visualization_module.py

import os
import json
import networkx as nx
from collections import Counter, defaultdict
from typing import Dict, List, Tuple, Any, Optional
from datetime import datetime
import numpy as np
from pyvis.network import Network
import re
import google.generativeai as genai


class RepositoryVisualizer:
    """Handles visualization of GitHub repository data using Enhanced PyVis"""

    def __init__(self, config: Any = None, max_nodes: int = 150):
        """
        Initialize the repository visualizer

        Args:
            config: Configuration object (optional)
            max_nodes: Maximum number of nodes to include in visualizations (if config not provided)
        """
        # Handle both config object and direct parameters
        if config is not None:
            self.max_nodes = getattr(config, 'visualization_node_limit', 150)
        else:
            self.max_nodes = max_nodes
            
        self.node_colors = {
            'file': {
                'py': '#3572A5',      # Python (blue)
                'js': '#F7DF1E',      # JavaScript (yellow)
                'ts': '#3178C6',      # TypeScript (blue)
                'jsx': '#61DAFB',     # React JSX (cyan)
                'tsx': '#61DAFB',     # React TSX (cyan)
                'html': '#E34F26',    # HTML (orange)
                'css': '#563D7C',     # CSS (purple)
                'java': '#B07219',    # Java (brown)
                'cpp': '#F34B7D',     # C++ (pink)
                'c': '#A8B9CC',       # C (light blue)
                'go': '#00ADD8',      # Go (blue)
                'md': '#083fa1',      # Markdown (blue)
                'json': '#292929',    # JSON (dark gray)
                'default': '#7F7F7F'  # Default (gray)
            },
            'contributor': '#e74c3c', # Contributor (red)
            'issue': '#3498db',       # Issue (blue)
            'directory': '#2ecc71'    # Directory (green)
        }
        # Add group definitions for visualization
        self.groups = {
            'files': {"color": {"background": "#3498db"}, "shape": "dot"},
            'contributors': {"color": {"background": "#e74c3c"}, "shape": "diamond"},
            'directories': {"color": {"background": "#2ecc71"}, "shape": "triangle"},
            'issues': {"color": {"background": "#9b59b6"}, "shape": "star"}
        }

    def _get_important_subgraph(self, graph: nx.Graph, max_nodes: int) -> nx.Graph:
        """
        Get a subgraph containing the most important nodes
        
        Args:
            graph: Input graph
            max_nodes: Maximum number of nodes to include
            
        Returns:
            Subgraph with most important nodes
        """
        # Return original graph if it's already small enough
        if len(graph.nodes) <= max_nodes:
            return graph

        # Try different centrality measures
        try:
            # First try degree centrality
            centrality = nx.degree_centrality(graph)
        except:
            # Fall back to simpler degree if that fails
            centrality = {node: graph.degree(node) for node in graph.nodes()}

        # Sort nodes by importance
        sorted_nodes = sorted(centrality.items(), key=lambda x: x[1], reverse=True)

        # Take top nodes
        top_nodes = [node for node, _ in sorted_nodes[:max_nodes]]

        # Create subgraph
        return graph.subgraph(top_nodes)

    def _extract_dependencies(self, file_contents: Dict) -> Dict[str, List[str]]:
        """
        Extract file dependencies based on imports and includes
        
        Args:
            file_contents: Dictionary of file contents
            
        Returns:
            Dictionary mapping files to their dependencies
        """
        dependencies = defaultdict(list)

        # Map of common import patterns by language
        import_patterns = {
            'py': [
                r'^\s*import\s+(\w+)',  # import module
                r'^\s*from\s+(\w+)',    # from module import
                r'^\s*import\s+([\w.]+)' # import module.submodule
            ],
            'js': [
                r'^\s*import.*from\s+[\'"](.+)[\'"]',  # ES6 import
                r'^\s*require\([\'"](.+)[\'"]\)',       # CommonJS require
                r'^\s*import\s+[\'"](.+)[\'"]'          # Side-effect import
            ],
            'java': [
                r'^\s*import\s+([\w.]+)'  # Java import
            ],
            'cpp': [
                r'^\s*#include\s+[<"](.+)[>"]'  # C/C++ include
            ],
            'go': [
                r'^\s*import\s+[\'"](.+)[\'"]',  # Go single import
                r'^\s*import\s+\(\s*[\'"](.+)[\'"]'  # Go multiple imports
            ]
        }

        # Process each file
        for filename, file_data in file_contents.items():
            # Get file extension
            _, ext = os.path.splitext(filename)
            ext = ext.lstrip('.').lower() if ext else ''

            # Skip if we don't have patterns for this language
            if ext not in import_patterns:
                continue

            # Get content
            content = file_data.get('content', '')
            if not content:
                continue

            # Search for imports
            lines = content.split('\n')
            patterns = import_patterns[ext]

            for line in lines:
                for pattern in patterns:
                    # Find imports
                    import_match = re.search(pattern, line)
                    if import_match:
                        imported = import_match.group(1)

                        # Look for matching files
                        for target_file in file_contents.keys():
                            target_name = os.path.basename(target_file)
                            target_module = os.path.splitext(target_name)[0]

                            # Check if this might be the imported file
                            if imported == target_module or imported.endswith('.' + target_module):
                                dependencies[filename].append(target_file)
                                break

        return dependencies

    def _format_size(self, size_bytes: int) -> str:
        """
        Format file size in human-readable format
        
        Args:
            size_bytes: Size in bytes
            
        Returns:
            Formatted size string
        """
        if size_bytes < 1024:
            return f"{size_bytes} bytes"
        elif size_bytes < 1024 * 1024:
            return f"{size_bytes / 1024:.1f} KB"
        else:
            return f"{size_bytes / (1024 * 1024):.1f} MB"
            
    def _add_directory_nodes(self, graph: nx.Graph) -> None:
        """
        Add directory nodes to graph for hierarchical structure
        
        Args:
            graph: NetworkX graph to modify
        """
        file_nodes = [node for node, data in graph.nodes(data=True) 
                     if data.get('type') == 'file']
        
        # Extract unique directories
        directories = set()
        for filepath in file_nodes:
            path_parts = os.path.dirname(filepath).split('/')
            current_path = ""
            
            for part in path_parts:
                if not part:  # Skip empty parts
                    continue
                    
                if current_path:
                    current_path = f"{current_path}/{part}"
                else:
                    current_path = part
                    
                directories.add(current_path)
        
        # Add directory nodes
        for directory in directories:
            if directory not in graph:
                graph.add_node(directory, type='directory')
        
        # Connect files to their parent directories
        for filepath in file_nodes:
            parent_dir = os.path.dirname(filepath)
            if parent_dir and parent_dir in graph:
                graph.add_edge(filepath, parent_dir, type='parent')
        
        # Connect directories to their parents
        for directory in directories:
            parent_dir = os.path.dirname(directory)
            if parent_dir and parent_dir in graph:
                graph.add_edge(directory, parent_dir, type='parent')

    def create_repository_graph(self, knowledge_graph: nx.Graph, output_path: str = "repo_graph.html") -> str:
        """
        Create an interactive visualization of the repository structure
        Enhanced with better physics, filtering, and groups

        Args:
            knowledge_graph: NetworkX graph of repository data
            output_path: Path to save the HTML visualization

        Returns:
            Path to the saved HTML file
        """
        # Create a copy of the graph to avoid modifying the original
        graph = knowledge_graph.copy()

        # Limit the number of nodes if necessary
        if len(graph.nodes()) > self.max_nodes:
            print(f"Graph has {len(graph.nodes())} nodes, limiting to {self.max_nodes} most important nodes")
            graph = self._get_important_subgraph(graph, self.max_nodes)

        # Extract directories from file paths for hierarchical structure
        self._add_directory_nodes(graph)
        
        # Create PyVis network with improved settings
        net = Network(height="750px", width="100%", notebook=False, directed=False,
                      bgcolor="#222222", font_color="white", select_menu=True, filter_menu=True)

        # Add custom groups for better filtering
        for group_name, group_props in self.groups.items():
            net.add_node(f"group_{group_name}", hidden=True, **group_props)

        # Customize physics for better visualization
        net.barnes_hut(gravity=-80000, central_gravity=0.3, spring_length=250, spring_strength=0.001,
                       damping=0.09, overlap=0)

        # Add nodes with appropriate styling and interactive features
        for node_id in graph.nodes():
            node_data = graph.nodes[node_id]
            node_type = node_data.get('type', 'unknown')

            # Default node properties
            title = node_id
            color = self.node_colors.get(node_type, {}).get('default', "#7F7F7F")
            shape = "dot"
            size = 15
            group = None

            if node_type == 'file':
                # Get file extension
                _, ext = os.path.splitext(node_id)
                ext = ext.lstrip('.').lower() if ext else 'default'

                # Set color based on file extension
                color = self.node_colors['file'].get(ext, self.node_colors['file']['default'])

