Temporal Analysis of Violations

A valuable perspective for examining the dataset involves conducting a temporal analysis of the recorded violations. This entails investigating how the frequency and characteristics of violations evolve over time. Grouping the data by inspection dates allows for the identification of trends in both compliance and non-compliance. For instance, one could explore whether certain types of violations are more prevalent during specific months or seasons. Additionally, delving into the time intervals between consecutive inspections for each establishment offers insights into the efficacy of corrective actions implemented by businesses. Visual tools such as line charts or heatmaps can effectively illustrate temporal patterns in violation occurrences.