Body Measurements and Fat Percentage 06-10-2025 11:59 AM

[hmahmudi1]

This is a small project using a classic body composition dataset of 252 men from kaggle (https://www.kaggle.com/datasets/fedesoriano/body-fat-prediction-dataset) . The goal was to explore the relationships between various body measurements (like age, chest size, and weight) and body fat percentage.

Using Python and Power BI, I created:

1. Two correlation heatmaps (Power BI matrix, python) to spot strong relationships
2. A dynamic scatter plot to compare any two variables

💡 One interesting insight: Body density and body fat are strongly (and inversely) related — as density increases, body fat decreases, and vice versa.

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[Oded-Dror]

Hi there,

Nice work, I did the scatter plot almost dynamic except the correlation function I've try with VAR but no success, how to you did the dynamic strength os association 
one trick I did I created correlation matrix in excel (also this one I could not create on the fly.

Also the anomally formating?

Thanks,

Thankd

[Oded-Dror]

I figure it out by unpivot the bodyfat table Thanks again