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Posts: 27

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Highlights from Shiny in Production (2024)

Published: October 17, 2024 23:59

Hot on the heels of Shiny in Production 2022 & 2023, we were excited to dive back into all things Shiny for a third consecutive year. In this post we recap the highlights from the two days of talks and workshops. Workshops As with previous it... Continue…

Don’t Get Fooled by Numbers: Data Literacy as the New Survival Skill

Published: October 17, 2024 19:49

Have you ever looked at a headline or a graph and thought, “Well, the numbers don’t lie, right?” It’s tempting to trust the stats we see around us — whether it’s a political poll, a study about coffee’s health benefits, or a chart showing the rise of ... …

Interacting with Users: Mastering scanf() in C

Published: October 16, 2024 04:00

Introduction For beginner C programmers, understanding how to interact with users through input is crucial. The scanf() function is a fundamental tool in C programming that allows you to read user input and store it in variables. This article w... …

A Guide to R Package Validation in Pharma

Published: October 15, 2024 15:13

Picture this: a crucial clinical trial is underway, and every data point matters. The pharma industry is increasingly turning to open-source tools like R to handle complex data analysis, drawn by their flexibility, innovation, added value and…

R Solution for Excel Puzzles

Published: October 14, 2024 17:55

Puzzles no. 559–563PuzzlesAuthor: ExcelBIAll files (xlsx with puzzle and R with solution) for each and every puzzle are available on my Github. Enjoy.Puzzle #559Sometimes we need to make work on columns. It technically just like working on lists, and l... …

Calculating an LOOCV MSE by hand

Published: October 11, 2024 23:36

Last week, we had an “mid-term” exam, for our introduction to statistical learning course.  The question is simple: consider three points, , here Consider here some linear models, estimated using least square techniques, what would be the leave-one-out…

What is GxP Validation in Clinical Software Development?

Published: October 11, 2024 07:01

If you’re a biostatistician or clinical software developer, you’ve probably felt the weight of trying to meet GxP standards while navigating the FDA/EMA submission process. It’s not just about getting the software right—it’s about ensuring safety, quality,…

R You Ready? Git Your Code Under Control!

Published: October 10, 2024 17:41

Hey there, ready to get your R code under control? Whether you’re working on your own or in a small team, managing your code can sometimes feel like juggling too many things at once. But don’t worry — there’s an easy way to stay on top of everything. ... …

Methods for the smooth functions in R

Published: October 10, 2024 13:46

I have been asked recently by a colleague of mine how to extract the variance from a model estimated using adam() function from the smooth package in R. The problem was that that person started reading the source code of the forecast.adam() and got lost…

Shapiro-Wilk Normality Test | shapiro.test in R

Published: October 10, 2024 12:40

Are you confident in your data analysis?  Shapiro-Wilk test in R is essential to ensuring your data fits a normal distribution, but how well do you understand its mechanisms and implications? Can you enhance the reliability of your research findings an... …

How to Combine Two Data Frames in R with Different Columns Using Base R, dplyr, and data.table

Published: October 10, 2024 04:00

Introduction Combining data frames is a fundamental task in data analysis, especially when dealing with datasets that have different structures. In R, there are several ways to achieve this, using base R functions, the dplyr package, and the da... …

Use nanoparquet instead of readr/CSV

Published: October 8, 2024 16:11

This is reposted from the original at https://blog.stephenturner.us/p/use-nanoparquet-instead-of-readr-csv.Parquet is interoperable between Python and R, fast to read+write, works well with databases, and stores complex data types (e.g., tib... Continue…

PowerQuery Puzzle solved with R

Published: October 8, 2024 11:28

#223–224PuzzlesAuthor: ExcelBIAll files (xlsx with puzzle and R with solution) for each and every puzzle are available on my Github. Enjoy.Puzzle #223As usual on weekends we are mainly doing table transformations. Sometimes it need simple manouvers and... …

DuckDB vs dplyr vs base R

Published: October 8, 2024 07:45

Reposted from https://blog.stephenturner.us/p/duckdb-vs-dplyr-vs-base-r.TL;DR: For a very simple analysis (means by group on 100M rows), duckdb was 125x faster than base R, and 28x faster than readr+dplyr, without having to read data from disk int... …

Can ChatGPT help construct non-trivial statistical models? An example with Bayesian “random” splines

Published: October 8, 2024 00:00

I’ve been curious to see how helpful ChatGPT can be for implementing relatively complicated models in R. About two years ago, I described a model for estimating a treatment effect in a cluster-randomized stepped wedge trial. We used a generalized ad... …

R Solution for Excel Puzzles

Published: October 7, 2024 19:42

Puzzles no. 554–558PuzzlesAuthor: ExcelBIAll files (xlsx with puzzle and R with solution) for each and every puzzle are available on my Github. Enjoy.Puzzle #554Another interesting number called after Indian mathematician. We need to find first 50 Kapr... …