                # Use filename as label
                label = os.path.basename(node_id)

                # Set title with additional info
                file_type = node_data.get('file_type', 'unknown')
                file_size = node_data.get('size', 0)
                title = f"<div style='max-width: 300px;'><h3>{label}</h3><hr/><strong>Path:</strong> {node_id}<br/><strong>Type:</strong> {file_type}<br/><strong>Size:</strong> {self._format_size(file_size)}</div>"
                
                # Set group for filtering
                group = 'files'

            elif node_type == 'contributor':
                # Contributor styling
                color = self.node_colors['contributor']
                shape = "diamond"

                # Scale size based on contributions
                contributions = node_data.get('contributions', 0)
                size = min(30, 15 + contributions / 20)

                label = node_id
                title = f"<div style='max-width: 300px;'><h3>Contributor: {node_id}</h3><hr/><strong>Contributions:</strong> {contributions}</div>"
                
                # Set group for filtering
                group = 'contributors'

            elif node_type == 'directory':
                # Directory styling
                color = self.node_colors['directory']
                shape = "triangle"
                label = os.path.basename(node_id) if node_id else "/"
                title = f"<div style='max-width: 300px;'><h3>Directory: {label}</h3><hr/><strong>Path:</strong> {node_id}</div>"
                
                # Set group for filtering
                group = 'directories'

            else:
                # Default styling
                label = node_id

            # Add node to network with searchable property and group
            net.add_node(node_id, label=label, title=title, color=color, shape=shape, size=size, 
                         group=group, searchable=True)

        # Add edges with appropriate styling and information
        for source, target, data in graph.edges(data=True):
            # Default edge properties
            width = 1
            color = "#ffffff80"  # Semi-transparent white
            title = f"{source} → {target}"
            smooth = True  # Enable smooth edges

            # Adjust based on edge data
            edge_type = data.get('type', 'default')
            weight = data.get('weight', 1)

            # Scale width based on weight
            width = min(10, 1 + weight / 5)

            if edge_type == 'co-occurrence':
                title = f"<div style='max-width: 200px;'><strong>Co-occurred in {weight} commits</strong><br/>Files modified together frequently</div>"
                color = "#9b59b680"  # Semi-transparent purple
            elif edge_type == 'contribution':
                title = f"<div style='max-width: 200px;'><strong>Modified {weight} times</strong><br/>By this contributor</div>"
                color = "#e74c3c80"  # Semi-transparent red
            elif edge_type == 'imports':
                title = f"<div style='max-width: 200px;'><strong>Imports</strong><br/>This file imports the target</div>"
                color = "#3498db80"  # Semi-transparent blue
            elif edge_type == 'parent':
                title = f"<div style='max-width: 200px;'><strong>Parent directory</strong></div>"
                color = "#2ecc7180"  # Semi-transparent green
                width = 1  # Fixed width for parent relationships

            # Add edge to network with additional properties
            net.add_edge(source, target, title=title, width=width, color=color, smooth=smooth, selectionWidth=width*1.5)

        # Configure network options with improved UI and interactivity
        options = """
        var options = {
            "nodes": {
                "borderWidth": 2,
                "borderWidthSelected": 4,
                "opacity": 0.9,
                "font": {
                    "size": 12,
                    "face": "Tahoma"
                },
                "shadow": true
            },
            "edges": {
                "color": {
                    "inherit": false
                },
                "smooth": {
                    "type": "continuous",
                    "forceDirection": "none"
                },
                "shadow": true,
                "selectionWidth": 3
            },
            "physics": {
                "barnesHut": {
                    "gravitationalConstant": -80000,
                    "centralGravity": 0.3,
                    "springLength": 250,
                    "springConstant": 0.001,
                    "damping": 0.09,
                    "avoidOverlap": 0.1
                },
                "maxVelocity": 50,
                "minVelocity": 0.1,
                "stabilization": {
                    "enabled": true,
                    "iterations": 1000,
                    "updateInterval": 100,
                    "onlyDynamicEdges": false,
                    "fit": true
                }
            },
            "interaction": {
                "tooltipDelay": 200,
                "hideEdgesOnDrag": true,
                "multiselect": true,
                "hover": true,
                "navigationButtons": true,
                "keyboard": {
                    "enabled": true,
                    "speed": {
                        "x": 10,
                        "y": 10,
                        "zoom": 0.1
                    },
                    "bindToWindow": true
                }
            },
            "configure": {
                "enabled": true,
                "filter": ["physics", "nodes", "edges"],
                "showButton": true
            },
            "groups": {
                "files": {"color": {"background": "#3498db"}, "shape": "dot"},
                "contributors": {"color": {"background": "#e74c3c"}, "shape": "diamond"},
                "directories": {"color": {"background": "#2ecc71"}, "shape": "triangle"},
                "issues": {"color": {"background": "#9b59b6"}, "shape": "star"}
            }
        }
        """
        net.set_options(options)
        
        # Add search functionality and control buttons to the HTML
        html_before = """
        <!DOCTYPE html>
        <html>
        <head>
            <meta charset="utf-8">
            <title>Repository Visualization</title>
            <style>
                body { margin: 0; padding: 0; font-family: 'Segoe UI', Tahoma, sans-serif; }
                #controls {
                    position: absolute;
                    top: 10px;
                    left: 10px;
                    z-index: 1000;
                    background: rgba(0,0,0,0.7);
                    padding: 10px;
                    border-radius: 5px;
                    color: white;
                }
                #search {
                    padding: 5px;
                    width: 200px;
                    border-radius: 3px;
                    border: none;
                }
                .btn {
                    padding: 5px 10px;
                    margin-left: 5px;
                    background: #3498db;
                    color: white;
                    border: none;
                    border-radius: 3px;
                    cursor: pointer;
                }
                .btn:hover { background: #2980b9; }
                #legend {
                    position: absolute;
                    bottom: 10px;
                    right: 10px;
                    z-index: 1000;
                    background: rgba(0,0,0,0.7);
                    padding: 10px;
                    border-radius: 5px;
                    color: white;
                    max-width: 250px;
                }
                .legend-item {
                    margin: 5px 0;
                    display: flex;
                    align-items: center;
                }
                .legend-color {
                    width: 15px;
                    height: 15px;
                    display: inline-block;
                    margin-right: 5px;
                    border-radius: 2px;
                }
            </style>
        </head>
        <body>
            <div id="controls">
                <input type="text" id="search" placeholder="Search nodes...">
                <button class="btn" id="searchBtn">Search</button>
                <button class="btn" id="resetBtn">Reset</button>
                <button class="btn" id="togglePhysicsBtn">Toggle Physics</button>
                <select id="layoutSelect" class="btn">
                    <option value="default">Default Layout</option>
                    <option value="hierarchical">Hierarchical Layout</option>
                    <option value="radial">Radial Layout</option>
                </select>
            </div>
            <div id="legend">
                <h3 style="margin-top: 0;">Legend</h3>
                <div class="legend-item"><span class="legend-color" style="background:#3498db"></span> Files</div>
                <div class="legend-item"><span class="legend-color" style="background:#e74c3c"></span> Contributors</div>
                <div class="legend-item"><span class="legend-color" style="background:#2ecc71"></span> Directories</div>
                <div class="legend-item"><span class="legend-color" style="background:#9b59b6"></span> Issues</div>
                <div class="legend-item"><span class="legend-color" style="background:#9b59b680"></span> Co-occurrence</div>
                <div class="legend-item"><span class="legend-color" style="background:#e74c3c80"></span> Contribution</div>
                <div class="legend-item"><span class="legend-color" style="background:#3498db80"></span> Imports</div>
                <div class="legend-item"><span class="legend-color" style="background:#2ecc7180"></span> Parent</div>
            </div>
        """
        
        html_after = """
            <script>
                // Get network instance
                const network = document.getElementById('mynetwork').vis;
                
                // Search functionality
                document.getElementById('searchBtn').addEventListener('click', function() {
                    const searchTerm = document.getElementById('search').value.toLowerCase();
                    
                    if (!searchTerm) return;
                    
                    // Find matching nodes
                    const allNodes = network.body.data.nodes.get();
                    const matchingNodes = allNodes.filter(node => 
                        node.label && node.label.toLowerCase().includes(searchTerm) || 
                        node.id && node.id.toLowerCase().includes(searchTerm)
                    );
                    
                    if (matchingNodes.length > 0) {
                        // Focus on first matching node
                        network.focus(matchingNodes[0].id, {
                            scale: 1.2,
                            animation: true
                        });
                        network.selectNodes([matchingNodes[0].id]);
                    } else {
                        alert('No matching nodes found');
                    }
                });
                
                // Reset view
                document.getElementById('resetBtn').addEventListener('click', function() {
                    network.fit({
                        animation: true
                    });
                });
                
                // Toggle physics
                document.getElementById('togglePhysicsBtn').addEventListener('click', function() {
                    const physics = network.physics.options.enabled;
                    network.setOptions({ physics: { enabled: !physics } });
                });
                
