Dog Traits vs Bites
Data Science
EDA
exploring the relationship between various dog traits and the number of reported bites.
EDA: Dog Traits vs Bites
This repository contains an Exploratory Data Analysis (EDA) exploring the relationship between various dog traits and the number of reported bites. The analysis is available in the Jupyter Notebook: dog traits vs bites.ipynb.
Research Insights
A counter-intuitive discovery from this research is the relationship between perceived danger and actual bite frequency:
- Perception vs. Reality: Breeds that are commonly considered to be more “dangerous” actually tend to bite less frequently.
- The “Friendly” Factor: Surprisingly, dog breeds associated with positive traits such as being confident, trainable, and friendly are the ones that account for the highest number of reported bites.
Key Findings & Visualizations
Top 3 Dog Traits with Most Bites
Top 3 Dog Traits with The Least Bites
Top 3 Most Dangerous Traits
- Confident
- Friendly
- Trainable
Top 3 Most Safe Traits
- Gentle
- Social
- Athletic
