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| import streamlit as st | |
| import networkx as nx | |
| from pyvis.network import Network | |
| import json | |
| from streamlit.components.v1 import html | |
| # Streamlit app layout | |
| st.title("Interactive Graph Visualization") | |
| st.write("Upload a JSON file containing nodes and edges to display the graph.") | |
| # File upload | |
| uploaded_file = st.file_uploader("Upload JSON file", type=["json"]) | |
| if uploaded_file is not None: | |
| try: | |
| # Load JSON data | |
| graph_data = json.load(uploaded_file) | |
| # Validate JSON structure | |
| if "nodes" not in graph_data or "edges" not in graph_data: | |
| raise ValueError("The JSON file must contain 'nodes' and 'edges' keys.") | |
| # Function to create a NetworkX graph from data | |
| def create_graph(data): | |
| G = nx.DiGraph() | |
| for node in data["nodes"]: | |
| G.add_node(node["id"], label=node.get("label", node["id"])) | |
| for edge in data["edges"]: | |
| G.add_edge(edge["source"], edge["target"], label=edge.get("label", "")) | |
| return G | |
| # Generate the graph | |
| graph = create_graph(graph_data) | |
| # Check if the graph has any nodes or edges | |
| if graph.number_of_nodes() == 0: | |
| raise ValueError("The graph has no nodes.") | |
| if graph.number_of_edges() == 0: | |
| raise ValueError("The graph has no edges.") | |
| # Function to create a pyvis network from NetworkX graph | |
| def create_pyvis_graph(G): | |
| net = Network(height="600px", width="100%", directed=True) | |
| for node, data in G.nodes(data=True): | |
| net.add_node(node, label=data.get("label", node)) | |
| for source, target, data in G.edges(data=True): | |
| net.add_edge(source, target, title=data.get("label", "")) | |
| return net | |
| # Create the Pyvis graph | |
| pyvis_graph = create_pyvis_graph(graph) | |
| # Generate the HTML representation of the graph | |
| pyvis_graph_html = pyvis_graph.generate_html() | |
| # Display the graph in Streamlit | |
| html(pyvis_graph_html, height=600) | |
| except Exception as e: | |
| st.error(f"Error processing the file: {e}") | |
| else: | |
| st.info("Please upload a JSON file to display the graph.") | |