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Releases: ml-tooling/best-of-python

Update: 2024.06.06

06 Jun 14:07
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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.

  • polars (🥇44 · ⭐ 27K · 📈) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT
  • jsonschema (🥇41 · ⭐ 4.5K · 📈) - An implementation of the JSON Schema specification for Python. MIT
  • luigi (🥈38 · ⭐ 17K · 📈) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2
  • sqlmodel (🥈37 · ⭐ 13K · 📈) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic
  • zipp (🥈36 · ⭐ 52 · 📈) - Backport of pathlib-compatible object wrapper for zip files. 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.

  • protobuf (🥇52 · ⭐ 64K · 📉) - Protocol Buffers - Googles data interchange format. BSD-3
  • boto3 (🥇48 · ⭐ 8.8K · 📉) - AWS SDK for Python. Apache-2
  • attrs (🥇42 · ⭐ 5.1K · 📉) - Python Classes Without Boilerplate. MIT
  • paramiko (🥈40 · ⭐ 8.9K · 📉) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1
  • alembic (🥈36 · ⭐ 2.5K · 📉) - A database migrations tool for SQLAlchemy. MIT

Update: 2024.05.30

30 May 14:43
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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.

  • protobuf (🥇53 · ⭐ 64K · 📈) - Protocol Buffers - Googles data interchange format. BSD-3
  • attrs (🥇43 · ⭐ 5.1K · 📈) - Python Classes Without Boilerplate. MIT
  • elasticsearch (🥇42 · ⭐ 4.2K · 📈) - Official Python client for Elasticsearch. Apache-2
  • python-prompt-toolkit (🥈39 · ⭐ 9K · 📈) - Library for building powerful interactive command.. BSD-3
  • schedule (🥉36 · ⭐ 12K · 📈) - Python job scheduling for humans. 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.

  • rq (🥈39 · ⭐ 9.6K · 📉) - Simple job queues for Python. BSD-3
  • Tablib (🥇36 · ⭐ 4.5K · 📉) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
  • XlsxWriter (🥉36 · ⭐ 3.5K · 📉) - A Python module for creating Excel XLSX files. BSD-2
  • python-dateutil (🥈35 · ⭐ 2.3K · 📉) - Useful extensions to the standard Python datetime.. Apache-2
  • python-sortedcontainers (🥇32 · ⭐ 3.3K · 📉) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2

Update: 2024.05.23

23 May 13:53
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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.

  • cpython (🥇52 · ⭐ 60K · 📈) - The Python programming language. MIT
  • docker (🥈43 · ⭐ 6.7K · 📈) - A Python library for the Docker Engine API. Apache-2
  • PyMySQL (🥈40 · ⭐ 7.6K · 📈) - MySQL client library for Python. MIT
  • whylogs (🥈32 · ⭐ 2.6K · 📈) - Open standard for end-to-end data and ML monitoring for any.. Apache-2
  • contextlib2 (🥉28 · ⭐ 37 · 📈) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

📉 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 (🥇50 · ⭐ 64K · 📉) - Protocol Buffers - Googles data interchange format. BSD-3
  • attrs (🥇42 · ⭐ 5.1K · 📉) - Python Classes Without Boilerplate. MIT
  • dbt (🥈38 · ⭐ 9K · 📉) - dbt enables data analysts and engineers to transform their data using.. Apache-2
  • future (🥇38 · ⭐ 1.2K · 📉) - Easy, clean, reliable Python 2/3 compatibility. MIT
  • BatchFlow (🥉18 · ⭐ 200 · 📉) - BatchFlow helps you conveniently work with random or.. Apache-2

Update: 2024.05.16

16 May 17:16
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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.

  • dbt (🥈39 · ⭐ 9K · 📈) - dbt enables data analysts and engineers to transform their data using.. Apache-2
  • pycryptodomex (🥈39 · ⭐ 2.7K · 📈) - A self-contained cryptographic library for Python. BSD-3
  • transitions (🥇34 · ⭐ 5.4K · 📈) - A lightweight, object-oriented finite state machine.. MIT
  • gdown (🥈34 · ⭐ 3.9K · 📈) - Google Drive Public File Downloader when Curl/Wget Fails. MIT
  • pyhdb (🥉24 · ⭐ 310 · 💀) - SAP HANA Connector in pure Python. 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.

