UPI Transaction Data Visualization 📊

This Jupyter Notebook project explores and visualizes UPI (Unified Payments Interface) transaction data to uncover insights related to transaction types, user behavior, merchant categories, fraud patterns, and more.

---

📁 Dataset

• A cleaned dataset is included in the repository:
  🔗 Download Dataset

• It contains fields such as:

  • Transaction type
  • Sender age group, device type, and bank
  • Merchant category
  • Transaction status
  • Fraud indicator
  • Date and time information

---

📊 Visualizations Included

• ✅ Treemaps showing merchant category-wise transaction amounts
• ✅ Bar plots analyzing:
  • Transaction types across age groups
  • Fraud counts by device type
  • Success vs failure by network and bank
• ✅ Heatmaps visualizing:
  • Hourly trends by day of week
  • Merchant category activity over hours
• ✅ Pie chart displaying transaction type proportions

🖼️ Sample Visualizations:

---

🚀 How to Run

1. Clone the repository:

   git clone https://github.com/yourusername/upi-transaction-visualization.git
   cd upi-transaction-visualization
   

2. Open in Jupyter Notebook
3. Run all the commands