                // Layout selector
                document.getElementById('layoutSelect').addEventListener('change', function() {
                    const layout = this.value;
                    
                    if (layout === 'hierarchical') {
                        network.setOptions({
                            layout: {
                                hierarchical: {
                                    enabled: true,
                                    direction: 'UD',
                                    sortMethod: 'directed',
                                    nodeSpacing: 150,
                                    levelSeparation: 150
                                }
                            },
                            physics: { enabled: false }
                        });
                    } else if (layout === 'radial') {
                        // For radial, we use physics to create a radial effect
                        network.setOptions({
                            layout: { hierarchical: { enabled: false } },
                            physics: {
                                enabled: true,
                                barnesHut: {
                                    gravitationalConstant: -2000,
                                    centralGravity: 0.3,
                                    springLength: 95,
                                    springConstant: 0.04,
                                }
                            }
                        });
                        
                        // Radial positioning
                        const nodes = network.body.data.nodes.get();
                        const centerX = 0;
                        const centerY = 0;
                        const radius = 500;
                        
                        nodes.forEach((node, i) => {
                            const angle = (2 * Math.PI * i) / nodes.length;
                            const x = centerX + radius * Math.cos(angle);
                            const y = centerY + radius * Math.sin(angle);
                            network.moveNode(node.id, x, y);
                        });
                    } else {
                        // Default layout
                        network.setOptions({
                            layout: { hierarchical: { enabled: false } },
                            physics: {
                                enabled: true,
                                barnesHut: {
                                    gravitationalConstant: -80000,
                                    centralGravity: 0.3,
                                    springLength: 250,
                                    springConstant: 0.001,
                                    damping: 0.09,
                                    avoidOverlap: 0.1
                                }
                            }
                        });
                    }
                });
                
                // Add keyboard shortcuts
                document.addEventListener('keydown', function(e) {
                    if (e.key === 'f' && (e.ctrlKey || e.metaKey)) {
                        e.preventDefault();
                        document.getElementById('search').focus();
                    } else if (e.key === 'Escape') {
                        network.unselectAll();
                    }
                });
            </script>
        </body>
        </html>
        """

        # Convert file_stats to JSON for the template
        file_stats_json = json.dumps(file_stats)
        
        # Replace placeholder with actual data
        html = html.replace('FILE_STATS', file_stats_json)
        
        # Save to file
        with open(output_path, 'w', encoding='utf-8') as f:
            f.write(html)
            
        return output_path

        # Save network visualization to HTML file with custom HTML
        net.save_graph(output_path)
        
        # Read the generated file
        with open(output_path, 'r', encoding='utf-8') as f:
            net_html = f.read()
        
        # Insert our custom HTML
        net_html = net_html.replace('<html>', html_before).replace('</html>', html_after)
        
        # Write the modified file
        with open(output_path, 'w', encoding='utf-8') as f:
            f.write(net_html)

        return output_path

    def create_contributor_network(self, contributors: Dict, commits: List[Dict],
                                   output_path: str = "contributor_network.html") -> str:
        """
        Create an enhanced network visualization of contributor relationships

        Args:
            contributors: Dictionary of contributor data
            commits: List of commit data
            output_path: Path to save the HTML visualization

        Returns:
            Path to the saved HTML file
        """
        # Create graph for contributor relationships
        graph = nx.Graph()

        # Add contributor nodes
        for login, data in contributors.items():
            graph.add_node(login, type='contributor', contributions=data['contributions'])

        # Find file co-authorship to establish contributor relationships
        file_authors = defaultdict(set)

        # Group files by authors
        for login, data in contributors.items():
            for file_data in data.get('files_modified', []):
                filename = file_data.get('filename', '')
                if filename:
                    file_authors[filename].add(login)

        # Create edges between contributors who worked on the same files
        for filename, authors in file_authors.items():
            if len(authors) > 1:
                for author1 in authors:
                    for author2 in authors:
                        if author1 != author2:
                            if graph.has_edge(author1, author2):
                                graph[author1][author2]['weight'] += 1
                                graph[author1][author2]['files'].add(filename)
                            else:
                                graph.add_edge(author1, author2, weight=1, files={filename}, type='collaboration')

        # Create Pyvis network with enhanced settings
        net = Network(height="750px", width="100%", notebook=False, directed=False,
                      bgcolor="#222222", font_color="white", select_menu=True, filter_menu=True)

        # Configure physics
        net.barnes_hut(gravity=-5000, central_gravity=0.3, spring_length=150, spring_strength=0.05)

        # Add nodes with improved styling
        for login in graph.nodes():
            # Get node data
            node_data = graph.nodes[login]
            contributions = node_data.get('contributions', 0)

            # Scale size based on contributions
            size = 15 + min(20, contributions / 10)

            # Create detailed HTML tooltip
            tooltip = f"""
            <div style='max-width: 300px; padding: 10px;'>
                <h3>Contributor: {login}</h3>
                <hr/>
                <strong>Contributions:</strong> {contributions}<br/>
                <strong>Activity Level:</strong> {"High" if contributions > 50 else "Medium" if contributions > 20 else "Low"}
            </div>
            """

            # Add node with improved metadata
            net.add_node(login, label=login, title=tooltip,
                         color=self.node_colors['contributor'], shape="dot", size=size,
                         group='contributors', searchable=True)

        # Add edges with enhanced information
        for source, target, data in graph.edges(data=True):
            weight = data.get('weight', 1)
            files = data.get('files', set())

            # Scale width based on collaboration strength
            width = min(10, 1 + weight / 2)

            # Create a better-formatted tooltip with file information
            file_list = "<br>".join(list(files)[:5])
            if len(files) > 5:
                file_list += f"<br>...and {len(files) - 5} more"

            tooltip = f"""
            <div style='max-width: 300px; padding: 10px;'>
                <h3>Collaboration</h3>
                <hr/>
                <strong>Contributors:</strong> {source} & {target}<br/>
                <strong>Shared Files:</strong> {weight}<br/>
                <strong>Collaboration Strength:</strong> {"Strong" if weight > 5 else "Medium" if weight > 2 else "Light"}<br/>
                <hr/>
                <strong>Example Files:</strong><br/>
                {file_list}
            </div>
            """

            # Add edge with enhanced styling
            color = "#3498db" + hex(min(255, 80 + (weight * 10)))[2:].zfill(2)  # Vary opacity by weight
            net.add_edge(source, target, title=tooltip, width=width, color=color, smooth=True)

        # Configure options with enhanced UI
        options = """
        var options = {
            "nodes": {
                "borderWidth": 2,
                "borderWidthSelected": 4,
                "opacity": 0.9,
                "font": {
                    "size": 14,
                    "face": "Tahoma"
                },
                "shadow": true
            },
            "edges": {
                "color": {
                    "inherit": false
                },
                "smooth": {
                    "type": "continuous",
                    "forceDirection": "horizontal"
                },
                "shadow": true,
                "selectionWidth": 3
            },
            "physics": {
                "barnesHut": {
                    "gravitationalConstant": -5000,
                    "centralGravity": 0.3,
                    "springLength": 150,
                    "springConstant": 0.05,
                    "damping": 0.09,
                    "avoidOverlap": 0.2
                },
                "stabilization": {
                    "enabled": true,
                    "iterations": 1000
                }
            },
            "interaction": {
                "hover": true,
                "tooltipDelay": 200,
                "hideEdgesOnDrag": true,
                "multiselect": true,
                "navigationButtons": true
            },
            "configure": {
                "enabled": true,
                "filter": ["physics", "nodes", "edges"],
                "showButton": true
            }
        }
        """
        net.set_options(options)

        # Add search and controls similar to repository graph
        html_before = """
        <!DOCTYPE html>
        <html>
        <head>
            <meta charset="utf-8">
            <title>Contributor Network</title>
            <style>
                body { margin: 0; padding: 0; font-family: 'Segoe UI', Tahoma, sans-serif; }
                #controls {
                    position: absolute;
                    top: 10px;
                    left: 10px;
                    z-index: 1000;
                    background: rgba(0,0,0,0.7);
                    padding: 10px;
                    border-radius: 5px;
                    color: white;
                }
                #search {
                    padding: 5px;
                    width: 200px;
                    border-radius: 3px;
                    border: none;
                }
                .btn {
                    padding: 5px 10px;
                    margin-left: 5px;
                    background: #3498db;
                    color: white;
                    border: none;
                    border-radius: 3px;
                    cursor: pointer;
                }
                .btn:hover { background: #2980b9; }
                #stats {
                    position: absolute;
                    bottom: 10px;
                    right: 10px;
                    z-index: 1000;
                    background: rgba(0,0,0,0.7);
                    padding: 10px;
                    border-radius: 5px;
                    color: white;
                    max-width: 250px;
                }
            </style>
        </head>
        <body>
            <div id="controls">
                <input type="text" id="search" placeholder="Search contributors...">
                <button class="btn" id="searchBtn">Search</button>
                <button class="btn" id="resetBtn">Reset</button>
                <button class="btn" id="togglePhysicsBtn">Toggle Physics</button>
                <select id="layoutSelect" class="btn">
                    <option value="default">Default Layout</option>
                    <option value="circle">Circle Layout</option>
                    <option value="grid">Grid Layout</option>
                </select>
            </div>
            <div id="stats">
                <h3 style="margin-top: 0;">Network Statistics</h3>
                <p>Contributors: <span id="nodeCount">0</span></p>
                <p>Collaborations: <span id="edgeCount">0</span></p>
                <p>Avg. Collaborations: <span id="avgEdges">0</span></p>
                <p>Click on a contributor to see their relationships</p>
            </div>
        """
        
        html_after = """
            <script>
                // Get network instance
                const network = document.getElementById('mynetwork').vis;
                
