""" Visualization AI - AI-driven visualization selection and recommendations """ from typing import Dict, List class VisualizationAI: """Recommend visualizations based on content analysis.""" def recommend_visualizations(self, text: str) -> Dict[str, List[str]]: """Recommend visualization types based on content.""" recommendations = {"charts": [], "tables": [], "diagrams": []} text_lower = text.lower() # Detect chart opportunities if any(word in text_lower for word in ["compare", "comparison", "different"]): recommendations["charts"].append("bar chart") if any(word in text_lower for word in ["trend", "increase", "decrease", "growth"]): recommendations["charts"].append("line chart") if any(word in text_lower for word in ["proportion", "percentage", "part of", "composition"]): recommendations["charts"].append("pie chart") if any(word in text_lower for word in ["correlation", "relationship", "distributed"]): recommendations["charts"].append("scatter plot") # Detect table opportunities if any(word in text_lower for word in ["list", "summary", "data", "table", "statistics"]): recommendations["tables"].append("summary table") if any(word in text_lower for word in ["compare", "comparison"]): recommendations["tables"].append("comparison table") # Detect diagram opportunities if any(word in text_lower for word in ["process", "step", "workflow", "procedure"]): recommendations["diagrams"].append("flowchart") if any(word in text_lower for word in ["hierarchy", "organization", "structure", "levels"]): recommendations["diagrams"].append("hierarchy diagram") return recommendations