Seaborn ecdfplot | What is an ECDF plot? And how to code an ECDF plot in Python seaborn
Kimberly Fessel
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Welcome to my channel! This channel features videos about Python, data visualizations packages, and visual explanations of plots and metrics. You can watch my full "Introduction to Seaborn" playlist, check out some specific Matplotlib tips, learn about Pandas, or see other visual interpretations of data concepts. To see more from some of my favorite learning resources, check out my Amazon storefront: https://www.amazon.com/shop/kimberlyfessel And if you have found my videos and code useful and you are in a position to do so, please consider buying me a cup of coffee: https://www.buymeacoffee.com/kimberlyfessel Your support signals the importance of this channel and helps encourage me to make more content -- THANK YOU! My company, Dr Kim Data, specializes in data handling, machine learning, and data education. Feel free to contact me by email with business opportunities. Thanks for stopping by and let me know what type of content you would like to see next -- cheers!
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Video Description
Learn about the ECDF plot, a new distribution plot in Python seaborn. We begin answering, "What is an ecdfplot?" and seeing an animated illustration explanation of the ecdf plot, which stands for empirical cumulative distribution function. We then talk about the advantages of using an ecdfplot instead of other distribution plots like histograms or KDE plots along with a few disadvantages. Next, I demonstrate the basics of the seaborn ecdfplot code. I also show you a few additional options like using the ecdfplot hue to represent multiple seaborn distribution plots on your figure. You'll also see how you can switch to raw counts instead of proportions on your ecdfplot. I also show you how to combine seaborn ecdfplot count with complementary to rank your observations. And you can also learn how to use seaborn ecdf plot weights to weight some some observations more heavily than others. Finally, we take a look at some styling for the Python seaborn ecdfplot including updating the palette, changing the line width, and updating the legend. 0:00 What is an ecdfplot? 0:38 Animated Explanation 2:49 ecdfplot Advantages and Disadvantages 3:35 ecdfplot Code Basics 7:48 Additional Options: hue 9:55 count and complementary 11:19 ecdf plot weights 12:48 Styling 15:23 BLOOPERS!! Github CODE: https://github.com/kimfetti/Videos/blob/master/Seaborn/24_ecdfplot.ipynb Related VIDEOS: Seaborn histplot -- https://youtu.be/Bjz00ygERxY Seaborn KDEplot -- https://youtu.be/DCgPRaIDYXA Seaborn displot -- https://youtu.be/4DA_dgc521o Full Intro to Seaborn PLAYLIST -- https://www.youtube.com/playlist?list=PLtPIclEQf-3cG31dxSMZ8KTcDG7zYng1j #seaborn #dataviz
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