                // Update stats
                function updateStats() {
                    const nodes = network.body.data.nodes.get();
                    const edges = network.body.data.edges.get();
                    document.getElementById('nodeCount').textContent = nodes.length;
                    document.getElementById('edgeCount').textContent = edges.length;
                    document.getElementById('avgEdges').textContent = (edges.length / nodes.length).toFixed(2);
                }
                updateStats();
                
                // Search functionality
                document.getElementById('searchBtn').addEventListener('click', function() {
                    const searchTerm = document.getElementById('search').value.toLowerCase();
                    
                    if (!searchTerm) return;
                    
                    // Find matching nodes
                    const allNodes = network.body.data.nodes.get();
                    const matchingNodes = allNodes.filter(node => 
                        node.label && node.label.toLowerCase().includes(searchTerm) || 
                        node.id && node.id.toLowerCase().includes(searchTerm)
                    );
                    
                    if (matchingNodes.length > 0) {
                        // Focus on first matching node
                        network.focus(matchingNodes[0].id, {
                            scale: 1.2,
                            animation: true
                        });
                        network.selectNodes([matchingNodes[0].id]);
                    } else {
                        alert('No matching nodes found');
                    }
                });
                
                // Reset view
                document.getElementById('resetBtn').addEventListener('click', function() {
                    network.fit({
                        animation: true
                    });
                });
                
                // Toggle physics
                document.getElementById('togglePhysicsBtn').addEventListener('click', function() {
                    const physics = network.physics.options.enabled;
                    network.setOptions({ physics: { enabled: !physics } });
                });
                
                // Layout selector
                document.getElementById('layoutSelect').addEventListener('change', function() {
                    const layout = this.value;
                    
                    if (layout === 'circle') {
                        const nodes = network.body.data.nodes.get();
                        const numNodes = nodes.length;
                        const radius = 300;
                        const center = {x: 0, y: 0};
                        
                        nodes.forEach((node, i) => {
                            const angle = (i / numNodes) * 2 * Math.PI;
                            const x = center.x + radius * Math.cos(angle);
                            const y = center.y + radius * Math.sin(angle);
                            network.moveNode(node.id, x, y);
                        });
                        
                        network.setOptions({ physics: { enabled: false } });
                    } else if (layout === 'grid') {
                        const nodes = network.body.data.nodes.get();
                        const numNodes = nodes.length;
                        const cols = Math.ceil(Math.sqrt(numNodes));
                        const spacing = 150;
                        
                        nodes.forEach((node, i) => {
                            const col = i % cols;
                            const row = Math.floor(i / cols);
                            const x = (col - cols/2) * spacing;
                            const y = (row - Math.floor(numNodes/cols)/2) * spacing;
                            network.moveNode(node.id, x, y);
                        });
                        
                        network.setOptions({ physics: { enabled: false } });
                    } else {
                        // Default layout
                        network.setOptions({
                            physics: {
                                enabled: true,
                                barnesHut: {
                                    gravitationalConstant: -5000,
                                    centralGravity: 0.3,
                                    springLength: 150,
                                    springConstant: 0.05,
                                    damping: 0.09,
                                    avoidOverlap: 0.2
                                }
                            }
                        });
                    }
                });
                
                // Highlight connections on node select
                network.on('selectNode', function(params) {
                    if (params.nodes.length > 0) {
                        const selectedNode = params.nodes[0];
                        const connectedNodes = network.getConnectedNodes(selectedNode);
                        const allNodes = network.body.data.nodes.get();
                        const allEdges = network.body.data.edges.get();
                        
                        // Dim unselected nodes
                        allNodes.forEach(node => {
                            if (node.id === selectedNode || connectedNodes.includes(node.id)) {
                                node.opacity = 1.0;
                            } else {
                                node.opacity = 0.3;
                            }
                        });
                        
                        // Dim unrelated edges
                        allEdges.forEach(edge => {
                            if (edge.from === selectedNode || edge.to === selectedNode) {
                                edge.opacity = 1.0;
                                edge.width = edge.width * 1.5;
                            } else {
                                edge.opacity = 0.3;
                            }
                        });
                        
                        network.body.data.nodes.update(allNodes);
                        network.body.data.edges.update(allEdges);
                    }
                });
                
                network.on('deselectNode', function() {
                    const allNodes = network.body.data.nodes.get();
                    const allEdges = network.body.data.edges.get();
                    
                    // Reset all nodes and edges
                    allNodes.forEach(node => {
                        node.opacity = 1.0;
                    });
                    
                    allEdges.forEach(edge => {
                        edge.opacity = 1.0;
                        edge.width = edge.width / 1.5;
                    });
                    
                    network.body.data.nodes.update(allNodes);
                    network.body.data.edges.update(allEdges);
                });
            </script>
        </body>
        </html>
        """

        # Save to HTML file with custom HTML
        net.save_graph(output_path)
        
        # Read the generated file
        with open(output_path, 'r', encoding='utf-8') as f:
            net_html = f.read()
        
        # Insert our custom HTML
        net_html = net_html.replace('<html>', html_before).replace('</html>', html_after)
        
        # Write the modified file
        with open(output_path, 'w', encoding='utf-8') as f:
            f.write(net_html)

        return output_path

    def create_file_dependency_graph(self, file_contents: Dict, output_path: str = "dependency_graph.html") -> str:
        """
        Create an enhanced graph of file dependencies based on imports and references
        Using direct PyVis implementation without relying on NetworkX

        Args:
            file_contents: Dictionary of file contents
            output_path: Path to save the HTML visualization

        Returns:
            Path to the saved HTML file
        """
        # Create PyVis network directly
        net = Network(height="750px", width="100%", notebook=False, directed=True,
                     bgcolor="#222222", font_color="white", select_menu=True, filter_menu=True)

        # Customize physics
        net.barnes_hut(gravity=-10000, central_gravity=0.3, spring_length=200)

        # Process files to find dependencies
        dependencies = self._extract_dependencies(file_contents)
        
        # Keep track of added nodes to avoid duplicates
        added_nodes = set()
        
        # Add file nodes with improved styling
        for filename, targets in dependencies.items():
            if filename not in added_nodes:
                # Get file extension for color
                _, ext = os.path.splitext(filename)
                ext = ext.lstrip('.').lower() if ext else 'default'
                color = self.node_colors['file'].get(ext, self.node_colors['file']['default'])
                
                # Use filename as label
                label = os.path.basename(filename)
                
                # Enhanced tooltip with file information
                file_data = file_contents.get(filename, {})
                file_type = file_data.get('type', 'unknown')
                file_size = file_data.get('size', 0)
                
                tooltip = f"""
                <div style='max-width: 300px; padding: 10px;'>
                    <h3>{label}</h3>
                    <hr/>
                    <strong>Path:</strong> {filename}<br/>
                    <strong>Type:</strong> {file_type}<br/>
                    <strong>Size:</strong> {self._format_size(file_size)}<br/>
                    <strong>Dependencies:</strong> {len(targets)}
                </div>
                """
                
                # Add node with improved styling and metadata
                net.add_node(filename, label=label, title=tooltip, color=color, 
                             shape="dot", size=15, group=ext, searchable=True)
                added_nodes.add(filename)
            
            # Add target nodes if not already added
            for target in targets:
                if target not in added_nodes:
                    # Get file extension for color
                    _, ext = os.path.splitext(target)
                    ext = ext.lstrip('.').lower() if ext else 'default'
                    color = self.node_colors['file'].get(ext, self.node_colors['file']['default'])
                    
                    # Use filename as label
                    label = os.path.basename(target)
                    
                    # Enhanced tooltip with file information
                    file_data = file_contents.get(target, {})
                    file_type = file_data.get('type', 'unknown')
                    file_size = file_data.get('size', 0)
                    
                    tooltip = f"""
                    <div style='max-width: 300px; padding: 10px;'>
                        <h3>{label}</h3>
                        <hr/>
                        <strong>Path:</strong> {target}<br/>
                        <strong>Type:</strong> {file_type}<br/>
                        <strong>Size:</strong> {self._format_size(file_size)}
                    </div>
                    """
                    
                    # Add node with improved styling and metadata
                    net.add_node(target, label=label, title=tooltip, color=color, 
                                 shape="dot", size=15, group=ext, searchable=True)
                    added_nodes.add(target)

        # Add edges with improved styling
        for source, targets in dependencies.items():
            for target in targets:
                # Enhanced tooltip with relationship information
                tooltip = f"""
                <div style='max-width: 300px; padding: 10px;'>
                    <h3>Dependency</h3>
                    <hr/>
                    <strong>{os.path.basename(source)}</strong> imports <strong>{os.path.basename(target)}</strong>
                </div>
                """
                
