Today, I commenced work on the project report by consolidating all the analyses conducted this far on the dataset. The following aspects were addressed during the analysis:
- Visualized the distribution of victims’ age, race, and gender.
- Identified the top regions with the highest number of incidents.
- Determined the top agencies associated with the highest number of incidents.
- Explored the distribution of arms in fatal police shootings.
- Examined the average age by race.
- Provided frequency counts and percentages for various variables, including ‘threat_type,’ ‘flee_status,’ ‘armed_with,’ ‘race,’ and ‘was_mental_illness_related.’
- Conducted a temporal analysis to understand if the number of incidents increases or decreases over time.
- Utilized clustering to map incidents geographically.
- Investigated the correlation between age and armed status.
- Explored the distribution of weapons across different age groups.
- Performed logistic regression for predicting flee status.
I also had meeting with my group members to discuss the results of our findings