Update: 2024.01.18

📈 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.

• ansible (🥇48 · ⭐ 60K · 📈) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0
• jsonschema (🥇41 · ⭐ 4.3K · 📈) - An implementation of the JSON Schema specification for Python. MIT
• dbt (🥈39 · ⭐ 8.1K · 📈) - dbt enables data analysts and engineers to transform their data using.. Apache-2
• Arctic (🥉30 · ⭐ 3K · 📈) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1
• Singer (🥉27 · ⭐ 1.2K · 💀) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0

📉 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.

• numpy (🥇52 · ⭐ 25K · 📉) - The fundamental package for scientific computing with Python. ❗Unlicensed
• redis (🥇43 · ⭐ 12K · 📉) - Redis Python Client. MIT
• cryptography (🥇43 · ⭐ 6K · 📉) - cryptography is a package designed to expose.. ❗Unlicensed
• polars (🥇40 · ⭐ 24K · 📉) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT
• protobuf (🥈36 · ⭐ 63K · 📉) - Protocol Buffers - Googles data interchange format. BSD-3

Update: 2024.01.11

📈 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.

• pandas (🥇53 · ⭐ 41K · 📈) - Flexible and powerful data analysis / manipulation library for.. BSD-3
• redis (🥇44 · ⭐ 12K · 📈) - Redis Python Client. MIT
• polars (🥇41 · ⭐ 23K · 📈) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT
• kivy (🥇41 · ⭐ 17K · 📈) - Open source UI framework written in Python, running on Windows, Linux,.. MIT
• bodywork-core (🥉17 · ⭐ 430 · 💀) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0

📉 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.

• jsonschema (🥇40 · ⭐ 4.3K · 📉) - An implementation of the JSON Schema specification for Python. MIT
• joblib (🥈39 · ⭐ 3.5K · 📉) - Computing with Python functions. BSD-3
• uvloop (🥇38 · ⭐ 9.8K · 📉) - Ultra fast asyncio event loop. Apache-2
• psycopg2 (🥈38 · ⭐ 3.1K · 📉) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution
• pyodbc (🥉33 · ⭐ 2.8K · 📉) - Python ODBC bridge. ❗️MIT-0

Update: 2024.01.04

📈 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.

• click (🥇46 · ⭐ 15K · 📈) - Python composable command line interface toolkit. BSD-3
• attrs (🥇42 · ⭐ 5K · 📈) - Python Classes Without Boilerplate. MIT
• filesystem_spec (🥇40 · ⭐ 710 · 📈) - A specification that python filesystems should adhere to. BSD-3
• python-fire (🥈37 · ⭐ 26K · 📈) - Python Fire is a library for automatically generating.. Apache-2
• questionary (🥉31 · ⭐ 1.3K · 📈) - Python library to build pretty command line user prompts Easy 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.

• watchdog (🥈35 · ⭐ 6.1K · 📉) - Python library and shell utilities to monitor filesystem events. Apache-2
• cx-Oracle (🥉30 · ⭐ 870 · 📉) - Python interface to Oracle Database now superseded by python-.. BSD-3
• Vaex (🥉28 · ⭐ 8.1K · 📉) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT
• configobj (🥉27 · ⭐ 300 · 💤) - Python 3+ compatible port of the configobj library. BSD-3
• price-parser (🥉19 · ⭐ 280 · 📉) - Extract price amount and currency symbol from a raw text.. BSD-3

Update: 2023.12.28

📈 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 (🥈43 · ⭐ 6.5K · 📈) - A Python library for the Docker Engine API. Apache-2
• rq (🥈39 · ⭐ 9.3K · 📈) - Simple job queues for Python. BSD-3
• dill (🥈36 · ⭐ 2.1K · 📈) - serialize all of Python. BSD-3
• zarr (🥈35 · ⭐ 1.3K · 📈) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
• multidict (🥈33 · ⭐ 360 · 📈) - The multidict implementation. 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.

• pydantic (🥇44 · ⭐ 17K · 📉) - Data validation using Python type hints. MIT
• Dagster (🥇41 · ⭐ 9.2K · 📉) - An orchestration platform for the development, production, and.. Apache-2
• polars (🥈40 · ⭐ 23K · 📉) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT
• cookiecutter (🥇40 · ⭐ 21K · 📉) - A cross-platform command-line utility that creates projects.. BSD-3
• pexpect (🥇38 · ⭐ 2.5K · 📉) - A Python module for controlling interactive programs in a pseudo-.. ISC

Update: 2023.12.21

📈 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.

• paramiko (🥈42 · ⭐ 8.6K · 📈) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1
• polars (🥇41 · ⭐ 22K · 📈) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT
• pendulum (🥈36 · ⭐ 5.9K · 📈) - Python datetimes made easy. MIT
• rtoml (🥉23 · ⭐ 270 · 📈) - A fast TOML library for python implemented in rust. MIT
• borb (🥉22 · ⭐ 3.2K · 📈) - borb is a library for reading, creating and manipulating PDF.. ❗Unlicensed

📉 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 · ⭐ 60K · 📉) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0
• Beam (🥇41 · ⭐ 7.3K · 📉) - Unified programming model to define and execute data processing.. Apache-2
• elasticsearch (🥇40 · ⭐ 4.1K · 📉) - Official Python client for Elasticsearch. Apache-2
• confluent-kafka-python (🥉29 · ⭐ 3.4K · 📉) - Confluents Kafka Python Client. Apache-2
• Intake (🥉27 · ⭐ 950 · 📉) - Intake is a lightweight package for finding, investigating, loading.. BSD-2

Update: 2023.12.14

📈 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.

