Temporal Analysis of Violations
A valuable perspective in examining the data set is the temporal analysis of recorded violations. To do this, it is necessary to study how the frequency and characteristics of violations change over time. Grouping the data by inspection dates allows trends in both compliance and non-compliance to be identified. For example, you can investigate whether certain types of violations occur more often in certain months or seasons. In addition, delving into the time intervals between successive inspections of each site provides insight into the effectiveness of corrective actions implemented by companies. Visual tools such as line charts or heat maps can effectively illustrate temporal patterns in violations.