  • elasticsearch (🥇41 · ⭐ 4.1K · 📉) - Official Python client for Elasticsearch. Apache-2
  • kubernetes (🥈38 · ⭐ 6.5K · 📉) - Official Python client library for kubernetes. Apache-2
  • plumbum (🥉34 · ⭐ 2.8K · 📉) - Plumbum: Shell Combinators. MIT
  • dateparser (🥈34 · ⭐ 2.5K · 📉) - python parser for human readable dates. BSD-3
  • csvkit (🥈33 · ⭐ 5.8K · 📉) - A suite of utilities for converting to and working with CSV, the king.. MIT

Update: 2024.05.09

09 May 15:40
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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.

  • cpython (🥇51 · ⭐ 60K · 📈) - The Python programming language. MIT
  • SQLAlchemy (🥇46 · ⭐ 8.9K · 📈) - The Database Toolkit for Python. MIT
  • Pygments (🥇43 · ⭐ 1.7K · 📈) - Pygments is a generic syntax highlighter written in Python. BSD-2
  • polars (🥇42 · ⭐ 26K · 📈) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT
  • confluent-kafka-python (🥉29 · ⭐ 3.6K · 📈) - Confluents Kafka Python Client. 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.

  • watchdog (🥈35 · ⭐ 6.3K · 📉) - Python library and shell utilities to monitor filesystem events. Apache-2
  • cachetools (🥇34 · ⭐ 2.1K · 📉) - Extensible memoizing collections and decorators. MIT
  • micropython (🥈33 · ⭐ 18K · 📉) - MicroPython - a lean and efficient Python implementation.. Python-2.0
  • libcloud (🥉32 · ⭐ 2K · 📉) - Apache Libcloud is a Python library which hides differences.. Apache-2
  • ptyprocess (🥉24 · ⭐ 210 · 💤) - Run a subprocess in a pseudo terminal. ISC

Update: 2024.05.02

02 May 21:22
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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.

  • Airflow (🥇50 · ⭐ 35K · 📈) - Platform to programmatically author, schedule, and monitor.. Apache-2
  • cachetools (🥇36 · ⭐ 2.1K · 📈) - Extensible memoizing collections and decorators. MIT
  • tortoise-orm (🥈34 · ⭐ 4.2K · 📈) - Familiar asyncio ORM for python, built with relations in.. Apache-2
  • fastcore (🥈33 · ⭐ 900 · 📈) - Python supercharged for the fastai library. Apache-2
  • openpyxl (🥉26 · ⭐ 76 · 📈) - A Python library to read/write Excel 2010 xlsx/xlsm files. 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.

  • awscli (🥈43 · ⭐ 15K · 📉) - Universal Command Line Interface for Amazon Web Services. Apache-2
  • pexpect (🥇37 · ⭐ 2.5K · 📉) - A Python module for controlling interactive programs in a pseudo-.. ISC
  • pytz (🥉33 · ⭐ 310 · 📉) - pytz Python historical timezone library and database. MIT
  • snorkel (🥉29 · ⭐ 5.7K · 📉) - A system for quickly generating training data with weak.. Apache-2
  • Phoenix (🥉24 · ⭐ 2.2K · 📉) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows

Update: 2024.04.25

25 Apr 16:50
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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.

  • cpython (🥇50 · ⭐ 60K · 📈) - The Python programming language. MIT
  • keyring (🥈39 · ⭐ 1.2K · 📈) - Store and access your passwords safely. MIT
  • zipp (🥈35 · ⭐ 50 · 📈) - Backport of pathlib-compatible object wrapper for zip files. MIT
  • inflect (🥈34 · ⭐ 920 · 📈) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT
  • path (🥉33 · ⭐ 1.1K · 📈) - Object-oriented file system path manipulation. 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.

