I Built a Financial Analysis Dashboard with Claude Code in Real-Time | Python + Dash + Plotly
π― 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. π 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 π KEY FEATURES: β Statistical Overview (transactions, amounts, distributions) β Automated Outlier Detection: - Z-Score Analysis (over 3 standard deviations) - Rare High-Value Account Detection - Round Number Pattern Recognition - Zero-Dollar Transaction Identification β Interactive Visualizations: - Top Accounts & Funds Analysis - Time-Series Trends - Agency Breakdown - Transaction Distribution β Dynamic Filtering by Agency π» TECH STACK: β’ Python 3.13 β’ Dash (web framework) β’ Plotly (visualizations) β’ Pandas (data processing) β’ Bootstrap (UI styling) π 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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