{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Network Analysis with ySights\n", "\n", "This tutorial demonstrates how to extract and analyze social networks from YSocial simulation data.\n", "\n", "## What You'll Learn\n", "\n", "- Extracting different types of social networks\n", "- Computing network metrics\n", "- Analyzing ego networks\n", "- Visualizing network structures\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from ysights import YDataHandler\n", "import networkx as nx\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Set up visualization\n", "plt.style.use('seaborn-v0_8-whitegrid')\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Initialize data handler\n", "db_path = 'ysocial_db.db'\n", "ydh = YDataHandler(db_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Extracting the Social Network\n", "\n", "The social network represents connections between agents (follows, friends, etc.)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Social Network Statistics:\n", " Nodes (Agents): 993\n", " Edges (Connections): 29544\n", " Directed: True\n" ] } ], "source": [ "# Extract the full social network\n", "social_network = ydh.social_network()\n", "\n", "print(\"Social Network Statistics:\")\n", "print(f\" Nodes (Agents): {social_network.number_of_nodes()}\")\n", "print(f\" Edges (Connections): {social_network.number_of_edges()}\")\n", "print(f\" Directed: {social_network.is_directed()}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Network Density\n", "\n", "Density measures how connected the network is (0 = no connections, 1 = fully connected)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Network Density: 0.0300\n", " Interpretation: 3.00% of all possible connections exist\n" ] } ], "source": [ "density = nx.density(social_network)\n", "print(f\"Network Density: {density:.4f}\")\n", "print(f\" Interpretation: {density*100:.2f}% of all possible connections exist\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Degree Distribution Analysis\n", "\n", "The degree of a node is the number of connections it has." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Degree Statistics:\n", " Mean Degree: 59.50\n", " Median Degree: 42.00\n", " Max Degree: 440\n", " Min Degree: 30\n" ] } ], "source": [ "# Calculate degree for all nodes\n", "degrees = dict(social_network.degree())\n", "degree_values = list(degrees.values())\n", "\n", "print(\"Degree Statistics:\")\n", "print(f\" Mean Degree: {np.mean(degree_values):.2f}\")\n", "print(f\" Median Degree: {np.median(degree_values):.2f}\")\n", "print(f\" Max Degree: {max(degree_values)}\")\n", "print(f\" Min Degree: {min(degree_values)}\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize degree distribution\n", "plt.figure(figsize=(12, 5))\n", "\n", "# Histogram\n", "plt.subplot(1, 2, 1)\n", "plt.hist(degree_values, bins=30, edgecolor='black', alpha=0.7, color='steelblue')\n", "plt.xlabel('Degree', fontsize=11)\n", "plt.ylabel('Number of Nodes', fontsize=11)\n", "plt.title('Degree Distribution', fontsize=13, fontweight='bold')\n", "plt.grid(True, alpha=0.3)\n", "\n", "# Log-log plot\n", "plt.subplot(1, 2, 2)\n", "degree_counts = nx.degree_histogram(social_network)\n", "degrees_range = range(len(degree_counts))\n", "plt.loglog(degrees_range, degree_counts, 'o', markersize=5, alpha=0.6, color='darkred')\n", "plt.xlabel('Degree (log scale)', fontsize=11)\n", "plt.ylabel('Frequency (log scale)', fontsize=11)\n", "plt.title('Degree Distribution (Log-Log)', fontsize=13, fontweight='bold')\n", "plt.grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Centrality Measures\n", "\n", "Centrality measures identify the most important nodes in the network." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Degree Centrality\n", "\n", "Identifies nodes with the most direct connections." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Top 5 Nodes by Degree Centrality:\n", " 1. Node 2: 0.4435\n", " 2. Node 25: 0.3851\n", " 3. Node 23: 0.3528\n", " 4. Node 18: 0.3367\n", " 5. Node 21: 0.3347\n" ] } ], "source": [ "# Calculate degree centrality\n", "degree_centrality = nx.degree_centrality(social_network)\n", "\n", "# Find top 5 most central nodes\n", "top_5_degree = sorted(degree_centrality.items(), key=lambda x: x[1], reverse=True)[:5]\n", "\n", "print(\"Top 5 Nodes by Degree Centrality:\")\n", "for i, (node, centrality) in enumerate(top_5_degree, 1):\n", " print(f\" {i}. Node {node}: {centrality:.4f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Betweenness Centrality\n", "\n", "Identifies nodes that act as bridges between different parts of the network." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Top 5 Nodes by Betweenness Centrality:\n", " 1. Node 2: 0.0405\n", " 2. Node 25: 0.0325\n", " 3. Node 23: 0.0279\n", " 4. Node 18: 0.0253\n", " 5. Node 28: 0.0235\n" ] } ], "source": [ "# Calculate betweenness centrality (may take time for large networks)\n", "# Use a sample if network is very large\n", "if social_network.number_of_nodes() > 1000:\n", " print(\"Large network detected. Computing approximate betweenness...\")\n", " betweenness = nx.betweenness_centrality(social_network, k=100) # Sample 100 nodes\n", "else:\n", " betweenness = nx.betweenness_centrality(social_network)\n", "\n", "top_5_betweenness = sorted(betweenness.items(), key=lambda x: x[1], reverse=True)[:5]\n", "\n", "print(\"Top 5 Nodes by Betweenness Centrality:\")\n", "for i, (node, centrality) in enumerate(top_5_betweenness, 1):\n", " print(f\" {i}. Node {node}: {centrality:.4f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Mention Network\n", "\n", "The mention network shows who mentions whom in their posts." