California has the highest number of fatal police shootings when compared to all the other states, as indicated by the graph displayed above. The graph also reveals the specific order in which the top 10 states with the most fatal police shootings are ranked.
Gender Disparity in Fatal Police Shootings
The data visualization vividly illustrates a gender gap in fatal police shootings, with a higher likelihood of men being shot by law enforcement compared to women.
Age Disparities in Fatal Police Shootings: The Impact on Those Aged 25 to 35
Our analysis revealed that individuals across a wide range of age groups, spanning from children to older adults, were tragically affected by fatal police shootings. However, a striking concentration of these incidents occurred within the age bracket of 25 to 35 years. This pattern indicates that individuals within this specific age group bear a disproportionate burden of the violence resulting from interactions with law enforcement.
Methodology
For our analysis, we relied on the Washington Post Police Shootings Database, which offers a comprehensive dataset covering police shootings in the United States from 2015 to 2023. To ensure the integrity of our analysis, we took steps to address missing age values. In such cases, we thoughtfully replaced missing age data with the available age information to maintain the dataset’s completeness.
Additionally, we meticulously managed NaN (Not-a-Number) and null values across all other columns within the dataset. This process involved careful handling and appropriate treatment of these missing values to ensure the reliability of the data used for plotting and subsequent analysis.
By taking these measures, we aimed to ensure that our analysis is based on a robust and complete dataset, allowing us to draw meaningful insights and generate accurate visual representations from the Washington Post Police Shootings Database
MATH 522 project 2
This report provides a comprehensive analysis of demographic factors in police shootings using data from the Washington Post Police Shootings Database. Our main goal is to better understand age distribution, race, mental illness, gender, and other relevant factors related to police violence.
Age Distribution: We examine age distribution to identify trends and disparities, shedding light on police violence prevalence across different age groups.
Mental Illness as a Condition: We explore the prevalence of mental illness, emphasizing the role of mental health and the need for appropriate interventions and support.
Gender: We analyze gender disparities to contribute to discussions about gender-related aspects of police violence.
Other Factors: We consider additional dataset factors like location and time of day to gain insights into the circumstances of these incidents.
This report is a valuable resource for policymakers, law enforcement, and advocacy groups working toward criminal justice reform. Our data-driven insights aim to inform evidence-based decision-making and address issues related to police shootings.