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Uncovering the Roots of Traffic Crashes: An In-Depth Analysis of NYC Borough Data

  • Writer: bisiodu01
    bisiodu01
  • Dec 9, 2024
  • 2 min read

Traffic crashes pose a serious challenge in urban areas, particularly in New York City (NYC). The city's dense population and intricate road systems make it necessary to understand the causes of these incidents. In this blog post, we will explore traffic collision data from NYC’s boroughs, using data visualization techniques like graphs and point direction analysis to highlight important trends and insights.


By examining the data closely, I aim to uncover contributing factors to traffic crashes and suggest insights that can lead to better safety measures throughout the boroughs.



Understanding Traffic Crash Data


Before analyzing the data, it’s important to grasp what information is included in the dataset. The data typically consists of several key variables: the time and location of crashes, weather conditions, and types of vehicles involved.



For instance, in 2022, NYC recorded over 27,000 traffic crashes, with a significant number occurring in high-traffic areas such as Times Square and downtown Brooklyn. Understanding these patterns lays the groundwork for finding solutions to improve road safety.


Time Series Analysis of Traffic Crashes


Time series analysis is a powerful way to study traffic crash data. By looking at crash occurrences over time, we can identify specific trends and patterns throughout the year.


This timing knowledge can empower policymakers, allowing them to target traffic enforcement and safety initiatives when they are most needed, potentially saving lives.


Geographic Distribution of Crashes


The geographic mapping of traffic crashes across NYC boroughs provides critical insights into urban safety. Identifying which areas experience the highest numbers of crashes can guide effective interventions.


For instance, Brooklyn, with its high population density and heavy vehicle traffic, reported the most crash incidents, in contrast, Staten Island had fewer than 1,500 crashes, but its road infrastructure still posed challenges, particularly due to its reliance on suburban roads.


Factors Contributing to Crashes


Several factors contribute to traffic crashes, and their effects vary across the boroughs. Some of the most notable causes include:


Monthly Collision Frequencies by Borough

Top 10 Vehicle Types Involved in Crashes

Frequency of Crash Types

Highest Crash Average Time


Geospatial Analysis


Change Point Detection

Further Analysis: Influence of Driver vs Vehicle Condition on Crash Severity


 
 
 

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