Update: 2022.07.21

📈 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.

• boto3 (🥇45 · ⭐ 7.4K · 📈) - AWS SDK for Python. Apache-2
• polars (🥈36 · ⭐ 7.1K · 📈) - Fast multi-threaded DataFrame library in Rust | Python | Node.js. MIT
• sh (🥈35 · ⭐ 6.3K · 📈) - Python process launching. MIT
• pyodbc (🥈32 · ⭐ 2.4K · 📈) - Python ODBC bridge. ❗️MIT-0
• Blaze (🥈31 · ⭐ 3.1K · 💀) - NumPy and Pandas interface to Big Data. BSD-3

📉 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 (🥇48 · ⭐ 55K · 📉) - Protocol Buffers - Googles data interchange format. BSD-3
• flatbuffers (🥇40 · ⭐ 18K · 📉) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
• python-prompt-toolkit (🥈36 · ⭐ 7.8K · 📉) - Library for building powerful interactive command.. BSD-3
• SQLAlchemy-Utils (🥈36 · ⭐ 950 · 📉) - Various utility functions and datatypes for SQLAlchemy. BSD-3
• Databases (🥉29 · ⭐ 3K · 📉) - Async database support for Python. BSD-3

Update: 2022.07.14

📈 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.

• PyMySQL (🥈38 · ⭐ 7K · 📈) - Pure Python MySQL Client. MIT
• kubernetes (🥈38 · ⭐ 5K · 📈) - Official Python client library for kubernetes. Apache-2
• alembic (🥈38 · ⭐ 1.5K · 📈) - A database migrations tool for SQLAlchemy. MIT
• SQLAlchemy-Utils (🥈37 · ⭐ 950 · 📈) - Various utility functions and datatypes for SQLAlchemy. BSD-3
• csvkit (🥈32 · ⭐ 5K · 📈) - A suite of utilities for converting to and working with CSV, the king 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.

• docker (🥈39 · ⭐ 5.8K · 📉) - A Python library for the Docker Engine API. Apache-2
• PyYAML (🥇36 · ⭐ 1.9K · 📉) - Canonical source repository for PyYAML. MIT
• schedule (🥉34 · ⭐ 9.8K · 📉) - Python job scheduling for humans. MIT
• Ibis (🥈33 · ⭐ 1.9K · 📉) - Expressive analytics in Python at any scale. Apache-2
• Blaze (🥉29 · ⭐ 3.1K · 💀) - NumPy and Pandas interface to Big Data. BSD-3

Update: 2022.07.07

📈 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.

• docker-compose (🥈42 · ⭐ 26K · 📈) - Define and run multi-container applications with Docker. Apache-2
• Typer (🥈35 · ⭐ 8.2K · 📈) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT
• toolz (🥇35 · ⭐ 4K · 📈) - A functional standard library for Python. BSD-3
• Bottleneck (🥈33 · ⭐ 760 · 📈) - Fast NumPy array functions written in C. BSD-2
• fabric (🥉32 · ⭐ 14K · 📈) - Simple, Pythonic remote execution and deployment. BSD-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.

• boto3 (🥇44 · ⭐ 7.4K · 📉) - AWS SDK for Python. Apache-2
• arrow (🥇37 · ⭐ 7.9K · 📉) - Better dates & times for Python. Apache-2
• Dagster (🥈37 · ⭐ 4.9K · 📉) - An orchestration platform for the development, production, and.. Apache-2
• Intake (🥉27 · ⭐ 780 · 📉) - Intake is a lightweight package for finding, investigating, loading.. BSD-2
• datajob (🥉12 · ⭐ 93 · 📉) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2

Update: 2022.06.30

📈 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.

• luigi (🥇38 · ⭐ 16K · 📈) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2
• chardet (🥇35 · ⭐ 1.7K · 📈) - Python character encoding detector. ❗️LGPL-2.1
• numexpr (🥈33 · ⭐ 1.8K · 📈) - Fast numerical array expression evaluator for Python, NumPy,.. MIT
• gdown (🥈30 · ⭐ 2.1K · 📈) - Download a large file from Google Drive (curl/wget fails because of the.. MIT
• Squirrel (🥉16 · ⭐ 220 · 🐣) - 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.

