UPI Transaction Analysis
UPI Payments EDA — 15,000+ Transactions
In-depth exploratory analysis of 15,000+ UPI transactions revealing payment patterns, failure reasons, popular app usage, transaction type distribution, merchant category trends, and time-based activity. Key findings: 85%+ success rate, insufficient balance is the top failure reason, evenings are peak hours, and P2P is the most common transaction type.
Key features & capabilities.
Transaction status breakdown: success, failure, and pending rates
Failure reason analysis — insufficient balance is the leading cause
UPI app popularity and app-level success rate comparison
Hourly transaction volume heatmap — 6–9 PM peak period identified
Top merchant categories: Food and Shopping dominate
City-level transaction volume ranking
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