                # Add edge with improved styling
                net.add_edge(source, target, title=tooltip, arrows="to", 
                             color="#2ecc7180", smooth=True, width=1.5)

        # Configure options with improved UI for dependencies
        options = """
        var options = {
            "nodes": {
                "borderWidth": 2,
                "opacity": 0.9,
                "font": {
                    "size": 12,
                    "face": "Tahoma"
                },
                "shadow": true
            },
            "edges": {
                "color": {
                    "inherit": false
                },
                "smooth": {
                    "type": "continuous",
                    "roundness": 0.6
                },
                "arrows": {
                    "to": {
                        "enabled": true,
                        "scaleFactor": 0.5
                    }
                },
                "shadow": true
            },
            "layout": {
                "hierarchical": {
                    "enabled": true,
                    "direction": "UD",
                    "sortMethod": "directed",
                    "nodeSpacing": 150,
                    "levelSeparation": 150
                }
            },
            "physics": {
                "enabled": false
            },
            "interaction": {
                "hover": true,
                "tooltipDelay": 200,
                "hideEdgesOnDrag": true,
                "navigationButtons": true
            },
            "configure": {
                "enabled": true,
                "filter": ["layout", "nodes", "edges"],
                "showButton": true
            }
        }
        """
        net.set_options(options)

        # Add search and controls similar to previous graphs
        html_before = """
        <!DOCTYPE html>
        <html>
        <head>
            <meta charset="utf-8">
            <title>File Dependency Graph</title>
            <style>
                body { margin: 0; padding: 0; font-family: 'Segoe UI', Tahoma, sans-serif; }
                #controls {
                    position: absolute;
                    top: 10px;
                    left: 10px;
                    z-index: 1000;
                    background: rgba(0,0,0,0.7);
                    padding: 10px;
                    border-radius: 5px;
                    color: white;
                }
                #search {
                    padding: 5px;
                    width: 200px;
                    border-radius: 3px;
                    border: none;
                }
                .btn {
                    padding: 5px 10px;
                    margin-left: 5px;
                    background: #3498db;
                    color: white;
                    border: none;
                    border-radius: 3px;
                    cursor: pointer;
                }
                .btn:hover { background: #2980b9; }
                #stats {
                    position: absolute;
                    bottom: 10px;
                    right: 10px;
                    z-index: 1000;
                    background: rgba(0,0,0,0.7);
                    padding: 10px;
                    border-radius: 5px;
                    color: white;
                    max-width: 250px;
                }
            </style>
        </head>
        <body>
            <div id="controls">
                <input type="text" id="search" placeholder="Search files...">
                <button class="btn" id="searchBtn">Search</button>
                <button class="btn" id="resetBtn">Reset</button>
                <select id="layoutSelect" class="btn">
                    <option value="hierarchical">Hierarchical Layout</option>
                    <option value="force">Force Layout</option>
                    <option value="radial">Radial Layout</option>
                </select>
            </div>
            <div id="stats">
                <h3 style="margin-top: 0;">Dependency Statistics</h3>
                <p>Files: <span id="nodeCount">0</span></p>
                <p>Dependencies: <span id="edgeCount">0</span></p>
                <p>Click a file to see its dependencies</p>
            </div>
        """
        
        html_after = """
            <script>
                // Get network instance
                const network = document.getElementById('mynetwork').vis;
                
                // Update stats
                function updateStats() {
                    const nodes = network.body.data.nodes.get();
                    const edges = network.body.data.edges.get();
                    document.getElementById('nodeCount').textContent = nodes.length;
                    document.getElementById('edgeCount').textContent = edges.length;
                }
                updateStats();
                
                // Search functionality
                document.getElementById('searchBtn').addEventListener('click', function() {
                    const searchTerm = document.getElementById('search').value.toLowerCase();
                    
                    if (!searchTerm) return;
                    
                    // Find matching nodes
                    const allNodes = network.body.data.nodes.get();
                    const matchingNodes = allNodes.filter(node => 
                        node.label && node.label.toLowerCase().includes(searchTerm) || 
                        node.id && node.id.toLowerCase().includes(searchTerm)
                    );
                    
                    if (matchingNodes.length > 0) {
                        // Focus on first matching node
                        network.focus(matchingNodes[0].id, {
                            scale: 1.2,
                            animation: true
                        });
                        network.selectNodes([matchingNodes[0].id]);
                    } else {
                        alert('No matching nodes found');
                    }
                });
                
                // Reset view
                document.getElementById('resetBtn').addEventListener('click', function() {
                    network.fit({
                        animation: true
                    });
                });
                
                // Layout selector
                document.getElementById('layoutSelect').addEventListener('change', function() {
                    const layout = this.value;
                    
                    if (layout === 'hierarchical') {
                        network.setOptions({
                            layout: {
                                hierarchical: {
                                    enabled: true,
                                    direction: 'UD',
                                    sortMethod: 'directed',
                                    nodeSpacing: 150,
                                    levelSeparation: 150
                                }
                            },
                            physics: { enabled: false }
                        });
                    } else if (layout === 'radial') {
                        network.setOptions({
                            layout: { hierarchical: { enabled: false } },
                            physics: { enabled: true }
                        });
                        
                        // Arrange nodes in a circular pattern
                        const nodes = network.body.data.nodes.get();
                        const numNodes = nodes.length;
                        const radius = 300;
                        const center = {x: 0, y: 0};
                        
                        nodes.forEach((node, i) => {
                            const angle = (i / numNodes) * 2 * Math.PI;
                            const x = center.x + radius * Math.cos(angle);
                            const y = center.y + radius * Math.sin(angle);
                            network.moveNode(node.id, x, y);
                        });
                    } else {
                        // Force layout
                        network.setOptions({
                            layout: { hierarchical: { enabled: false } },
                            physics: {
                                enabled: true,
                                barnesHut: {
                                    gravitationalConstant: -10000,
                                    centralGravity: 0.3,
                                    springLength: 200,
                                    springConstant: 0.05
                                }
                            }
                        });
                    }
                });
                
                // Highlight dependencies on node select
                network.on('selectNode', function(params) {
                    if (params.nodes.length > 0) {
                        const selectedNode = params.nodes[0];
                        const connectedEdges = network.getConnectedEdges(selectedNode);
                        const connectedNodes = network.getConnectedNodes(selectedNode);
                        
                        // Get dependency direction
                        const dependencies = [];
                        const dependents = [];
                        
                        connectedEdges.forEach(edgeId => {
                            const edge = network.body.data.edges.get(edgeId);
                            if (edge.from === selectedNode) {
                                dependencies.push(edge.to);
                            } else {
                                dependents.push(edge.from);
                            }
                        });
                        
                        // Update node styles
                        const allNodes = network.body.data.nodes.get();
                        allNodes.forEach(node => {
                            if (node.id === selectedNode) {
                                node.color = { background: '#f39c12' };
                                node.borderWidth = 3;
                                node.size = node.size * 1.2;
                            } else if (dependencies.includes(node.id)) {
                                node.color = { background: '#2ecc71' };
                                node.borderWidth = 2;
                            } else if (dependents.includes(node.id)) {
                                node.color = { background: '#e74c3c' };
                                node.borderWidth = 2;
                            } else {
                                node.opacity = 0.3;
                            }
                        });
                        
                        // Update edge styles
                        const allEdges = network.body.data.edges.get();
                        allEdges.forEach(edge => {
                            if (connectedEdges.includes(edge.id)) {
                                edge.width = 2;
                                if (edge.from === selectedNode) {
                                    edge.color = { color: '#2ecc71', opacity: 1 };
                                } else {
                                    edge.color = { color: '#e74c3c', opacity: 1 };
                                }
                            } else {
                                edge.opacity = 0.1;
                            }
                        });
                        
                        network.body.data.nodes.update(allNodes);
                        network.body.data.edges.update(allEdges);
                        
                        // Show node information in stats
                        const node = network.body.data.nodes.get(selectedNode);
                        document.getElementById('stats').innerHTML = `
                            <h3 style="margin-top: 0;">${node.label}</h3>
                            <p>Dependencies: ${dependencies.length}</p>
                            <p>Dependents: ${dependents.length}</p>
                            <p style="color: #2ecc71;">Green: Files this imports</p>
                            <p style="color: #e74c3c;">Red: Files that import this</p>
                            <p style="color: #f39c12;">Yellow: Selected file</p>
                        `;
                    }
                });
                
                network.on('deselectNode', function() {
                    const allNodes = network.body.data.nodes.get();
                    const allEdges = network.body.data.edges.get();
                    
                    // Reset all nodes and edges
                    allNodes.forEach(node => {
                        // Get original color by extension
                        const ext = node.group || 'default';
                        const colors = {
                            'py': '#3572A5',
                            'js': '#F7DF1E', 
                            'ts': '#3178C6',
                            'jsx': '#61DAFB',
                            'tsx': '#61DAFB',
                            'html': '#E34F26',
                            'css': '#563D7C',
                            'java': '#B07219',
                            'cpp': '#F34B7D',
                            'c': '#A8B9CC',
                            'go': '#00ADD8',
                            'md': '#083fa1',
                            'json': '#292929',
                            'default': '#7F7F7F'
                        };
                        
