Utilizing Graphify and NetworkX to Map Python Codebase Construction with God Nodes, Communities, and Structure Visualizations

Utilizing Graphify and NetworkX to Map Python Codebase Construction with God Nodes, Communities, and Structure Visualizations


plt.determine(figsize=(13, 9))
pos = nx.spring_layout(UG, ok=0.7, seed=42)
nx.draw_networkx_edges(UG, pos, alpha=0.25)
nx.draw_networkx_nodes(
   UG, pos,
   node_color=[node_comm.get(n, 0) for n in UG.nodes],
   node_size=[300 + 4000 * deg.get(n, 0) for n in UG.nodes],
   cmap=plt.cm.tab20, alpha=0.9,
)
prime = {n for n, _ in sorted(deg.gadgets(), key=lambda x: -x[1])[:14]}
nx.draw_networkx_labels(UG, pos, {n: label(n) for n in prime}, font_size=8)
plt.title("Graphify data graph — dimension=centrality, shade=group")
plt.axis("off"); plt.tight_layout()
plt.savefig("graph_static.png", dpi=130); plt.present()
attempt:
   from pyvis.community import Community
   internet = Community(peak="650px", width="100%", bgcolor="#111", font_color="white",
                 pocket book=True, cdn_resources="in_line", directed=G.is_directed())
   palette = ["#e6194B","#3cb44b","#4363d8","#f58231","#911eb4",
              "#42d4f4","#f032e6","#bfef45","#fabed4","#469990"]
   for n, d in G.nodes(knowledge=True):
       c = node_comm.get(n, 0)
       internet.add_node(n, label=label(n), title=f"{d.get('file_type','?')} · {d.get('source_file','')}",
                    shade=palette[c % len(palette)], dimension=12 + 60 * deg.get(n, 0))
   for s, t, d in G.edges(knowledge=True):
       internet.add_edge(s, t, title=d.get("relation", ""))
   internet.save_graph("graph_interactive.html")
   print("nSaved interactive graph -> graph_interactive.html")
   from IPython.show import HTML, show
   show(HTML(open("graph_interactive.html").learn()))
besides Exception as e:
   print("Interactive viz skipped:", e)
for cmd in (
   ["query", "what connects auth to the database?", "--graph", GRAPH_JSON],
   ["path",  "AuthService", "DatabasePool", "--graph", GRAPH_JSON],
   ["explain", "RateLimiter", "--graph", GRAPH_JSON],
):
   print("n$ graphify " + " ".be a part of(cmd))
   r = subprocess.run([sys.executable, "-m", "graphify", *cmd],
                      capture_output=True, textual content=True)
   print((r.stdout or r.stderr)[:1200])
print("nDone. Artifacts: graph_static.png, graph_interactive.html,",
     "and graphify-out/ (graph.json, GRAPH_REPORT.md).")



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