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Crime in the
USA
Agenda
Overview
“WITH ALL THE OPPORTUNITIES FOR A BETTER
LIFE IN THE US COMES THE QUESTION OF
SAFETY”
Data
FBI CRIME DATA EXPLORER
Tidy Data
STEPS:
STEPS:
Exploratory
analysis
THE MOST DANGEROUS STATES
THE MOST DANGEROUS STATES
SAFE STATES
CRIME MAP
CRIME AGAINST PERSON
CRIME AGAINST PERSON
CRIME AGAINST PROPERTY
CRIME AGAINST SOCIETY
CODE EXAMPLE
THE MOST COMMON CRIME
Difficulties
ISSUE/SOLUTION:
Conclusion
• 2020/2021 years, situation changed drastically. Plots for 2020/2021 were
totally different
• Dangerous: New Mexico, Arkansas, North Dakota (society crime), Colorado,
Nevada
• Safe: East Coast (New Jersey, Vermont, etc)
• The crime is mostly related to not deadly type
• New tools: openxlsx, plot_ly, ggthemes, kable
• We should look further at the data for 2018, 2019, 2022 together with
Resources
https://www.moovaz.com/blog/ho
w-safe-is-the-us-2/
https://crime-data-
explorer.app.cloud.gov/#
https://osf.io/zyaqn/
https://plotly.com/r/

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Dubovskaia Daria Final Presentation.pptx