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Category: Visualization

Analyzing Snowflake Costs

Published 2025-05-21 by Kevin Feasel

Kevin Wilkie watches a moth fly out of his wallet and wonders where all of the money went:

Last time, in Dashboard Dreams and Snowflake Schemes, we talked a little about showing how much Snowflake really costs in a dashboard internal to Snowflake itself instead of having to push it to PowerBi, Tableau, Looker, or a myriad of other tools.

This time, let’s take it a step further: instead of sticking with the basic bar charts or exploding pie charts, we’ll explore how to better highlight usage trends by adding a Rolling 7-Day Average to our visualizations. This helps us more easily spot patterns and anomalies within our warehouses.

Read on for a pair of queries and a neat chart.

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The Spurious Correlations R Package

Published 2025-05-19 by Kevin Feasel

Mauricio Vargas S. shows correlation:

spuriouscorrelations package started as a fun project for one of my tutorials.

Here is a case of an interesting correlation: the number of people who drowned by falling into a pool and the number of films Nicholas Cage appeared in.

Click through for examples and how to use the package. If you’re interested in more of these, Tyler Vigen’s website has plenty, and he even wrote a book. H/T R-Bloggers.

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Aesthetics and Usability as Complements

Published 2025-05-19 by Kevin Feasel

Elena Drakulevska explains that you can’t succeed without both:

There’s this UX law called the Aesthetic-Usability Effect. And it basically says:

People will lean more toward better-looking products—even if they’re not the best-performing ones.

Sounds wild, right? But it’s true. A gorgeous report might win hearts even if a more useful, but less attractive one, is sitting in the corner gathering dust.

And honestly? I agree… to a point.

Read on to see when it falls apart and why you can’t focus solely on one or the other. Utility curves are convex, after all.

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Visualizing SQL Agent Job History

Published 2025-05-14 by Kevin Feasel

Andy Levy wants a picture or at least a thousand words:

If you don’t have a monitoring suite watching SQL Agent, or you want to get a bigger picture view of when and how your Agent jobs are running, dbatools can help you shortcut getting this information. Get-DbaAgentJobHistory does exactly what its name suggests – it fetches the execution history for one or more Agent jobs on one or more SQL Server instances. Thing is…it can produce a lot of output if you’re not careful.

Read on to see how you can use this to generate a visual indicator of when your jobs are running and how they fare.

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Using Multiple Scales with ggplot2 and ggnewscale

Published 2025-05-12 by Kevin Feasel

Zhenguo Zhang resets the scale:

In one ggplot figure, normally you can only use one scale for each aesthetic mapping. For example, if you use scale_color_manual() to set the color scale for a layer, you cannot use another scale_color_manual() for another layer, or set the color scale more then once in the function aes(). However, you can use the new_scale_color() function from the ggnewscale package to add a new scale for the same aesthetic mapping in different layers.

In this post, I will showcase how to use the new_scale_color() function to add two different color scales in a ggplot figure. The first scale will be for a discrete variable (e.g., number of cylinders), and the second scale will be for a continuous variable (e.g., density level).

Click through for the code and a demonstration.

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Rounded Corners in Power BI

Published 2025-05-07 by Kevin Feasel

Elena Drakulevska breaks out the sandpaper:

I’ve been seeing all kinds of shapes in Power BI reports lately—and seems like there’s a lot of guesswork when it comes to rounded corners. Some people just throw in a number because it “feels modern”, others skip it altogether. But rounding shouldn’t be random.

Wondering what to do with your edges? Putting in a radius just because? Or maybe your designs still feel… too pointy?

Click through for some thoughts on rounding corners in Power BI, as well as how to do it.

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Adding Carousel Buttons in Power BI

Published 2025-05-05 by Kevin Feasel

Boniface Muchendu builds a carousel:

Power BI carousel buttons allow users to cycle through visuals, measures, or text within a single report space—making your dashboards more interactive and space-efficient. While Power BI doesn’t include a native carousel visual, this guide shows how to simulate the same functionality using button slicers and field parameters. We’ll walk through several practical use cases, including switching between KPIs, toggling dimensions, and displaying text content, all with built-in Power BI features.

Click through to see how they work. I’m not a big fan of doing this on a proper dashboard, given that any visuals you’ve hidden on the carousel are no longer glanceable, but it’s a neat aesthetic idea for highly interactive reports.

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Creating Error Bars in ggplot2

Published 2025-04-29 by Kevin Feasel

Zhenguo Zhang draws a chart:

Sometimes you may want to create a plot with the following features:

  • a point to indicate the mean of a group
  • error bars to indicate the standard deviation of the group
  • and each group may have subgroups, which are represented by different colors.

In this post, I will show you how to create such a plot using the ggplot2 package in R.

Read on for the demonstration, as well as fixing a common problem of overlapping data points. H/T R-Bloggers.

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Graphs are Not Always Necessary

Published 2025-04-24 by Kevin Feasel

Alex Velez drives home a point:

Our current #SWDchallenge has been on my mind. For those who don’t know, we pose a different monthly suggestion for community members to build their data visualization and presentation skills. It could be a prompt to try a novel graph type, redesign an existing example, or practice a specific technique like chart animation. This month, data storyteller Simon asked us to consider whether data always needs to be communicated in a graph. Simon shares, “When you have just a number or two, writing the numbers themselves can be much more powerful than burying them in a table or graph and potentially losing the impact of the main number you’re looking to share.”

This statement came to mind when I reviewed a chart over the weekend. The chart I’m referring to is a bar graph displaying the weekly weight measurements of my dog, Nemo.

Click through for Alex’s argument. My take on the matter is that the point of visualization is to convey relevant information to your audience. If you can do that with a single word or a single number, you don’t need to go further.

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Creating a Dashboard in Snowflake

Published 2025-04-18 by Kevin Feasel

Kevin Wilkie doesn’t just do e-mails:

If you haven’t had a chance to mess around in Snowflake, there are internal dashboards that you can provide to your users (or just use yourself) so that you can get the latest data.

Today, I want to quickly show a use case for these Dashboards and one way that you can get data quickly and easily in a nice format.

And right above Dashboards is Streamlit, one of my favorite libraries for building rapid application prototypes and even small data applications.

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