Analyzing Crime Rates in Kansas, USA Using Machine Learning
Challenge Background
The project aims to analyze crime rates in the state of Kansas, with the goal of identifying the most common crime areas in the state. The analysis will help people to avoid living in those areas, and the state can reinforce laws to tackle the problems. Kansas has a population of approximately 2.9 million people and is known for its agriculture, aviation, and energy production. However, like any other state, Kansas has its share of crime problems, which include property crimes such as theft, burglary, and motor vehicle theft, and domestic crimes too.
The Problem
The project will use publicly available data from various sources such as the Kansas Bureau of Investigation, the Federal Bureau of Investigation, and other sources to analyze crime trends in the state. The analysis will include factors such as location, time, and type of crime to identify hotspots and patterns of criminal activity. The project will also examine the effectiveness of existing laws and enforcement strategies in tackling crime in the state. The insights gained from this analysis will be used to develop recommendations to improve crime prevention and law enforcement efforts in Kansas. Ultimately, the goal of the project is to help reduce crime rates in the state and improve the safety and well-being of its residents.
Goal of the Project
- Data collection on crime rate for the state of Kansas(may require web scraping).
- Data pre-processing.
- Exploratory data analysis.
- Streamlit- web app development to present the insights.
Project Timeline
Research work and data collection
Data pre-processing
Data analysis
Development of Streamlit web app to present insights
Combine every collaborators findings and develop a final streamlit web app
What you'll learn
Data analysis, teamwork, data pre-processing, Streamlit, Python
First Omdena Local Chapter Project?
Beginner-friendly, but also welcomes experts
Education-focused
Duration: 4 to 8 weeks
Open-source
Your Benefits
Address a significant real-world problem with your skills
Build your project portfolio
Access paid projects (as an Omdena Top Talent)
Get hired at top organizations
Requirements
Good English
Suitable for AI/ Data Science beginners but also more senior collaborators
Learning mindset
Application Form
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