• Airflow (🥇48 · ⭐ 33K · 📈) - Platform to programmatically author, schedule, and monitor.. Apache-2
• SQLAlchemy (🥇45 · ⭐ 8.1K · 📈) - The Database Toolkit for Python. MIT
• pandas-gbq (🥈34 · ⭐ 400 · 📈) - Google BigQuery connector for pandas. BSD-3
• ODMantic (🥉28 · ⭐ 890 · 📈) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC
• validr (🥉21 · ⭐ 210 · 📈) - A simple, fast, extensible python library for data validation. 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 (🥇43 · ⭐ 12K · 📉) - Redis Python Client. MIT
• google-cloud-storage (🥇42 · ⭐ 4.5K · 📉) - Google Cloud Client Library for Python. Apache-2
• docker-compose (🥈40 · ⭐ 31K · 📉) - Define and run multi-container applications with Docker. Apache-2
• pexpect (🥇39 · ⭐ 2.5K · 📉) - A Python module for controlling interactive programs in a pseudo-.. ISC
• PySimpleGUI (🥈36 · ⭐ 13K · 📉) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0

Update: 2023.12.07

📈 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.

• numpy (🥇54 · ⭐ 25K · 📈) - The fundamental package for scientific computing with Python. BSD-3
• click (🥇45 · ⭐ 15K · 📈) - Python composable command line interface toolkit. BSD-3
• tink (🥈38 · ⭐ 13K · 📈) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
• PDFMiner (🥈31 · ⭐ 5.1K · 💀) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
• bodywork-core (🥉15 · ⭐ 430 · 💀) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0

📉 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.

• python-dateutil (🥈36 · ⭐ 2.2K · 📉) - Useful extensions to the standard Python datetime.. Apache-2
• PyTables (🥈35 · ⭐ 1.2K · 📉) - A Python package to manage extremely large amounts of data. BSD-3
• msgpack (🥉34 · ⭐ 1.8K · 📉) - MessagePack serializer implementation for Python.. Apache-2
• python-sortedcontainers (🥈32 · ⭐ 3.1K · 💀) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2
• rsa (🥉31 · ⭐ 460 · 📉) - Python-RSA is a pure-Python RSA implementation. Apache-2

Update: 2023.11.30

📈 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.

• PyMySQL (🥇41 · ⭐ 7.4K · 📈) - MySQL client library for Python. MIT
• elasticsearch (🥇41 · ⭐ 4K · 📈) - Official Python client for Elasticsearch. Apache-2
• PySimpleGUI (🥈38 · ⭐ 12K · 📈) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0
• bcrypt (🥈37 · ⭐ 1.1K · 📈) - Modern(-ish) password hashing for your software and your servers. Apache-2
• py2neo (🥉25 · ⭐ 4 · 📈) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. 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.

• numpy (🥇53 · ⭐ 25K · 📉) - The fundamental package for scientific computing with Python. BSD-3
• click (🥇44 · ⭐ 15K · 📉) - Python composable command line interface toolkit. BSD-3
• pyparsing (🥇39 · ⭐ 2K · 📉) - Python library for creating PEG parsers. MIT
• PyYAML (🥇38 · ⭐ 2.3K · 📉) - Canonical source repository for PyYAML. MIT
• bodywork-core (🥉13 · ⭐ 430 · 💀) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0

Update: 2023.11.23

📈 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.

• docker (🥈42 · ⭐ 6.5K · 📈) - A Python library for the Docker Engine API. Apache-2
• paramiko (🥈41 · ⭐ 8.6K · 📈) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1
• filesystem_spec (🥇38 · ⭐ 690 · 📈) - A specification that python filesystems should adhere to. BSD-3
• dateparser (🥈37 · ⭐ 2.4K · 📈) - python parser for human readable dates. BSD-3
• fabtools (🥉25 · ⭐ 1.3K · 💀) - Tools for writing awesome Fabric files. 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.

• protobuf (🥇52 · ⭐ 62K · 📉) - Protocol Buffers - Googles data interchange format. BSD-3
• elasticsearch (🥇40 · ⭐ 4K · 📉) - Official Python client for Elasticsearch. Apache-2
• polars (🥈39 · ⭐ 22K · 📉) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT
• PyTables (🥈37 · ⭐ 1.2K · 📉) - A Python package to manage extremely large amounts of data. BSD-3
• tink (🥈36 · ⭐ 13K · 📉) - Tink is a multi-language, cross-platform, open source library that.. Apache-2

Update: 2023.11.16

📈 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.

• phonenumbers (🥇35 · ⭐ 3.3K · 📈) - Python port of Googles libphonenumber. Apache-2
• pandas-datareader (🥈33 · ⭐ 2.7K · 📈) - Extract data from a wide range of Internet sources.. BSD-3
• typing (🥈32 · ⭐ 1.5K · 📈) - Python static typing home. Hosts the documentation and a user.. Python-2.0
• inflect (🥈31 · ⭐ 880 · 📈) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT
• openpyxl (🥉26 · ⭐ 63 · 📈) - 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.

• click (🥇45 · ⭐ 14K · 📉) - Python composable command line interface toolkit. BSD-3
• docker (🥈40 · ⭐ 6.4K · 📉) - A Python library for the Docker Engine API. Apache-2
• paramiko (🥈39 · ⭐ 8.6K · 📉) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1
• filesystem_spec (🥈36 · ⭐ 690 · 📉) - A specification that python filesystems should adhere to. BSD-3
• fabtools (🥉23 · ⭐ 1.3K · 💀) - Tools for writing awesome Fabric files. BSD-2