How I won a Kaggle Prize with ggplot2

data-science
python
visualization
how I won a Kaggle prize with ggplot2
Author

Muhammad Chenariyan Nakhaee

Published

November 15, 2025

This is the story of how I won a Kaggle prize in a competition 3 years ago using ggplot2. I’m writing about this story for the first because I think I want to share it how data visualization and ggplot2 helped me tremendously in my storytelling

3 years ago I particiapted in the Kaggle Survey 2022 ( which unfortunetly became the last edition of this comptettion)

Since I was a kid I was into fantasy books although due my increasing age I cannot say it’s true anymore. So, I thought what if the data science roles would be a a role in a fantasy world like the world of the Lord of the Rings where different people with differnt backgrounds and skills went on the same mission. But I still needed to incorporate that into my analysis so my visualizations convey the fantasy narrative that I had in mind.

Then I also took

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