Data Visualization

Blog of the Data Visualization & Communication Course at OSB-AUB

This is my favorite part about analytics: Taking boring flat data and bringing it to life through visualization” John Tukey

City Echoes: Decoding Chicago’s Crime Patterns for a Safer Beirut Tomorrow

by | Nov 26, 2023 | Uncategorized | 2 comments

Exposing Beirut’s Struggle with Insight from Chicago’s Urban Symphony

In the once-vibrant areas of Beirut, a city facing economic crisis, a quiet upsurge in crime, especially theft and robbery, casts a shadow. The challenge increases when important crime data is still confidentail, making it more difficult to understand the complex criminal environment in the city. Unflinching in the face of difficulty, our investigation draws inspiration from Chicago’s urban environment and aims to uncover the hidden strands that may lead to crime hotspots and relevant individuals in question. The study turns into a ray of hope, a data-driven compass pointing the path toward strengthening public safety in the face of Beirut’s difficulties.

Cracking the Nuanced Web of Beirut’s Increasing Crime Rates

As we delve deeper into our investigation of Beirut’s urban dynamics, the rise in crime rates becomes an interesting illustration of the city’s intricate issues. The social and economic fabric has been scarred by the turbulent aftermath of the Beirut port explosion and the widespread effects of COVID-19, which created opportunities for crime. The ongoing economic crisis, made worse by inflation and financial stress, drives people to extreme lengths. When there is political turmoil, those who take advantage of the situation and avoid responsibility exploit the confusion.

Connecting Chicago and Beirut through Shared Data Approaches to Reduce Crime

A promising possibility for the implementation of a comparable crime reduction plan is revealed by drawing comparisons between Chicago and Beirut. The Chicago Police and the Lebanese Internal Security Forces (ISF) possess similar datasets regarding crimes. The common data elements set the stage for replicating Chicago’s effective strategy in Beirut, including crime locations, kinds, and the critical differentiation between domestic and non-domestic occurrences.

Here’s to a Safer City

A strategic beacon appeals in the maze of urban issues, where the conflict of rising crime is increasingly complemented by the rhythm of city life. Imagine this: smart use of resources, keen observation of trends, and cooperative interaction with regional authorities. These are the cornerstones of our practical strategy to strengthen public safety:

– Allocating Resources in Hotspot Regions: Determine high-crime areas and use resources like police stations and security cameras strategically.
– Identification of Patterns: Find recurrent crime trends and stay alert of problems near certain hotspots, such as banks and jewelry stores.
– Follow daily and seasonal trends: Assign more officers on duty when crime is at its highest.
– Monitoring and Assessing Performance: Monitor crime rates both in terms of time and location. Perform analysis based on category and use unit performance as a benchmark for efficient research strategies.
Through the perceptive eye of data visualization, all the suggested strategies may be indicated and easily applied, providing a thorough and dynamic perspective on the dynamics of urban crime.


  1. Extremely insightful and outstanding presentation!

  2. The way you linked the 2 cities is very interesting


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