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import streamlit as st |
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import matplotlib.pyplot as plt |
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import networkx as nx |
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sidebar_option = st.sidebar.radio("Select an option", |
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["Select an option", "Basic: Properties", |
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"Basic: Read and write graphs", "Basic: Simple graph", "Basic: Simple graph Directed"]) |
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def display_graph_properties(G): |
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pathlengths = [] |
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st.write("### Source vertex {target:length, }") |
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for v in G.nodes(): |
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spl = dict(nx.single_source_shortest_path_length(G, v)) |
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st.write(f"Vertex {v}: {spl}") |
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for p in spl: |
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pathlengths.append(spl[p]) |
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avg_path_length = sum(pathlengths) / len(pathlengths) |
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st.write(f"### Average shortest path length: {avg_path_length}") |
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dist = {} |
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for p in pathlengths: |
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if p in dist: |
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dist[p] += 1 |
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else: |
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dist[p] = 1 |
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st.write("### Length #paths") |
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for d in sorted(dist.keys()): |
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st.write(f"Length {d}: {dist[d]} paths") |
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st.write("### Properties") |
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st.write(f"Radius: {nx.radius(G)}") |
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st.write(f"Diameter: {nx.diameter(G)}") |
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st.write(f"Eccentricity: {nx.eccentricity(G)}") |
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st.write(f"Center: {nx.center(G)}") |
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st.write(f"Periphery: {nx.periphery(G)}") |
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st.write(f"Density: {nx.density(G)}") |
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st.write("### Graph Visualization") |
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pos = nx.spring_layout(G, seed=3068) |
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plt.figure(figsize=(8, 6)) |
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nx.draw(G, pos=pos, with_labels=True, node_color='lightblue', node_size=500, font_size=10, font_weight='bold') |
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st.pyplot(plt) |
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def display_read_write_graph(G): |
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st.write("### Adjacency List:") |
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for line in nx.generate_adjlist(G): |
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st.write(line) |
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st.write("### Writing Edge List to 'grid.edgelist' file:") |
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nx.write_edgelist(G, path="grid.edgelist", delimiter=":") |
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st.write("Edge list written to 'grid.edgelist'") |
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st.write("### Reading Edge List from 'grid.edgelist' file:") |
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H = nx.read_edgelist(path="grid.edgelist", delimiter=":") |
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st.write("Edge list read into graph H") |
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st.write("### Graph Visualization:") |
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pos = nx.spring_layout(H, seed=200) |
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plt.figure(figsize=(8, 6)) |
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nx.draw(H, pos, with_labels=True, node_color='lightblue', node_size=500, font_size=10, font_weight='bold') |
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st.pyplot(plt) |
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def display_simple_graph(G, pos=None): |
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options = { |
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"font_size": 36, |
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"node_size": 3000, |
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"node_color": "white", |
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"edgecolors": "black", |
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"linewidths": 5, |
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"width": 5, |
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} |
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nx.draw_networkx(G, pos, **options) |
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ax = plt.gca() |
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ax.margins(0.20) |
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plt.axis("off") |
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st.pyplot(plt) |
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def display_simple_directed_graph(G, pos=None): |
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options = { |
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"node_size": 500, |
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"node_color": "lightblue", |
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"arrowsize": 20, |
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"width": 2, |
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"edge_color": "gray", |
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} |
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nx.draw_networkx(G, pos, **options) |
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ax = plt.gca() |
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ax.margins(0.20) |
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plt.axis("off") |
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st.pyplot(plt) |
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if sidebar_option == "Basic: Properties": |
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st.title("Basic: Properties") |
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option = st.radio("Choose a graph type:", ("Default Example", "Create your own")) |
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if option == "Default Example": |
