Turn transcripts, field notes, survey answers, documents, or social posts into a tuned word co-occurrence network in Gephi. Use for build a text network, concept map this corpus, visualize themes in text, or inspect discourse as a graph.
Compute and compare degree, betweenness, PageRank, eigenvector, closeness, and eccentricity in the loaded Gephi graph. Use to identify hubs, bridges, authorities, and possible structural vulnerabilities without conflating different meanings of importance.
Detect, validate, visualize, and explain communities in the loaded Gephi graph using Louvain or an installed Leiden statistic. Use for community detection, modularity, cluster coloring, or resolution comparisons.
Test a hypothetical edit against the loaded Gephi graph without changing the real workspace. Use for what-if questions such as removing hubs, adding ties, deleting ties, or comparing structural resilience.
Explore the graph already open in Gephi through intake, profiling, goal-directed analysis, styling, layout, and an overview. Use when the user has a graph loaded and wants an initial guided exploration without importing a file.
Export the current Gephi map as a clean PNG, labeled PNG, and SVG after checking that it is laid out, styled, and visually valid. Use for publication-ready map export and caption handoff.
Import a GEXF, GraphML, GML, CSV, DOT, or Pajek file into a fresh Gephi project, profile it, style it, lay it out, and present an initial evidence-aware exploration.
Run narrated, watch-along network analysis in Gephi for teaching, demos, and paired exploration. Use when a person is watching Gephi Desktop and wants every visible change explained and connected to a network-science concept.
Independently verify one plain-language structural claim about the loaded Gephi graph and report confirmed, refuted, or can't-tell with measurements and live-graph receipts. Use for claims about centrality, connectivity, comparison, grouping, or robustness.
Turn the graph currently open in Gephi into a clean, legible, publication-ready map through a measured layout, visual-QA, inspection, and adjustment loop. Use for visualize, lay out, style, make this readable, or make this publication-ready.