                        node.color = { background: colors[ext] || colors['default'] };
                        node.opacity = 1.0;
                        node.borderWidth = 2;
                        node.size = 15;
                    });
                    
                    allEdges.forEach(edge => {
                        edge.color = { color: '#2ecc7180' };
                        edge.opacity = 1.0;
                        edge.width = 1.5;
                    });
                    
                    network.body.data.nodes.update(allNodes);
                    network.body.data.edges.update(allEdges);
                    
                    // Reset stats display
                    document.getElementById('stats').innerHTML = `
                        <h3 style="margin-top: 0;">Dependency Statistics</h3>
                        <p>Files: <span id="nodeCount">${allNodes.length}</span></p>
                        <p>Dependencies: <span id="edgeCount">${allEdges.length}</span></p>
                        <p>Click a file to see its dependencies</p>
                    `;
                });
            </script>
        </body>
        </html>
        """

        # Save to HTML file with custom HTML
        net.save_graph(output_path)
        
        # Read the generated file
        with open(output_path, 'r', encoding='utf-8') as f:
            net_html = f.read()
        
        # Insert our custom HTML
        net_html = net_html.replace('<html>', html_before).replace('</html>', html_after)
        
        # Write the modified file
        with open(output_path, 'w', encoding='utf-8') as f:
            f.write(net_html)

        return output_path

    def create_commit_activity_chart(self, commits: List[Dict], output_path: str = "commit_activity.html") -> str:
        """
        Create an enhanced interactive chart showing commit activity over time

        Args:
            commits: List of commit data
            output_path: Path to save the HTML visualization

        Returns:
            Path to the saved HTML file
        """
        # Prepare commit data by month
        monthly_data = defaultdict(int)
        author_data = defaultdict(lambda: defaultdict(int))
        file_type_data = defaultdict(lambda: defaultdict(int))

        for commit in commits:
            date = commit.get('date')
            author = commit.get('author', 'Unknown')
            
            if date:
                # Format as year-month
                month_key = date.strftime('%Y-%m')
                monthly_data[month_key] += 1
                author_data[author][month_key] += 1
                
                # Count file types in this commit
                for file in commit.get('files', []):
                    filename = file.get('filename', '')
                    ext = os.path.splitext(filename)[1].lower()
                    if ext:
                        file_type_data[ext][month_key] += 1

        # Sort by date
        sorted_data = sorted(monthly_data.items())
        
        # Prepare author data for chart
        authors = list(author_data.keys())
        author_datasets = []
        
        # Generate colors for authors
        author_colors = [
            '#3498db', '#e74c3c', '#2ecc71', '#f39c12', '#9b59b6', 
            '#1abc9c', '#d35400', '#34495e', '#16a085', '#c0392b'
        ]
        
        for i, author in enumerate(authors[:10]):  # Limit to top 10 authors
            color = author_colors[i % len(author_colors)]
            author_data_points = []
            
            for month_key, _ in sorted_data:
                author_data_points.append(author_data[author].get(month_key, 0))
            
            author_datasets.append({
                'label': author,
                'data': author_data_points,
                'backgroundColor': color + '80',
                'borderColor': color,
                'borderWidth': 1
            })

        # Create HTML with Chart.js and custom UI
        html = """
        <!DOCTYPE html>
        <html lang="en">
        <head>
            <meta charset="UTF-8">
            <meta name="viewport" content="width=device-width, initial-scale=1.0">
            <title>Repository Activity Analysis</title>
            <script src="https://cdn.jsdelivr.net/npm/chart.js@3.9.1/dist/chart.min.js"></script>
            <script src="https://cdn.jsdelivr.net/npm/moment@2.29.4/moment.min.js"></script>
            <style>
                body {
                    font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
                    margin: 0;
                    padding: 20px;
                    background-color: #f5f5f5;
                    color: #333;
                }
                .container {
                    max-width: 1200px;
                    margin: 0 auto;
                }
                .chart-container {
                    width: 100%;
                    margin: 20px 0;
                    background-color: white;
                    border-radius: 8px;
                    box-shadow: 0 4px 8px rgba(0,0,0,0.1);
                    padding: 20px;
                }
                h1, h2 {
                    text-align: center;
                    color: #2c3e50;
                }
                .stats {
                    display: flex;
                    flex-wrap: wrap;
                    justify-content: space-around;
                    margin-bottom: 30px;
                }
                .stat-card {
                    flex: 1 1 200px;
                    background: white;
                    border-radius: 8px;
                    padding: 15px;
                    margin: 10px;
                    box-shadow: 0 2px 5px rgba(0,0,0,0.1);
                    text-align: center;
                }
                .stat-value {
                    font-size: 2em;
                    font-weight: bold;
                    color: #3498db;
                    margin: 10px 0;
                }
                .stat-label {
                    font-size: 0.9em;
                    color: #7f8c8d;
                }
                .controls {
                    display: flex;
                    flex-wrap: wrap;
                    justify-content: center;
                    margin: 20px 0;
                }
                .control-group {
                    margin: 0 15px;
                }
                select, button {
                    padding: 8px 12px;
                    border-radius: 4px;
                    border: 1px solid #ddd;
                    background: white;
                    font-family: inherit;
                    font-size: 14px;
                    cursor: pointer;
                }
                button {
                    background: #3498db;
                    color: white;
                    border: none;
                }
                button:hover {
                    background: #2980b9;
                }
                .tabs {
                    display: flex;
                    border-bottom: 1px solid #ddd;
                    margin-bottom: 15px;
                }
                .tab {
                    padding: 10px 20px;
                    cursor: pointer;
                    border-bottom: 3px solid transparent;
                }
                .tab.active {
                    border-bottom-color: #3498db;
                    font-weight: bold;
                }
                .tab-content {
                    display: none;
                }
                .tab-content.active {
                    display: block;
                }
                #authorTable, #fileTypeTable {
                    width: 100%;
                    border-collapse: collapse;
                    margin-top: 20px;
                }
                #authorTable th, #authorTable td,
                #fileTypeTable th, #fileTypeTable td {
                    padding: 8px 12px;
                    text-align: left;
                    border-bottom: 1px solid #ddd;
                }
                #authorTable th, #fileTypeTable th {
                    background-color: #f2f2f2;
                }
                .color-dot {
                    display: inline-block;
                    width: 12px;
                    height: 12px;
                    border-radius: 50%;
                    margin-right: 8px;
                }
            </style>
        </head>
        <body>
            <div class="container">
                <h1>Repository Commit Activity</h1>
                
                <div class="stats">
                    <div class="stat-card">
                        <div class="stat-value" id="totalCommits">0</div>
                        <div class="stat-label">Total Commits</div>
                    </div>
                    <div class="stat-card">
                        <div class="stat-value" id="activeMonths">0</div>
                        <div class="stat-label">Active Months</div>
                    </div>
                    <div class="stat-card">
                        <div class="stat-value" id="avgCommitsPerMonth">0</div>
                        <div class="stat-label">Avg. Commits per Month</div>
                    </div>
                    <div class="stat-card">
                        <div class="stat-value" id="totalContributors">0</div>
                        <div class="stat-label">Contributors</div>
                    </div>
                </div>
                
                <div class="tabs">
                    <div class="tab active" data-tab="overview">Activity Overview</div>
                    <div class="tab" data-tab="authors">By Contributor</div>
                    <div class="tab" data-tab="filetypes">By File Type</div>
                </div>
                
                <div class="tab-content active" id="overview-tab">
                    <div class="controls">
                        <div class="control-group">
                            <label for="chartType">Chart Type:</label>
                            <select id="chartType">
                                <option value="bar">Bar Chart</option>
                                <option value="line">Line Chart</option>
                            </select>
                        </div>
                        <div class="control-group">
                            <label for="timeRange">Time Range:</label>
                            <select id="timeRange">
                                <option value="all">All Time</option>
                                <option value="year">Last Year</option>
                                <option value="sixmonths">Last 6 Months</option>
                            </select>
                        </div>
                        <div class="control-group">
                            <button id="downloadData">Download CSV</button>
                        </div>
                    </div>
                    
                    <div class="chart-container">
                        <canvas id="commitChart"></canvas>
                    </div>
                </div>
                
                <div class="tab-content" id="authors-tab">
                    <div class="controls">
                        <div class="control-group">
                            <label for="authorChartType">Chart Type:</label>
                            <select id="authorChartType">
                                <option value="line">Line Chart</option>
                                <option value="stacked">Stacked Bar Chart</option>
                            </select>
                        </div>
                        <div class="control-group">
                            <label for="authorTimeRange">Time Range:</label>
                            <select id="authorTimeRange">
                                <option value="all">All Time</option>
                                <option value="year">Last Year</option>
                                <option value="sixmonths">Last 6 Months</option>
                            </select>
                        </div>
                    </div>
                    
                    <div class="chart-container">
                        <canvas id="authorChart"></canvas>
                    </div>
                    
