{"categories":[{"label":"Graphics","url":"https://skillfed.io/packages/category/multimedia-graphics/2"}],"enrichment":{"capability":"A Jupyter widget that renders interactive network graphs directly in notebook cells using sigma.js, supporting graph objects with extensive visual customization of nodes and edges.","skillfed_tags":["jupyter-widget","network-analysis","graph-visualization"],"use_cases":["Explore community structure in a network by coloring nodes by computed partition.","Compare two layouts or metrics of the same graph side-by-side using SigmaGrid's small multiples.","Visualize a knowledge graph or ontology with custom node shapes, colors, and labels mapped to attributes.","Interactively inspect node degree, centrality, or other metrics as node size or color.","Render a directed graph with edge weights as visual size in an interactive notebook cell."],"what_it_does":"ipysigma is a Jupyter widget that embeds interactive network visualizations directly into notebook cells. It wraps sigma.js and graphology to display graphs with rich visual customization\u2014you can map node and edge properties to color, size, shape, labels, and other visual attributes. The widget supports both static exploration and synchronized \"small multiples\" for comparing graph features side-by-side.\n\nThe package is designed for exploratory network analysis in notebooks. You pass a graph object and optionally specify which attributes or computed metrics should drive the visual encoding. It can compute metrics on the widget side without round-tripping to Python, and integrates with ipywidgets for interactivity.","worth_installing":"Yes, if you work with networks in Jupyter notebooks and want interactive visualization without leaving the cell. The low install friction, permissive license, and stable maintenance make it practical. The aging status (262 days since last release) is not a blocker for stable use, but verify compatibility with your Jupyter version before relying on it for production workflows."},"id":"ipysigma","links":{"html":"https://skillfed.io/packages/ipysigma","md":"https://skillfed.io/packages/ipysigma.md","pypi":"https://pypi.org/project/ipysigma/"},"maintenance":{"status":"aging"},"meta":{"latest_release":"2025-11-25","license_spdx":null,"license_treatment":"permissive","name":"ipysigma","python_support":"supports_current","summary":"A Jupyter widget using sigma.js to render interactive networks."},"popularity":{"monthly_downloads":107632,"position":12606,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"0.24.6"}