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G = nx.lollipop_graph(4, 6) |
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display_graph_properties(G) |
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elif option == "Create your own": |
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num_nodes = st.number_input("Number of nodes:", min_value=2, max_value=50, value=5) |
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num_edges = st.number_input("Number of edges per group (for lollipop graph):", min_value=1, max_value=10, value=3) |
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if st.button("Generate"): |
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if num_nodes >= 2 and num_edges >= 1: |
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G_custom = nx.lollipop_graph(num_nodes, num_edges) |
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display_graph_properties(G_custom) |
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elif sidebar_option == "Basic: Read and write graphs": |
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st.title("Basic: Read and write graphs") |
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option = st.radio("Choose a graph type:", ("Default Example", "Create your own")) |
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if option == "Default Example": |
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G = nx.grid_2d_graph(5, 5) |
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display_read_write_graph(G) |
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elif option == "Create your own": |
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rows = st.number_input("Number of rows:", min_value=2, max_value=20, value=5) |
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cols = st.number_input("Number of columns:", min_value=2, max_value=20, value=5) |
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if st.button("Generate"): |
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if rows >= 2 and cols >= 2: |
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G_custom = nx.grid_2d_graph(rows, cols) |
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display_read_write_graph(G_custom) |
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elif sidebar_option == "Basic: Simple graph": |
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st.title("Basic: Simple graph") |
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option = st.radio("Choose a graph type:", ("Default Example", "Create your own")) |
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if option == "Default Example": |
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G = nx.Graph() |
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G.add_edge(1, 2) |
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G.add_edge(1, 3) |
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G.add_edge(1, 5) |
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G.add_edge(2, 3) |
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G.add_edge(3, 4) |
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G.add_edge(4, 5) |
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pos = {1: (0, 0), 2: (-1, 0.3), 3: (2, 0.17), 4: (4, 0.255), 5: (5, 0.03)} |
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display_simple_graph(G, pos) |
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elif option == "Create your own": |
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edges = [] |
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st.write("Enter the edges (as pairs of nodes) separated by commas. For example, 1,2 or 3,4.") |
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edge_input = st.text_area("Edges:", value="1,2\n1,3\n2,3") |
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if edge_input: |
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edge_list = edge_input.split("\n") |
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for edge in edge_list: |
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u, v = map(int, edge.split(",")) |
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edges.append((u, v)) |
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if st.button("Generate"): |
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G_custom = nx.Graph() |
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G_custom.add_edges_from(edges) |
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pos = nx.spring_layout(G_custom, seed=42) |
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display_simple_graph(G_custom, pos) |
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elif sidebar_option == "Basic: Simple graph Directed": |
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st.title("Basic: Simple graph Directed") |
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option = st.radio("Choose a graph type:", ("Default Example", "Create your own")) |
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if option == "Default Example": |
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G = nx.DiGraph([(0, 3), (1, 3), (2, 4), (3, 5), (3, 6), (4, 6), (5, 6)]) |
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left_nodes = [0, 1, 2] |
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middle_nodes = [3, 4] |
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right_nodes = [5, 6] |
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pos = {n: (0, i) for i, n in enumerate(left_nodes)} |
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pos.update({n: (1, i + 0.5) for i, n in enumerate(middle_nodes)}) |
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pos.update({n: (2, i + 0.5) for i, n in enumerate(right_nodes)}) |
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display_simple_directed_graph(G, pos) |
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elif option == "Create your own": |
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edges = [] |
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st.write("Enter the directed edges (as pairs of nodes) separated by commas. For example, 1,2 or 3,4.") |
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edge_input = st.text_area("Edges:", value="1,2\n1,3\n2,3") |
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if edge_input: |
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edge_list = edge_input.split("\n") |
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for edge in edge_list: |
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u, v = map(int, edge.split(",")) |
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edges.append((u, v)) |
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if st.button("Generate"): |
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G_custom = nx.DiGraph() |
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G_custom.add_edges_from(edges) |
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pos = nx.spring_layout(G_custom, seed=42) |
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display_simple_directed_graph(G_custom, pos) |
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