This project provides a comprehensive analysis of crime patterns in Los Angeles based on LAPD's crime dataset spanning 2020 to 2022.
The primary objective of this analysis is to uncover trends and patterns in crime data, which can aid the LAPD in decision-making, resource allocation, and strategic planning.
The dataset comprises several attributes, including date of occurrence, area, crime type, victim details, and more. More details here.
- Peak crime times are Fridays and late evenings (6 PM-12 AM).
- The Central area emerges as a significant hotspot for crimes.
- Residential zones witness high incidences of identity thefts and intimate partner assaults.
- Handguns and firearms are predominantly used in violent crimes.
See detailed analysis and visualizations here.
- Python
- Pandas
- Matplotlib
- Scikit-learn
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