                    <h2>Contributor Commit Summary</h2>
                    <table id="authorTable">
                        <thead>
                            <tr>
                                <th>Contributor</th>
                                <th>Commits</th>
                                <th>Percentage</th>
                                <th>First Commit</th>
                                <th>Last Commit</th>
                            </tr>
                        </thead>
                        <tbody id="authorTableBody">
                            <!-- Will be populated by JavaScript -->
                        </tbody>
                    </table>
                </div>
                
                <div class="tab-content" id="filetypes-tab">
                    <div class="controls">
                        <div class="control-group">
                            <label for="fileTypeChartType">Chart Type:</label>
                            <select id="fileTypeChartType">
                                <option value="doughnut">Doughnut Chart</option>
                                <option value="bar">Bar Chart</option>
                            </select>
                        </div>
                    </div>
                    
                    <div class="chart-container">
                        <canvas id="fileTypeChart"></canvas>
                    </div>
                    
                    <h2>File Type Statistics</h2>
                    <table id="fileTypeTable">
                        <thead>
                            <tr>
                                <th>File Type</th>
                                <th>Changes</th>
                                <th>Percentage</th>
                            </tr>
                        </thead>
                        <tbody id="fileTypeTableBody">
                            <!-- Will be populated by JavaScript -->
                        </tbody>
                    </table>
                </div>
            </div>

            <script>
                // Chart data
                const labels = CHART_LABELS;
                const data = CHART_DATA;
                const authorData = AUTHOR_DATA;
                const fileTypeData = FILE_TYPE_DATA;
                
                // Calculate stats
                const totalCommits = data.reduce((sum, val) => sum + val, 0);
                const activeMonths = data.filter(val => val > 0).length;
                const avgCommitsPerMonth = (totalCommits / Math.max(activeMonths, 1)).toFixed(1);
                const totalContributors = Object.keys(authorData).length;
                
                // Update stats display
                document.getElementById('totalCommits').textContent = totalCommits;
                document.getElementById('activeMonths').textContent = activeMonths;
                document.getElementById('avgCommitsPerMonth').textContent = avgCommitsPerMonth;
                document.getElementById('totalContributors').textContent = totalContributors;
                
                // Tab switching
                document.querySelectorAll('.tab').forEach(tab => {
                    tab.addEventListener('click', () => {
                        // Remove active class from all tabs
                        document.querySelectorAll('.tab').forEach(t => t.classList.remove('active'));
                        document.querySelectorAll('.tab-content').forEach(t => t.classList.remove('active'));
                        
                        // Add active class to clicked tab
                        tab.classList.add('active');
                        document.getElementById(tab.dataset.tab + '-tab').classList.add('active');
                        
                        // Initialize or update chart for the active tab
                        if (tab.dataset.tab === 'overview') {
                            updateCommitChart();
                        } else if (tab.dataset.tab === 'authors') {
                            updateAuthorChart();
                            updateAuthorTable();
                        } else if (tab.dataset.tab === 'filetypes') {
                            updateFileTypeChart();
                            updateFileTypeTable();
                        }
                    });
                });
                
                // Chart initialization
                let commitChart, authorChart, fileTypeChart;
                
                function initCharts() {
                    const ctx1 = document.getElementById('commitChart').getContext('2d');
                    commitChart = new Chart(ctx1, {
                        type: 'bar',
                        data: {
                            labels: labels,
                            datasets: [{
                                label: 'Number of Commits',
                                data: data,
                                backgroundColor: 'rgba(54, 162, 235, 0.7)',
                                borderColor: 'rgba(54, 162, 235, 1)',
                                borderWidth: 1
                            }]
                        },
                        options: {
                            responsive: true,
                            maintainAspectRatio: true,
                            scales: {
                                y: {
                                    beginAtZero: true,
                                    title: {
                                        display: true,
                                        text: 'Commits'
                                    }
                                },
                                x: {
                                    title: {
                                        display: true,
                                        text: 'Month'
                                    }
                                }
                            },
                            plugins: {
                                title: {
                                    display: true,
                                    text: 'Monthly Commit Activity',
                                    font: {
                                        size: 16
                                    },
                                    padding: {
                                        bottom: 30
                                    }
                                },
                                tooltip: {
                                    callbacks: {
                                        title: function(context) {
                                            return context[0].label;
                                        },
                                        label: function(context) {
                                            return context.raw + ' commits';
                                        }
                                    }
                                }
                            }
                        }
                    });
                    
                    const ctx2 = document.getElementById('authorChart').getContext('2d');
                    authorChart = new Chart(ctx2, {
                        type: 'line',
                        data: {
                            labels: labels,
                            datasets: AUTHOR_DATASETS
                        },
                        options: {
                            responsive: true,
                            maintainAspectRatio: true,
                            scales: {
                                y: {
                                    beginAtZero: true,
                                    stacked: document.getElementById('authorChartType').value === 'stacked',
                                    title: {
                                        display: true,
                                        text: 'Commits'
                                    }
                                },
                                x: {
                                    title: {
                                        display: true,
                                        text: 'Month'
                                    }
                                }
                            },
                            plugins: {
                                title: {
                                    display: true,
                                    text: 'Commit Activity by Contributor',
                                    font: {
                                        size: 16
                                    },
                                    padding: {
                                        bottom: 30
                                    }
                                }
                            }
                        }
                    });
                    
                    // Calculate totals by file type
                    const fileTypes = Object.keys(fileTypeData);
                    const fileTypeTotals = fileTypes.map(type => {
                        return Object.values(fileTypeData[type]).reduce((sum, val) => sum + val, 0);
                    });
                    
                    // Generate colors for file types
                    const fileTypeColors = [
                        '#3498db', '#e74c3c', '#2ecc71', '#f39c12', '#9b59b6', 
                        '#1abc9c', '#d35400', '#34495e', '#16a085', '#c0392b',
                        '#7f8c8d', '#27ae60', '#2980b9', '#8e44ad', '#c0392b',
                        '#bdc3c7', '#2c3e50', '#16a085', '#d35400', '#7f8c8d'
                    ];
                    
                    const ctx3 = document.getElementById('fileTypeChart').getContext('2d');
                    fileTypeChart = new Chart(ctx3, {
                        type: 'doughnut',
                        data: {
                            labels: fileTypes,
                            datasets: [{
                                data: fileTypeTotals,
                                backgroundColor: fileTypes.map((_, i) => fileTypeColors[i % fileTypeColors.length]),
                                borderWidth: 1
                            }]
                        },
                        options: {
                            responsive: true,
                            maintainAspectRatio: true,
                            plugins: {
                                title: {
                                    display: true,
                                    text: 'File Types Changed',
                                    font: {
                                        size: 16
                                    },
                                    padding: {
                                        bottom: 30
                                    }
                                },
                                legend: {
                                    position: 'right'
                                }
                            }
                        }
                    });
                }
                
                // Update charts based on user selections
                function updateCommitChart() {
                    const chartType = document.getElementById('chartType').value;
                    const timeRange = document.getElementById('timeRange').value;
                    
                    // Filter data by time range
                    let filteredLabels = [...labels];
                    let filteredData = [...data];
                    
                    if (timeRange !== 'all') {
                        const cutoffIndex = timeRange === 'year' ? 
                            Math.max(0, filteredLabels.length - 12) : 
                            Math.max(0, filteredLabels.length - 6);
                            
                        filteredLabels = filteredLabels.slice(cutoffIndex);
                        filteredData = filteredData.slice(cutoffIndex);
                    }
                    
                    // Update chart
                    commitChart.data.labels = filteredLabels;
                    commitChart.data.datasets[0].data = filteredData;
                    commitChart.config.type = chartType;
                    commitChart.update();
                }
                
                function updateAuthorChart() {
                    const chartType = document.getElementById('authorChartType').value;
                    const timeRange = document.getElementById('authorTimeRange').value;
                    
                    // Filter data by time range
                    let filteredLabels = [...labels];
                    
                    if (timeRange !== 'all') {
                        const cutoffIndex = timeRange === 'year' ? 
                            Math.max(0, filteredLabels.length - 12) : 
                            Math.max(0, filteredLabels.length - 6);
                            
                        filteredLabels = filteredLabels.slice(cutoffIndex);
                    }
                    
                    // Update datasets to filtered range
                    const datasets = JSON.parse(JSON.stringify(AUTHOR_DATASETS));
                    if (timeRange !== 'all') {
                        const cutoffIndex = timeRange === 'year' ? 
                            Math.max(0, labels.length - 12) : 
                            Math.max(0, labels.length - 6);
                            
                        datasets.forEach(dataset => {
                            dataset.data = dataset.data.slice(cutoffIndex);
                        });
                    }
                    
                    // Update chart type
                    const isStacked = chartType === 'stacked';
                    
                    if (isStacked) {
                        authorChart.config.type = 'bar';
                        datasets.forEach(dataset => {
                            dataset.stack = 'Stack 0';
                        });
                    } else {
                        authorChart.config.type = 'line';
                        datasets.forEach(dataset => {
                            delete dataset.stack;
                        });
                    }
                    
                    authorChart.options.scales.y.stacked = isStacked;
                    authorChart.options.scales.x.stacked = isStacked;
                    
