{"categories":[{"label":"Graphics","url":"https://skillfed.io/packages/category/multimedia-graphics/2"}],"enrichment":{"capability":"bqscales implements a grammar-of-graphics layer for creating interactive visualizations in Jupyter notebooks using ipywidgets and numpy.","skillfed_tags":["jupyter-native","interactive-visualization"],"use_cases":["Build interactive exploratory visualizations in Jupyter notebooks using declarative scale and aesthetic mappings","Compose reusable, layered graphics for data analysis using grammar-of-graphics principles within Jupyter","Create linked, interactive multi-view dashboards in Jupyter combining ipywidgets with custom interactions","Teach data visualization design using a grammar-of-graphics framework in notebook-based educational settings"],"what_it_does":"bqscales is a Python library that brings grammar-of-graphics principles to Jupyter-based interactive visualization. It integrates with the ipywidgets ecosystem and depends on numpy, traitlets, and traittypes\u2014all standard Jupyter infrastructure\u2014making it a natural fit for notebook-based data exploration and visualization workflows.\n\nThe library is designed for developers and data scientists working in Jupyter environments who want to build interactive visualizations using a grammar-of-graphics model. It has been actively maintained since its 2021 release, with recent updates as of 2025-12-10, and carries no known security vulnerabilities.","worth_installing":"Yes, if you work in Jupyter notebooks and want a grammar-of-graphics approach to interactive visualization. The package has low install friction, permissive Apache 2.0 licensing, active maintenance, and no known vulnerabilities. It is a specialized tool for a specific use case, so install only if that matches your workflow."},"id":"bqscales","links":{"html":"https://skillfed.io/packages/bqscales","md":"https://skillfed.io/packages/bqscales.md","pypi":"https://pypi.org/project/bqscales/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2025-12-10","license_spdx":null,"license_treatment":"permissive","name":"bqscales","python_support":"supports_current","summary":"Grammar of Graphics in Python."},"popularity":{"monthly_downloads":210236,"position":9500,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"0.3.7"}