{"slug":"jaechang-hits-networkx-graph-analysis","source_name":"jaechang-hits/networkx-graph-analysis","name":"Jaechang Hits/Networkx Graph Analysis","description":"Graph and network analysis toolkit. Four graph types (directed, undirected, multi-edge), centrality, shortest paths, community detection, generators, I/O (GraphML, GML, edge list), matplotlib viz. For large graphs (100K+ nodes) use igraph or graph-tool; for GNNs use PyG.","version":1,"lift":{"pass_rate_delta_pts":22.73,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":424.9,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-24T11:20:25.423044+00:00"},"skill_score":1,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":22.73,"with_pass_pct":100,"without_pass_pct":77.3,"tokens_delta_pct":424.9,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"pass","never_hurt":true,"completed_at":"2026-08-24T11:20:25.423044+00:00","run_id":"26834a81-10fd-486c-9830-8ceef81cc644","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"BSD-3-Clause","install_count":0,"manifest_hash":"0df36bb76414e1341c1f89ad73c8f82d9a0fa98844053bb35b90c9f4921628c7","raw_url":"https://app.decimal.ai/s/jaechang-hits-networkx-graph-analysis/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/jaechang-hits-networkx-graph-analysis"}