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mention Network Statistics:\n", " Nodes: 956\n", " Edges (Mentions): 11598\n", " Density: 0.0127\n" ] } ], "source": [ "# Extract mention network\n", "mention_network = ydh.mention_network()\n", "\n", "print(\"Mention Network Statistics:\")\n", "print(f\" Nodes: {mention_network.number_of_nodes()}\")\n", "print(f\" Edges (Mentions): {mention_network.number_of_edges()}\")\n", "print(f\" Density: {nx.density(mention_network):.4f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Ego Networks\n", "\n", "An ego network contains a focal node and all nodes connected to it." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ego Network for Agent 3:\n", " Nodes: 65\n", " Edges: 128\n", " Degree of focal node: 128\n" ] } ], "source": [ "# Get ego network for a specific agent\n", "focal_agent = 3 # Change to any agent ID\n", "ego_net = ydh.ego_network(focal_agent)\n", "\n", "print(f\"Ego Network for Agent {focal_agent}:\")\n", "print(f\" Nodes: {ego_net.number_of_nodes()}\")\n", "print(f\" Edges: {ego_net.number_of_edges()}\")\n", "print(f\" Degree of focal node: {ego_net.degree(focal_agent)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing an Ego Network" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create visualization of ego network\n", "plt.figure(figsize=(12, 10))\n", "\n", "# Position nodes using spring layout\n", "pos = nx.spring_layout(ego_net, k=0.5, iterations=50, seed=42)\n", "\n", "# Draw nodes\n", "# Focal node in red, others in blue\n", "node_colors = ['red' if node == focal_agent else 'lightblue' for node in ego_net.nodes()]\n", "node_sizes = [1000 if node == focal_agent else 300 for node in ego_net.nodes()]\n", "\n", "nx.draw_networkx_nodes(ego_net, pos, \n", " node_color=node_colors, \n", " node_size=node_sizes,\n", " alpha=0.8)\n", "\n", "# Draw edges\n", "nx.draw_networkx_edges(ego_net, pos, alpha=0.3, arrows=True, arrowsize=10)\n", "\n", "# Draw labels\n", "labels = {node: str(node) if node == focal_agent else '' for node in ego_net.nodes()}\n", "nx.draw_networkx_labels(ego_net, pos, labels, font_size=12, font_weight='bold')\n", "\n", "plt.title(f'Ego Network for Agent {focal_agent}', fontsize=14, fontweight='bold')\n", "plt.axis('off')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Community Detection\n", "\n", "Identify communities or clusters within the network." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "python-louvain not installed. Install with: pip install python-louvain\n" ] } ], "source": [ "# Use Louvain method for community detection\n", "# Convert to undirected for community detection\n", "undirected_network = social_network.to_undirected()\n", "\n", "# Requires python-louvain package\n", "try:\n", " import community as community_louvain\n", " communities = community_louvain.best_partition(undirected_network)\n", " \n", " # Count communities\n", " num_communities = len(set(communities.values()))\n", " print(f\"Number of Communities Detected: {num_communities}\")\n", " \n", " # Community sizes\n", " community_sizes = {}\n", " for node, comm_id in communities.items():\n", " community_sizes[comm_id] = community_sizes.get(comm_id, 0) + 1\n", " \n", " print(\"\\nCommunity Sizes:\")\n", " for comm_id, size in sorted(community_sizes.items(), key=lambda x: x[1], reverse=True)[:5]:\n", " print(f\" Community {comm_id}: {size} nodes\")\n", " \n", "except ImportError:\n", " print(\"python-louvain not installed. Install with: pip install python-louvain\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7. Network Comparison\n", "\n", "Compare social network with mention network." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create comparison visualization\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n", "\n", "networks = [social_network, mention_network]\n", "titles = ['Social Network', 'Mention Network']\n", "\n", "for ax, net, title in zip(axes, networks, titles):\n", " degrees = [d for n, d in net.degree()]\n", " ax.hist(degrees, bins=30, edgecolor='black', alpha=0.7)\n", " ax.set_xlabel('Degree', fontsize=11)\n", " ax.set_ylabel('Frequency', fontsize=11)\n", " ax.set_title(title, fontsize=12, fontweight='bold')\n", " ax.grid(True, alpha=0.3)\n", " \n", " # Add statistics\n", " ax.text(0.95, 0.95, \n", " f'Nodes: {net.number_of_nodes()}\\nEdges: {net.number_of_edges()}\\nDensity: {nx.density(net):.4f}',\n", " transform=ax.transAxes, \n", " fontsize=9,\n", " verticalalignment='top',\n", " horizontalalignment='right',\n", " bbox=dict(boxstyle='round', facecolor='wheat', alpha=0.5))\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "\n", "In this tutorial, you learned:\n", "\n", "✓ How to extract social and mention networks from simulation data \n", "✓ Computing basic network statistics (density, degree distribution) \n", "✓ Calculating centrality measures to identify important nodes \n", "✓ Analyzing ego networks for individual agents \n", "✓ Detecting communities within networks \n", "✓ Visualizing network structures \n", "✓ Comparing different types of networks \n", "\n", "## Next Steps\n", "\n", "- **Algorithms Tutorial**: Learn about profile similarity, paradox detection, and recommendation metrics\n", "- **Visualization Tutorial**: Create advanced visualizations of simulation data" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.12" } }, "nbformat": 4, "nbformat_minor": 4 }