly (🥉29 · ⭐ 340 · 📈) - Modern high-performance serialization utilities for Python (JSON,.. MIT
  • ordered-set (🥈29 · ⭐ 180 · 📈) - A mutable set that remembers the order of its entries. One of.. MIT

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • python-dotenv (🥇38 · ⭐ 5.7K · 📉) - Reads key-value pairs from a .env file and can set them as.. BSD-3
  • python-bigquery (🥈37 · ⭐ 560 · 📉) - Google BigQuery API client library. Apache-2
  • anyio (🥈35 · ⭐ 1.2K · 📉) - High level asynchronous concurrency and networking framework that works.. MIT
  • micropython (🥈32 · ⭐ 16K · 📉) - MicroPython - a lean and efficient Python implementation.. Python-2.0
  • ploomber (🥈31 · ⭐ 3K · 📉) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2

Update: 2023.02.09

09 Feb 14:03
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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • more-itertools (🥇39 · ⭐ 2.9K · 📈) - More routines for operating on iterables, beyond itertools. MIT
  • fabric (🥉36 · ⭐ 14K · 📈) - Simple, Pythonic remote execution and deployment. BSD-2
  • anyio (🥈36 · ⭐ 1.2K · 📈) - High level asynchronous concurrency and networking framework that works.. MIT
  • Pandas Summary (🥉25 · ⭐ 460 · 📈) - Engine for ML/Data tracking, visualization,.. Apache-2
  • pypyr (🥉21 · ⭐ 480 · 📈) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • Airflow (🥇45 · ⭐ 29K · 📉) - Platform to programmatically author, schedule, and monitor.. Apache-2
  • diagrams (🥈32 · ⭐ 28K · 📉) - Diagram as Code for prototyping cloud system architectures. MIT
  • srsly (🥉26 · ⭐ 340 · 📉) - Modern high-performance serialization utilities for Python (JSON,.. MIT
  • parallel-ssh (🥉23 · ⭐ 1.1K · 📉) - Asynchronous parallel SSH client library. ❗️LGPL-2.1
  • pluginbase (🥉22 · ⭐ 1K · 💀) - A simple but flexible plugin system for Python. BSD-3