sjmisc | Data transformation and utility functions for R | Data Visualization library
kandi X-RAY | sjmisc Summary
kandi X-RAY | sjmisc Summary
. Data preparation is a common task in research, which usually takes the most amount of time in the analytical process. Packages for data preparation have been released recently as part of the tidyverse, focussing on the transformation of data sets. Packages with special focus on transformation of variables, which fit into the workflow and design-philosophy of the tidyverse, are missing. sjmisc tries to fill this gap. Basically, this package complements the dplyr package in that sjmisc takes over data transformation tasks on variables, like recoding, dichotomizing or grouping variables, setting and replacing missing values, etc. A distinctive feature of sjmisc is the support for labelled data, which is especially useful for users who often work with data sets from other statistical software packages like SPSS or Stata. The functions of sjmisc are designed to work together seamlessly with other packages from the tidyverse, like dplyr. For instance, you can use the functions from sjmisc both within a pipe-workflow to manipulate data frames, or to create new variables with mutate(). See vignette("design_philosophy", "sjmisc") for more details.
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QUESTION
I fitted a glm model and had to transform some variables with log1p. I now want to create a ggpredict plot with a backtransformed scale. I transformed the variables before using the glm function.
here's a sample of a few variables of my original data and my code:
...ANSWER
Answered 2022-Mar-02 at 23:46When I can't get the built-in plot method to do what I want, I use ggpredict()
to get the predicted values and build the plot myself. I couldn't make your model work (you only gave us responses where case=1
) so I'm making up my own, slightly simpler example.
Load package and fit model:
QUESTION
I have a summary regression model I want to put into a table. However, it keeps coming up with an error. Not sure what I am doing wrong here. I have included a reproducible data and steps I have taken below.
...ANSWER
Answered 2022-Feb-10 at 00:41You shouldn't assign the output of tab_model()
to a variable - that prevents it from writing the HTML file. If you just run tab_model()
without assigning it to test
you'll be fine.
The following works for me:
QUESTION
I have a data set that has been imported into R from Stata, but was delivered to me as a .rda (I don't have access to the original Stata data set). Many of the fields are of class : "haven_labelled" "vctrs_vctr" "double"
. The data is coded such that there are different types of NA
.
Here you can see an example of the labels and the different types of NA
s
Unfortunately, R seems to interpret them all as a NA
. When viewing the data in R Studio using View(dataframe)
or when creating plots, all NA
types show up as "NA" and cannot be differentiated between. However, when viewing the data in the R console the different types do show up.
Viewing the data with View()
:
Data in the R Console:
I need to be able to differentiate between the NA(c) values and the others (NA(a), NA(b)) for data analysis, but I cannot figure out how to get R to recognize that they are different.
Unfortunately, I can't make a reproducible example because I don't understand what is going on with these NAs. Is it possible to separate them out?
Any help or insight about how to approach this would be greatly appreciated!
Edit: Thank you for the responses!
Here is the output of
dput(head(lapop$psc1n))
:
Here is an example of a simple bar graph:
...ANSWER
Answered 2022-Jan-04 at 00:51I was able to do this very easily using the replace_na()
function from the sjmisc package suggested by Grothendieck. I found the count_na()
function from sjlabelled package helpful for validation/checking the counts of each NA type as I went.
Thanks for the responses and formatting help.
QUESTION
I'm trying to "rotate" to tibble that contains list-columns. In the example below, I'm trying to get from trb_1
to trb_2
.
ANSWER
Answered 2021-Dec-30 at 15:10Maybe
QUESTION
I am working with a large dataset and I wish to recode a large number of variables so that they are each divided into 4 equally sized groups.
I can do this to a single variable by using the split_var
function from sjmisc
library, as shown below:
ANSWER
Answered 2021-Nov-29 at 14:08split_var
uses select_helpers
. So you can do:
QUESTION
I am using sjPlot::tab_xtab to create some tables in rmarkdown (they look great!). However, the tables are generated as individual html pages in my browser, and not as a single html file. Similar to this problem here.
According to the documentation, we can use sjtab to knit tables into a html file: (this is what I want)
...ANSWER
Answered 2021-Oct-22 at 22:30I got your markdown running and I can see the problem.
For me the workaround below worked.
It is basically your code, just that each plot isn't called in the loop, but saved to a list. Afterwards you just call each plot separately from the list l[[1]]
, l[[2]]
, l[[3]]
without using a loop.
Your problem seems to appear whenever you call the plots inside a loop.
QUESTION
I am running R 4.0.4 (Lost Library Book) in Rstudio 1.4.1106 under Ubuntu 18.04.5 LTS. I am new to R and I ultimately want to install the following packages:
...ANSWER
Answered 2021-Mar-09 at 01:29@user20650's suggestion solved the issue.
- Go to here and follow the instructions to add a Personal Package Archive (PPA) to your system.
- Use
sudo apt install r-cran-magicaxis
to install the packagemagicaxis
, or replacemagicaxis
with the desired package. The form of the package name is in all small letters.
QUESTION
Say I have sample strings
...ANSWER
Answered 2021-Jan-24 at 03:08You can combine nouns
and keywords
into one pattern and check if both of them are present in the string.
QUESTION
I want the summary output of my linear regression models neatly presented.
The HTML tables in this tutorial https://www.r-bloggers.com/2015/03/beautiful-tables-for-linear-model-summaries-rstats/ is exactly what I want.
The problem's that when I try to run the example code from the tutorial, I get an error message: Error in sjt.lm(fit1, fit2) : could not find function "sjt.lm"
Thanks for any help!
...ANSWER
Answered 2020-Oct-27 at 16:07This package has been updated since 2005. The new plot functionality is plot_model()
. See website for more info: https://strengejacke.github.io/sjPlot/index.html
QUESTION
if there's a way to plot this using ggplot2 or similar it would save my day. I have likert scale data about employee benefits. One question will ask about how important is the benefit and the next will ask how satisfied the employee is with the benefit.
...ANSWER
Answered 2020-Oct-09 at 21:56I don't know if you can do this with plot_likert
, but you can do it natively with ggplot
. You need to reshape your data a bit first though:
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