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Month: May 2023

Elapsed Timers in Powershell

Robert Cain keeps track of time:

I’m still working on my documentation for my ArcaneBooks project, but wanted to have something for you to read this week, so decided to show you how to create an elapsed timer in PowerShell.

It can be helpful to determine how long a process runs in PowerShell. You can use it to determine what parts of code may need to be optimized, or gather metrics around your functions.

This is the same stopwatch operation which is available in .NET generally, so if you’re using C# or F#, it’s the same basic process.

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Instant File Initialization for Log Files in SQL Server 2022

Aaron Bertrand tries something new:

When I first saw a bullet item stating SQL Server 2022 would support instant file initialization for log file growth, I was excited. When I later learned it only applies to automatic growths, and only those of 64 MB or less, I was a little less excited. With those limitations, I was skeptical this enhancement could supplant my long-standing practice of using 1 GB autogrowth for log files – at least ever since SSDs and other modern storage became more commonplace.

But after playing with it, I’m a believer.

I happened to be chatting with Thomas Grohser as he presented for our user group last week, and he also mentioned how good this feature is, as well as how VLF rules changed a bit so you don’t get as heavily penalized by growing in 64MB increments. Aaron does some testing to give us an idea of how much of a benefit you might achieve in making this change.

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TDE and Database Backups

Matthew McGiffen shares some advice:

Database backups continue to work without change when you have TDE enabled. The only difference is that the backups contain encrypted data that cannot be read without the certificate and private key. There are a couple of points that are worth discussing though.

Click through for several notes, including a warning to those still on SQL Server 2016 and woefully under-patched.

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Testing a Power BI Theme on Existing Reports

Erik Svensen does a wardrobe upgrade:

But I want to see how my new theme might look on some old report where I might have used another theme or perhaps some reports other users have created where they have done some individual formatting instead of using the theme.

And did you know – we can do it and see the result for existing report in your workspaces – and we can directly modify the theme and see if we should change a color or a font size or a….

Read on for the process. This is a clever use of the embedding service, that’s for sure.

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Rounded Corners in Power BI Error Bars

Mara Pereira trims off the edges:

If you’ve been following my posts, you probably know by now that one of the things that really annoys me in Power BI is not being able to build bar charts with rounded corners, unless you use a custom visual.

However, recently I found out about a trick to make this happen without needing to use custom visuals (special shout out to Federico Pastor who shared this trick with me!).

Read on to see how you can do this. It’s definitely not ideal, but if you absolutely need rounded corners for your bar chart, you can get them this way.

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Poisson Hidden Markov Models in SAS

Ji Shen shows off how to perform discrete time series in SAS:

The HMM procedure in SAS Viya supports hidden Markov models (HMMs) and other models embedded with HMM. PROC HMM supports finite HMM, Poisson HMM, Gaussian HMM, Gaussian mixture HMM, the regime-switching regression model, and the regime-switching autoregression model. This post introduces Poisson HMM, the latest addition to PROC HMM in the SAS Viya 2023.03 release.

Count time series is ill-suited for most traditional time series analysis techniques, which assume that the time series values are continuously distributed. This can present unique challenges for organizations that need to model and forecast them. As a popular discrete probability distribution to handle the count time series, the Poisson distribution or the mixed Poisson distribution might not always be suitable. This is because both assume that the events occur independently of each other and at a constant rate. In time series data, however, the occurrence of an event at one point in time might be related to the occurrence of an event at another point in time, and the rates at which events occur might vary over time.

HMM is a valuable tool that can handle overdispersion and serial dependence in the data. This makes it an effective solution for modeling and forecasting count time series. We will explain how the Poisson HMM can handle count time series by modeling different states by using distinct Poisson distributions while considering the probability of transitioning between them.

Read on for an overview of Hidden Markov Models (in general and the Poisson variation in particular) and some of the challenges you can run into when performing this test.

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An Introduction to ggflowchart

Nicola Rennie shows off a new package:

Flowcharts can be a useful way to visualise complex processes. However, I couldn’t find an easy way to create a flowchart in R. There are a few packages for either drawing basic components of flowcharts (like {grid}), packages that are great for visualising complex network data where order doesn’t really matter (like {ggnetwork} and {igraph}), but none of them gave me the control over customisation I was used to with {ggplot2}.

{ggflowchart} tries to fill that gap. The aim of {ggflowchart} is to help R users make simple, good-looking flowcharts, with as little code as possible. It computes a layout, then uses existing {ggplot2} functions to stitch together rectangles, text, and arrows.

It does remind me a bit of Mermaid, though quite early in the process. H/T R-Bloggers.

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Databricks SQL in VSCode

Falek Miah tries out an extension:

Recently, I had the opportunity to explore the Databricks SQL extension for VSCode, and I was thoroughly impressed.

In December 2022, Databricks launched the Databricks Driver for SQLTools extension, and although it is still in preview, the features are already good and useful.

For data analysts, report developers and data engineers, having the ability to execute SQL queries against Databricks workspace objects is crucial for streamlining workflows and making data analysis activities much more efficient and quicker. The Databricks SQL extension for VSCode provides just that, with a simple and intuitive interface, this extension makes it easy to connect to Databricks workspace and run SQL queries directly from VSCode.

Click through for Falek’s thoughts. And if Databricks SQL is brand new to you, Falek also has a primer on it.

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Variable Sharing in Polyglot Notebooks

Matt Eland performs a few swaps:

While Polyglot Notebooks certainly brings the dream of notebook development to dotnet, Polyglot is at its finest when you work with one language and then hand off data to the next language for additional processing.

In this article we’ll talk about sharing variables between kernels using Polyglot Notebooks and VS Code. We’ll explore the syntax and tooling that exists around these functionalities as well as the current limitation of sharing variables between kernels.

For simplicity, I’m going to avoid getting into SQL and KQL kernels in this article, but I plan on delving further into each of these specialized kernels in future articles.

Click through for an example using the best .NET language, as well as C#. Do read the whole thing, especially if you think about passing around discriminated unions or method-reach objects.

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Dashboard for Azure Cost Management

Saira Shaik digs into the numbers:

I created this Dashboard to display the units consumed and the respective cost for Selected filters.

This Dashboard will be helpful for any Azure Customer, irrespective of their contract agreement with Microsoft. 

Customers can view their usage and cost by uploading the Usage files into this Power BI file. You can download .pbit file and setup instructions from Setup 

I’m actually going through a cost-reducing exercise with a client right now, so this is potentially quite helpful.

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