rstatix | Pipe-friendly Framework for Basic Statistical Tests in R | Analytics library
kandi X-RAY | rstatix Summary
kandi X-RAY | rstatix Summary
Provides a simple and intuitive pipe-friendly framework, coherent with the ‘tidyverse’ design philosophy, for performing basic statistical tests, including t-test, Wilcoxon test, ANOVA, Kruskal-Wallis and correlation analyses. The output of each test is automatically transformed into a tidy data frame to facilitate visualization. Additional functions are available for reshaping, reordering, manipulating and visualizing correlation matrix. Functions are also included to facilitate the analysis of factorial experiments, including purely ‘within-Ss’ designs (repeated measures), purely ‘between-Ss’ designs, and mixed ‘within-and-between-Ss’ designs. It’s also possible to compute several effect size metrics, including “eta squared” for ANOVA, “Cohen’s d” for t-test and “Cramer’s V” for the association between categorical variables. The package contains helper functions for identifying univariate and multivariate outliers, assessing normality and homogeneity of variances.
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Community Discussions
Trending Discussions on rstatix
QUESTION
I have an issue that might be silly in some ways, but following this question:
Linear Regression and group by in R
I tried to install the broom package in order to "retrieve the coefficients and Rsquared/p.value".
I know that the previous question is 12 years old but this package is still listed in my RStudio for installation, but then I have this error message and I am lost on what to do to make it work properly:
library(broom) Error in value[3L]: Package 'broom' version 0.7.12 cannot be loaded: Error in unloadNamespace(package): namespace 'broom' is imported by 'modelr', 'tidyverse', 'rstatix' and therefore cannot be unloaded
So my question is straightforward: what does it mean? Did broom become a dependancy of the 3 packages cited? How to make it work?
Thank you very much for your help.
EDIT: screenshot of the output to know why some numbers appear in red.
...ANSWER
Answered 2022-Apr-17 at 08:28Given your comments, you should be able to purrr::map broom::tidy over your list column of models.
QUESTION
Here is the dput
for the data I have. I have only included the head of the data because this is a pretty massive dataset, but I think it should suffice given my question:
ANSWER
Answered 2022-Mar-24 at 08:47The beauty of rstatix
is that it is pipe friendly. So, you can use it with tidyverse
framework. tidyverse
requires the data in long-form. You can use the following code
QUESTION
The function stat_pvalue_manual()
will add p-values to boxplots using ggboxplot
. However, the p-values that are printed are sometimes many digits long. I would like to limit the number of decimal places to 3. How can I do that?
From the plot below you will see that the p-value for versicolor and virginica is 5 decimal places, how can I adjust the code below to report back 3 decimal places (i.e., 0.009)?
...ANSWER
Answered 2022-Mar-13 at 19:58You could uselabel = "p = {scales::pvalue(p.adj)}"
QUESTION
I am trying to install factoextra
, but I gets stuck during the CMake part, in particular with error like:
CMake Error: The source directory "/tmp/..." does not exist.
(same when I try to install its dependencies: nloptr
, pbkrtest
, lme4
, car
, rstatix
, FactoMineR
, ggpubr
)
any idea?
thanks
ps:
- R version 4.0.0
- centos 7
last part of logs:
...ANSWER
Answered 2022-Mar-08 at 22:50I solved this problem by sudo apt-get install libnlopt-dev
.
QUESTION
I am doing a one-way ANCOVA analysis on root colonisation data using the following example https://www.datanovia.com/en/lessons/ancova-in-r/. I am trying to remove the trendline from the resulting plot as my treatments are separate groups so I don't think it is necessary. I have tried using each of the following but I can't get any to work with this code. Is there another way I can go about this? Thanks!
...ANSWER
Answered 2022-Feb-04 at 00:07One possible way you could cheat this is by making it a boxplot instead and using the error bar as the IQR that surrounds the median. The problem is that your option uses ggline, which usually has to map a line to each group, and this way isn't as pretty, but it still achieves the purpose you are looking for:
QUESTION
I want run a series of kruskal.tests, followed by a dunn_test where the Kruskal was significant. Then print the results of the significant dunn_tests.
...ANSWER
Answered 2022-Feb-02 at 20:17As far as I can tell, your code mostly works. The only major problem is that you misuse the any()
function. You misplaced the second parenthesis. Fixing that and rearranging the code a little, I ran this:
QUESTION
I am trying to compute the effect size of a one-sample Wilcoxon test.
The complete dataset is stored in the sart variable. The data in question is stored in the variable Delta_PI
, which is a list of numerical values ranging between -1
and 1
.
The test runs without problems, and I would like to find the effect size. Hence, I use:
...ANSWER
Answered 2022-Jan-31 at 12:28It would be easier if you could provide a minimal reproducible example of your data using dput(sart)
.
Without your data, I guess the first argument for wilcox_effsize()
should be a dataframe, but not a vector (note sart$Delta_PI
returns a vector). Take a look at ?wilcox_effsize
.
Try the following code to see how it goes.
QUESTION
Having trouble figuring out how to do a series of t tests in a for loop and take the outputs each time the test is completed and append the results to a data frame. The goal is to run many t-tests at once and produce a data frame of all the results.
Here's it done with the mtcars dataset the slow way:
...ANSWER
Answered 2022-Jan-31 at 00:22something like this?
QUESTION
Here is the dput head for my dataset:
...ANSWER
Answered 2022-Jan-29 at 04:52I comment here because I need more characters.
If you run the following:
QUESTION
I am analyzing an RCT and am looking at treat*time interaction tests. I wish to extract the p-values for an ANOVA into a data frame for exporting into excel. Presently, my code programs an object with the p-values as a numerical vector of dimensions [1:4]. However, when I copy this into excel, the data is transcribed into one cell per line with the values separated by spaces rather than each p-value occupying its own cell.
...ANSWER
Answered 2022-Jan-22 at 12:40A couple of points.
- It is better not to use
plist
as the index, but rather the output of a call toseq_len()
withlength(plist)
. - We can store the p-values in a matrix, which we generically call
out
. We then assign column names toout
, so that it is easier to appreciate which p-value belongs to which fixed effect. - We observe that one of the models has a hard time to estimate the variance of the random effects, as it returns
boundary (singular) fit: see ?isSingular
. This requires your attention if you encouter this with your own (non-simulated) data. Refer to this page for more information.
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Install rstatix
Install the latest developmental version from [GitHub](https://github.com/kassambara/rstatix) as follow:
Or install from [CRAN](https://cran.r-project.org/package=ggpubr) as follow:
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