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I Built a Financial Analysis Dashboard with Claude Code in Real-Time | Python + Dash + Plotly

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Nov 18, 2025
26:31

🎯 Watch me build a complete financial analysis dashboard from scratch with AI assistance! In this live coding session, I work with Claude (Anthropic's AI) to create a professional web-based dashboard that analyzes 350,000+ government financial transactions from Oklahoma's FY25 Q4 ledger data. πŸ“Š WHAT WE BUILT: β€’ Interactive web dashboard using Python, Dash, and Plotly β€’ Automated outlier detection with 4 different methods β€’ Real-time data visualization with agency filtering β€’ Statistical analysis engine processing 141MB CSV files β€’ Professional UI with drag-and-drop file upload πŸ” KEY FEATURES: βœ“ Statistical Overview (transactions, amounts, distributions) βœ“ Automated Outlier Detection: - Z-Score Analysis (over 3 standard deviations) - Rare High-Value Account Detection - Round Number Pattern Recognition - Zero-Dollar Transaction Identification βœ“ Interactive Visualizations: - Top Accounts & Funds Analysis - Time-Series Trends - Agency Breakdown - Transaction Distribution βœ“ Dynamic Filtering by Agency πŸ’» TECH STACK: β€’ Python 3.13 β€’ Dash (web framework) β€’ Plotly (visualizations) β€’ Pandas (data processing) β€’ Bootstrap (UI styling) πŸ“ˆ REAL RESULTS: β€’ Analyzed 356,845 transactions β€’ Identified 537 statistical outliers β€’ Detected transactions ranging from -$1.49 billion to +$1.46 billion β€’ Found 13,432 zero-dollar transactions β€’ Uncovered rare accounts with high values

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I Built a Financial Analysis Dashboard with Claude Code in Real-Time | Python + Dash + Plotly | NatokHD