My second approach to analysis of that data is:
Temporal Analysis of Violations
Another insightful approach to analyzing the dataset is to conduct a temporal analysis of the recorded violations. This involves exploring how the frequency and nature of violations change over time. By grouping the data based on inspection dates, trends in compliance and non-compliance can be identified. For example, one could investigate whether there are specific months or seasons when certain types of violations are more prevalent. Additionally, examining the time lapse between consecutive inspections for each establishment can provide insights into the effectiveness of corrective actions taken by businesses. Utilizing line charts or heatmaps can be effective in visualizing temporal patterns in violation occurrences.
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