Parking Violation Risk Reporting and Analysis

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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...