  • pycryptodomex (🥉37 · ⭐ 2.7K · 📉) - A self-contained cryptographic library for Python. BSD-3
  • Prometheus Client (🥈34 · ⭐ 3.8K · 📉) - Prometheus instrumentation library for Python.. Apache-2
  • docarray (🥈33 · ⭐ 2.7K · 📉) - Represent, send, store and search multimodal data. Apache-2
  • zenml (🥈32 · ⭐ 3.7K · 📉) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2
  • prisma (🥉27 · ⭐ 1.6K · 📉) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2

Update: 2024.04.18

18 Apr 13:49
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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.

  • kubernetes (🥈39 · ⭐ 6.4K · 📈) - Official Python client library for kubernetes. Apache-2
  • python-prompt-toolkit (🥈38 · ⭐ 8.9K · 📈) - Library for building powerful interactive command.. BSD-3
  • pycryptodomex (🥈38 · ⭐ 2.7K · 📈) - A self-contained cryptographic library for Python. BSD-3
  • numexpr (🥈37 · ⭐ 2.1K · 📈) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT
  • libcloud (🥈34 · ⭐ 2K · 📈) - Apache Libcloud is a Python library which hides differences.. 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.

  • ansible (🥇47 · ⭐ 61K · 📉) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0
  • Pygments (🥇42 · ⭐ 1.7K · 📉) - Pygments is a generic syntax highlighter written in Python. BSD-2
  • dill (🥈37 · ⭐ 2.1K · 📉) - serialize all of Python. BSD-3
  • Koalas (🥉30 · ⭐ 3.3K · 💤) - Koalas: pandas API on Apache Spark. Apache-2 spark
  • PDFMiner (🥉28 · ⭐ 5.2K · 💀) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT

Update: 2024.04.11

11 Apr 18:08
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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.

  • redis (🥇43 · ⭐ 12K · 📈) - Redis Python client. MIT
  • keyring (🥈37 · ⭐ 1.2K · 📈) - Store and access your passwords safely. MIT
  • libcloud (🥉32 · ⭐ 2K · 📈) - Apache Libcloud is a Python library which hides differences.. Apache-2
  • rsa (🥉30 · ⭐ 470 · 📈) - Python-RSA is a pure-Python RSA implementation. Apache-2
  • confluent-kafka-python (🥉27 · ⭐ 3.4K · 📈) - Confluents Kafka Python Client. 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.

  • polars (🥈40 · ⭐ 26K · 📉) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT
  • more-itertools (🥇39 · ⭐ 3.4K · 📉) - More routines for operating on iterables, beyond itertools. MIT
  • supervisor (🥈35 · ⭐ 8.2K · 📉) - Supervisor process control system for Unix.. ❗️Repoze Public License
  • schema (🥈32 · ⭐ 2.8K · 📉) - Schema validation just got Pythonic. MIT
  • pyinfra (🥉31 · ⭐ 2.6K · 📉) - pyinfra automates infrastructure using Python. Its fast and scales.. MIT

Update: 2024.04.04

04 Apr 14:54
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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.

  • polars (🥇41 · ⭐ 26K · 📈) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT
  • inflect (🥈31 · ⭐ 910 · 📈) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT
  • gino (🥉28 · ⭐ 2.6K · 💀) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3
  • ubelt (🥉24 · ⭐ 710 · 📈) - A Python utility library with a stdlib like feel and extra.. Apache-2
  • flupy (🥉17 · ⭐ 180 · 📈) - Fluent data pipelines for python and your shell. 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.

  • redis (🥈36 · ⭐ 12K · 📉) - Redis Python Client. MIT
  • keyring (🥉31 · ⭐ 1.2K · 📉) - Store and access your passwords safely. MIT
  • libcloud (🥉25 · ⭐ 2K · 📉) - Apache Libcloud is a Python library which hides differences.. Apache-2
  • rsa (🥉21 · ⭐ 470 · 📉) - Python-RSA is a pure-Python RSA implementation. ❗Unlicensed
  • confluent-kafka-python (🥉15 · 📉) - Confluents Apache Kafka client for Python. ❗Unlicensed