• Celery (🥇45 · ⭐ 20K · 📉) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
• click (🥇45 · ⭐ 13K · 📉) - Python composable command line interface toolkit. BSD-3
• docker-compose (🥈41 · ⭐ 26K · 📉) - Define and run multi-container applications with Docker. Apache-2
• fabric (🥉31 · ⭐ 13K · 📉) - Simple, Pythonic remote execution and deployment. BSD-2
• pyodbc (🥉30 · ⭐ 2.4K · 📉) - Python ODBC bridge. ❗️MIT-0

➕ Added Projects

Projects that were recently added to this best-of list.

• Upgini (🥉17 · ⭐ 46 · 🐣) - Free automated data enrichment library for machine learning searches.. BSD-3

Update: 2022.06.23

📈 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.

• pydantic (🥇43 · ⭐ 10K · 📈) - Data parsing and validation using Python type hints. MIT
• kivy (🥇40 · ⭐ 15K · 📈) - Open source UI framework written in Python, running on Windows, Linux,.. MIT
• arrow (🥇38 · ⭐ 7.9K · 📈) - Better dates & times for Python. Apache-2
• zarr (🥈33 · ⭐ 940 · 📈) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
• wcwidth (🥉30 · ⭐ 280 · 💤) - Python library that measures the width of unicode strings rendered to.. 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.

• PyMySQL (🥈37 · ⭐ 6.9K · 📉) - Pure Python MySQL Client. MIT
• python-dotenv (🥇36 · ⭐ 5.1K · 📉) - Reads key-value pairs from a .env file and can set them as.. BSD-3
• colorama (🥈36 · ⭐ 2.8K · 📉) - Simple cross-platform colored terminal text in Python. BSD-3
• greenlet (🥇36 · ⭐ 1.4K · 📉) - Lightweight in-process concurrent programming. MIT
• pyfilesystem2 (🥈32 · ⭐ 1.7K · 📉) - Pythons Filesystem abstraction layer. MIT

➕ Added Projects

Projects that were recently added to this best-of list.

• Squirrel (🥉14 · ⭐ 220 · 🐣) - A Python library that enables ML teams to share, load, and.. Apache-2

Update: 2022.06.16

📈 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.

• PyMySQL (🥈38 · ⭐ 6.9K · 📈) - Pure Python MySQL Client. MIT
• colorama (🥈38 · ⭐ 2.8K · 📈) - Simple cross-platform colored terminal text in Python. BSD-3
• dateparser (🥈35 · ⭐ 2.1K · 📈) - python parser for human readable dates. BSD-3
• dill (🥈35 · ⭐ 1.7K · 📈) - serialize all of python. BSD-3
• Ibis (🥈34 · ⭐ 1.8K · 📈) - Expressive analytics in Python at any scale. 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.

• more-itertools (🥇35 · ⭐ 2.5K · 📉) - More routines for operating on iterables, beyond itertools. MIT
• libcloud (🥈35 · ⭐ 1.9K · 📉) - Apache Libcloud is a Python library which hides differences.. Apache-2
• Motor (🥈34 · ⭐ 2K · 📉) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
• jmespath (🥉34 · ⭐ 1.6K · 📉) - JMESPath is a query language for JSON. MIT
• Elasticsearch DSL (🥈33 · ⭐ 3.5K · 📉) - High level Python client for Elasticsearch. Apache-2

Update: 2022.06.09

📈 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.

• cookiecutter (🥇41 · ⭐ 17K · 📈) - A cross-platform command-line utility that creates projects.. BSD-3
• alembic (🥈37 · ⭐ 1.4K · 📈) - A database migrations tool for SQLAlchemy. MIT
• SQLAlchemy-Utils (🥈35 · ⭐ 920 · 📈) - Various utility functions and datatypes for SQLAlchemy. BSD-3
• holidays (🥈33 · ⭐ 780 · 📈) - Generate and work with holidays in Python. MIT
• cleo (🥉30 · ⭐ 850 · 📈) - Cleo allows you to create beautiful and testable command-line interfaces. 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.