                    // Update chart
                    authorChart.data.labels = filteredLabels;
                    authorChart.data.datasets = datasets;
                    authorChart.update();
                }
                
                function updateFileTypeChart() {
                    const chartType = document.getElementById('fileTypeChartType').value;
                    
                    // Calculate totals by file type
                    const fileTypes = Object.keys(fileTypeData);
                    const fileTypeTotals = fileTypes.map(type => {
                        return Object.values(fileTypeData[type]).reduce((sum, val) => sum + val, 0);
                    });
                    
                    // Generate colors for file types
                    const fileTypeColors = [
                        '#3498db', '#e74c3c', '#2ecc71', '#f39c12', '#9b59b6', 
                        '#1abc9c', '#d35400', '#34495e', '#16a085', '#c0392b',
                        '#7f8c8d', '#27ae60', '#2980b9', '#8e44ad', '#c0392b',
                        '#bdc3c7', '#2c3e50', '#16a085', '#d35400', '#7f8c8d'
                    ];
                    
                    // Update chart type
                    fileTypeChart.config.type = chartType;
                    
                    if (chartType === 'doughnut') {
                        fileTypeChart.options.scales = {};
                        fileTypeChart.options.plugins.legend.position = 'right';
                    } else {
                        fileTypeChart.options.scales = {
                            y: {
                                beginAtZero: true,
                                title: {
                                    display: true,
                                    text: 'Changes'
                                }
                            },
                            x: {
                                title: {
                                    display: true,
                                    text: 'File Type'
                                }
                            }
                        };
                        fileTypeChart.options.plugins.legend.position = 'top';
                    }
                    
                    // Update chart
                    fileTypeChart.data.labels = fileTypes;
                    fileTypeChart.data.datasets = [{
                        data: fileTypeTotals,
                        backgroundColor: fileTypes.map((_, i) => fileTypeColors[i % fileTypeColors.length]),
                        borderWidth: 1
                    }];
                    fileTypeChart.update();
                }
                
                function updateAuthorTable() {
                    const tableBody = document.getElementById('authorTableBody');
                    tableBody.innerHTML = '';
                    
                    // Calculate total commits
                    const total = Object.values(authorData).reduce((sum, monthData) => {
                        return sum + Object.values(monthData).reduce((s, v) => s + v, 0);
                    }, 0);
                    
                    // Calculate first and last commit month for each author
                    const authorInfo = {};
                    Object.keys(authorData).forEach(author => {
                        const months = Object.keys(authorData[author]).filter(month => authorData[author][month] > 0);
                        months.sort();
                        
                        const commitCount = Object.values(authorData[author]).reduce((sum, count) => sum + count, 0);
                        const percentage = ((commitCount / total) * 100).toFixed(1);
                        
                        authorInfo[author] = {
                            commits: commitCount,
                            percentage: percentage,
                            firstCommit: months[0] || 'N/A',
                            lastCommit: months[months.length - 1] || 'N/A'
                        };
                    });
                    
                    // Sort by commit count
                    const sortedAuthors = Object.keys(authorInfo).sort((a, b) => 
                        authorInfo[b].commits - authorInfo[a].commits
                    );
                    
                    // Generate colors for authors
                    const authorColors = [
                        '#3498db', '#e74c3c', '#2ecc71', '#f39c12', '#9b59b6', 
                        '#1abc9c', '#d35400', '#34495e', '#16a085', '#c0392b'
                    ];
                    
                    // Build table rows
                    sortedAuthors.forEach((author, i) => {
                        const info = authorInfo[author];
                        const row = document.createElement('tr');
                        
                        const colorDot = document.createElement('span');
                        colorDot.className = 'color-dot';
                        colorDot.style.backgroundColor = authorColors[i % authorColors.length];
                        
                        const authorCell = document.createElement('td');
                        authorCell.appendChild(colorDot);
                        authorCell.appendChild(document.createTextNode(author));
                        
                        row.appendChild(authorCell);
                        row.appendChild(createCell(info.commits));
                        row.appendChild(createCell(info.percentage + '%'));
                        row.appendChild(createCell(info.firstCommit));
                        row.appendChild(createCell(info.lastCommit));
                        
                        tableBody.appendChild(row);
                    });
                }
                
                function updateFileTypeTable() {
                    const tableBody = document.getElementById('fileTypeTableBody');
                    tableBody.innerHTML = '';
                    
                    // Calculate totals by file type
                    const fileTypeInfo = {};
                    let totalChanges = 0;
                    
                    Object.keys(fileTypeData).forEach(fileType => {
                        const changes = Object.values(fileTypeData[fileType]).reduce((sum, count) => sum + count, 0);
                        fileTypeInfo[fileType] = { changes };
                        totalChanges += changes;
                    });
                    
                    // Calculate percentages
                    Object.keys(fileTypeInfo).forEach(fileType => {
                        fileTypeInfo[fileType].percentage = ((fileTypeInfo[fileType].changes / totalChanges) * 100).toFixed(1);
                    });
                    
                    // Sort by changes
                    const sortedFileTypes = Object.keys(fileTypeInfo).sort((a, b) => 
                        fileTypeInfo[b].changes - fileTypeInfo[a].changes
                    );
                    
                    // Generate colors for file types
                    const fileTypeColors = [
                        '#3498db', '#e74c3c', '#2ecc71', '#f39c12', '#9b59b6', 
                        '#1abc9c', '#d35400', '#34495e', '#16a085', '#c0392b'
                    ];
                    
                    // Build table rows
                    sortedFileTypes.forEach((fileType, i) => {
                        const info = fileTypeInfo[fileType];
                        const row = document.createElement('tr');
                        
                        const colorDot = document.createElement('span');
                        colorDot.className = 'color-dot';
                        colorDot.style.backgroundColor = fileTypeColors[i % fileTypeColors.length];
                        
                        const fileTypeCell = document.createElement('td');
                        fileTypeCell.appendChild(colorDot);
                        fileTypeCell.appendChild(document.createTextNode(fileType || 'No extension'));
                        
                        row.appendChild(fileTypeCell);
                        row.appendChild(createCell(info.changes));
                        row.appendChild(createCell(info.percentage + '%'));
                        
                        tableBody.appendChild(row);
                    });
                }
                
                function createCell(text) {
                    const cell = document.createElement('td');
                    cell.textContent = text;
                    return cell;
                }
                
                // Handle control events
                document.getElementById('chartType').addEventListener('change', updateCommitChart);
                document.getElementById('timeRange').addEventListener('change', updateCommitChart);
                document.getElementById('authorChartType').addEventListener('change', updateAuthorChart);
                document.getElementById('authorTimeRange').addEventListener('change', updateAuthorChart);
                document.getElementById('fileTypeChartType').addEventListener('change', updateFileTypeChart);
                
                // Download CSV functionality
                document.getElementById('downloadData').addEventListener('click', function() {
                    // Build CSV content
                    let csvContent = "Month,Commits\\n";
                    labels.forEach((month, i) => {
                        csvContent += `${month},${data[i]}\\n`;
                    });
                    
                    // Create download link
                    const encodedUri = "data:text/csv;charset=utf-8," + encodeURIComponent(csvContent);
                    const link = document.createElement("a");
                    link.setAttribute("href", encodedUri);
                    link.setAttribute("download", "commit_activity.csv");
                    document.body.appendChild(link);
                    link.click();
                    document.body.removeChild(link);
                });
                
                // Initialize charts on load
                window.addEventListener('load', function() {
                    initCharts();
                    updateAuthorTable();
                    updateFileTypeTable();
                });
            </script>
        </body>
        </html>
        """

        # Replace placeholders with actual data
        labels_json = json.dumps([d[0] for d in sorted_data])
        data_json = json.dumps([d[1] for d in sorted_data])
        
        # Author data for chart
        author_data_json = json.dumps(author_data)
        author_datasets_json = json.dumps(author_datasets)
        
        # File type data for chart
        file_type_data_json = json.dumps(file_type_data)

        html = html.replace('CHART_LABELS', labels_json)
        html = html.replace('CHART_DATA', data_json)
        html = html.replace('AUTHOR_DATA', author_data_json)
        html = html.replace('AUTHOR_DATASETS', author_datasets_json)
        html = html.replace('FILE_TYPE_DATA', file_type_data_json)

        # Save to file
        with open(output_path, 'w', encoding='utf-8') as f:
            f.write(html)

        return output_path

    def create_code_change_heatmap(self, commits: List[Dict], output_path: str = "code_changes.html") -> str:
        """
        Create an enhanced heatmap showing which files are changed most frequently

        Args:
            commits: List of commit data
            output_path: Path to save the HTML visualization

        Returns:
            Path to the saved HTML file
        """
        # Count file modifications
        file_changes = Counter()
        file_authors = defaultdict(Counter)
        file_dates = defaultdict(list)
        
        for commit in commits:
            author = commit.get('author', 'Unknown')
            date = commit.get('date')
            
            for file_data in commit.get('files', []):
                filename = file_data.get('filename', '')
                if filename:
                    file_changes[filename] += 1
                    file_authors[filename][author] += 1
                    if date:
                        file_dates[filename].append(date)