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Visualizing Regression Models with Seaborn

Using visualization to understand the relationship between two variables

Gustavo R Santos
TDS Archive
Published in
7 min readDec 2, 2024

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Image generated by AI. Gemini 3 — https://gemini.google.com/ | 2024. Stats on the screen

Introduction

I am a visual guy.

I interpret the world around me relying more on images than in any other sense or format. I know people who prefer reading, while others deal better with audio. And that’s ok. That’s what makes us different and interesting.

The point here is that it reflects in my way of interpreting data at work as well. I will go for data visualization whenever I can, preferring it over tables or text. So I keep seaborn always at hand.

Seaborn is a visualization library with strong statistical features. To confirm such a statement, just look at the library’s plots. They bring confidence intervals and regression lines integrated with the graphics.

In this post, we will look at Seaborn’s ability to visualize regression lines between two variables, helping us to better understand the relationship between them.

Come explore with me.

Data Viz

Data Visualization, or simply Data Viz for shorter, is the art of showing data in the form of graphics. This way, we are exploring variable relationships and getting the best insights…

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TDS Archive
TDS Archive

Published in TDS Archive

An archive of data science, data analytics, data engineering, machine learning, and artificial intelligence writing from the former Towards Data Science Medium publication.

Gustavo R Santos
Gustavo R Santos

Written by Gustavo R Santos

Data Scientist | I solve business challenges through the power of data. | Visit my site: https://gustavorsantos.me

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