Earlier, I computed frequency counts for categorical variables such as “threat_type,” “armed_with,” “was_mental_illness_related,” and “flee status.” Today, I extended my exploration to delve into the gender distribution within the dataset. Although males are more commonly involved, incidents with female victims are also noteworthy in number. Additionally, I discovered supplementary data on the Washington Post site, and I intend to incorporate it for further temporal analysis.