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R
R Tip: Break up Function Nesting for Legibility
There are a number of easy ways to avoid illegible code nesting problems in R. In this R tip we will expand upon the above statement with a simple example. At some point it becomes illegible and undesirable to compose operations by nesting them, such as in the following code. head(mtcars[with(mtcars, cyl... Read more
R Tip: Use stringsAsFactors = FALSE
R tip: use stringsAsFactors = FALSE. R often uses a concept of factors to re-encode strings. This can be too early and too aggressive. Sometimes a string is just a string. It is often claimed Sigmund Freud said “Sometimes a cigar is just a cigar.”  To avoid problems delay re-encoding of strings... Read more
R Tip: Use the vtreat Package For Data Preparation
If you are working with predictive modeling or machine learning in Rthis is the R tip that is going to save you the most time and deliver the biggest improvement in your results. R Tip: Use the vtreat package for data preparation in predictive analytics and machine learning projects. When attempting predictive modeling with real-world data you quicklyrun into difficulties beyond... Read more
jamovi for R: Easy but Controversial
jamovi is software that aims to simplify two aspects of using R. It offers a point-and-click graphical user interface (GUI). It also provides functions that combines the capabilities of many others, bringing a more SPSS- or SAS-like method of programming to R. The ideal researcher would be an expert at... Read more
EXPLORATORY ANALYSIS – WHEN TO CHOOSE R, PYTHON, TABLEAU OR A COMBINATION
Not all data analysis tools are created equal. Recently, I started looking into data sets to compete in Go Code Colorado (check it out if you live in CO). The problem with such diversity in data sets is finding a way to quickly visualize the data and do exploratory analysis. While... Read more
R Tip: Introduce Indices to Avoid for() Class Loss Issues
Here is an R tip. Use loop indices to avoid for()-loops damaging classes. Below is an R annoyance that occurs again and again: vectors lose class attributes when you iterate over them in a for()-loop. d <- c(Sys.time(), Sys.time()) print(d) #> "2018-02-18 10:16:16 PST" "2018-02-18 10:16:16 PST" for(di in d) { print(di)... Read more
Is R base::subset() really that bad?
Is R base::subset() really that bad? Notes discussing subset() often refer to the following text (from help(subset), referred to in examples: 1, 2): Warning This is a convenience function intended for use interactively. For programming it is better to use the standard sub-setting functions like [, and in particular the non-standard evaluation of argument subset can have unanticipated consequences. Is... Read more
Here is an R tip. Need to quote a lot of names at once? Use qc(). This is particularly useful in selecting columns from data.frames: library("wrapr") # get qc() definition head(mtcars) # mpg cyl wt # Mazda RX4 21.0 6 2.620 # Mazda RX4 Wag 21.0 6 2.875 # Datsun... Read more
SEINFELD CHARACTERS – A POST ABOUT NOTHING
This post is dedicated to my mother – Seinfeld’s greatest fan. Seinfeld is a classic TV sitcom. It featured four main characters surrounded by relatively normal, everyday, run of the mill scenarios. In the spirit of Seinfeld, this post will also “be about nothing.” Load Required Libraries library(scales) library(RMySQL)... Read more
WHAT PROGRAMMING LANGUAGES ARE USED MOST ON WEEKENDS?
Note: Cross-posted with the Stack Overflow blog. Check out the code for this analysis on Kaggle. For me, the weekends are mostly about spending time with my family, reading for leisure, and working on the open-source projects I am involved in. These weekend projects overlap with the work that I do... Read more