• kivy (🥇39 · ⭐ 15K · 📉) - Open source UI framework written in Python, running on Windows, Linux,.. MIT
• MongoEngine (🥈38 · ⭐ 3.8K · 📉) - A Python Object-Document-Mapper for working with MongoDB. MIT
• xlwings (🥇37 · ⭐ 2.3K · 📉) - xlwings is a Python library that makes it easy to call Python from.. BSD-3
• confluent-kafka-python (🥈34 · ⭐ 2.8K · 📉) - Confluents Kafka Python Client. Apache-2
• csvkit (🥈31 · ⭐ 5K · 📉) - A suite of utilities for converting to and working with CSV, the king of.. MIT

Update: 2022.06.02

📈 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.

• cookiecutter (🥇40 · ⭐ 17K · 📈) - A cross-platform command-line utility that creates projects.. BSD-3
• fastcore (🥈32 · ⭐ 730 · 📈) - Python supercharged for the fastai library. Apache-2
• ubelt (🥉27 · ⭐ 600 · 📈) - A Python utility belt containing simple tools, a stdlib like feel,.. Apache-2
• pysimdjson (🥉26 · ⭐ 530 · 📈) - Python bindings for the simdjson project. MIT
• docopt-ng (🥉21 · ⭐ 82 · 📈) - Humane command line arguments parser. Now with maintenance,.. 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.

• attrs (🥇38 · ⭐ 4.3K · 📉) - Python Classes Without Boilerplate. MIT
• supervisor (🥇36 · ⭐ 7.3K · 📉) - Supervisor process control system for UNIX. ❗️Repoze Public License
• transitions (🥇29 · ⭐ 4.4K · 📉) - A lightweight, object-oriented finite state machine.. MIT
• isodate (🥉28 · ⭐ 110 · 📉) - ISO 8601 date/time parser. BSD-3
• hickle (🥉23 · ⭐ 420 · 📉) - a HDF5-based python pickle replacement. MIT

Update: 2022.05.26

📈 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.

• h5py (🥇41 · ⭐ 1.7K · 📈) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
• docopt (🥈36 · ⭐ 7.6K · 💀) - Pythonic command line arguments parser, that will make you smile. MIT
• cloudpickle (🥈34 · ⭐ 1.2K · 📈) - Extended pickling support for Python objects. BSD-3
• keyring (🥉32 · ⭐ 840 · 📈) - Store and access your passwords safely. MIT
• TinyDB (🥉30 · ⭐ 5.1K · 📈) - TinyDB is a lightweight document oriented database optimized for your.. 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.

• Tablib (🥈33 · ⭐ 4.1K · 📉) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
• smart-open (🥈32 · ⭐ 2.4K · 📉) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
• pyscaffold (🥈32 · ⭐ 1.5K · 📉) - Python project template generator with batteries included. MIT
• Bottleneck (🥈32 · ⭐ 750 · 📉) - Fast NumPy array functions written in C. BSD-2
• Pony (🥉30 · ⭐ 2.9K · 📉) - Pony Object Relational Mapper. Apache-2

Update: 2022.05.19

📈 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.

• pydantic (🥇42 · ⭐ 9.9K · 📈) - Data parsing and validation using Python type hints. MIT
• Pygments (🥇42 · ⭐ 950 · 📈) - Pygments is a generic syntax highlighter written in Python. BSD-2
• h5py (🥇40 · ⭐ 1.7K · 📈) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
• pycryptodomex (🥈38 · ⭐ 2K · 📈) - A self-contained cryptographic library for Python. BSD-3
• dill (🥈33 · ⭐ 1.7K · 📈) - serialize all of python. BSD-3

📉 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.

• kubernetes (🥉37 · ⭐ 4.8K · 📉) - Official Python client library for kubernetes. Apache-2
• python-dateutil (🥇37 · ⭐ 1.8K · 📉) - Useful extensions to the standard Python datetime.. Apache-2
• traitlets (🥈34 · ⭐ 490 · 📉) - A lightweight Traits like module. ❗Unlicensed
• Prometheus Client (🥈33 · ⭐ 2.7K · 📉) - Prometheus instrumentation library for Python.. Apache-2
• TinyDB (🥉28 · ⭐ 5.1K · 📉) - TinyDB is a lightweight document oriented database optimized for your.. MIT