Parking Violation Risk Reporting and Analysis

The analysis highlights street cleaning violations as the most frequent issue (24,811 tickets), while Precinct 19 sees the highest number of tickets in Manhattan. Insights reveal weekday mornings as high-risk times, and Broadway as the street with the most tickets (8,349). Logistic regression faces class imbalance, while Random Forest achieves 72% accuracy, with the street cleaning model excelling at 89%. Key recommendations include using SMOTE, adding external data (weather/holidays), and...