factoextra | Extract and Visualize the Results of Multivariate Data | Data Visualization library
kandi X-RAY | factoextra Summary
kandi X-RAY | factoextra Summary
[factoextra] is an R package making easy to extract and visualize the output of exploratory multivariate data analyses, including:. There are a number of R packages implementing principal component methods. These packages include: FactoMineR, ade4, stats, ca, MASS and ExPosition. However, the result is presented differently according to the used packages. To help in the interpretation and in the visualization of multivariate analysis - such as cluster analysis and dimensionality reduction analysis - we developed an easy-to-use R package named [factoextra] The figure below shows methods, which outputs can be visualized using the factoextra package. The official online documentation is available at:
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Trending Discussions on factoextra
QUESTION
I am hoping to accomplish two things.
I want to be able to rotate the labels. The
fviz_dend
function is compatible withggplot2
theme
function but I am not entirely sure how to accomplish it.I would like to change the line colour of the dendrogram - specifically those that do not fall within the clustering. I would like to change the black to white.
Any idea how to accomplish it on this reprex?
...ANSWER
Answered 2022-Mar-13 at 11:18From looking at the docs, I don't see a way to do this directly, but since this is a ggplot object, you can rewrite the layer data after creating the object.
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 have done a PCA, but I tried to plot the points in bubbleplot format, with different sizes depending on a variable value:
Here is my code:
...ANSWER
Answered 2022-Mar-07 at 09:01Since factoextra
as a plotting library wraps ggplot2
, we can use standard additional plot components to add the labels you want and change the legend.
First, make sure when plotting that you set label = "none"
in fviz_pca_biplot()
to ensure that the sample number isn't plotted next to the points.
QUESTION
I am trying to change the colour used for the supplementary column in a correspondence analysis using fviz_ca_col()
from the package factoextra, but I do not seem to get any response when changing the colour from the default col.col.sup = "darkred"
. Reproducible example:
ANSWER
Answered 2022-Jan-03 at 17:59There's a bug in the source code:
QUESTION
Does anyone know how to change the transparency(or alpha) of the color in the ellipse?
I want to remain only the line of boundary in the plot.
I tried to mimic the code in this site:
http://www.sthda.com/english/wiki/fviz-pca-quick-principal-component-analysis-data-visualization-r-software-and-data-mining
But I could not find the option about the alpha value of the ellipse color.
...ANSWER
Answered 2021-Dec-14 at 02:35You may use ellipse.alpha
argument that can find here.
QUESTION
I have a small problem. I have three dataframes which the column names are identical to each other. I tried to run three different PCAs using lapply for these three dataframes. However it didnt work. I have attach my code here. Any help is appreciated.
...ANSWER
Answered 2021-Dec-04 at 21:33We need to specify the argument name i.e. ggtheme
for the theme_classic()
QUESTION
I am generating biplots using fviz_pca_biplot in factoextra. The following code provides an example of my datset and the biplots. I'd like to label a subset of points, rather than all of them. For example, only species in a single genus like Eucalyptus. I can't figure out how, or even if it is possible. Can anyone suggest a solution?
...ANSWER
Answered 2021-Dec-02 at 05:16The object from fviz_pca_biplot()
is a ggplot
object. This means you can add to it with additional commands preceded by the +
.
Using your data and starting from the res.pca object.
QUESTION
I'm hoping to display observation row names on a principal component analysis biplot using the factoextra package.
...ANSWER
Answered 2021-Nov-27 at 16:12You can specify geom.ind = "txt"
QUESTION
I am developing a shiny app in R and I need some pointers onto how to improve the layout of the app by making it more concise. I have a sidebarPanel
with some plots in column structures, the top half looks like this:-
With some more plots further on down. However, I would like for after the first plot, that some sit beneath the sidebarPanel
and two by two, like so:-
Here is my code:-
...ANSWER
Answered 2021-Nov-11 at 10:26You can put all the other plots except the first one in a separate row, something like this:
QUESTION
When having two group variables, for example, the following modified iris
data set (adding a factor variable Site):
ANSWER
Answered 2021-Nov-03 at 05:14Because ggbiplot
based on ggplot()
object, you may use geom_point
to add point and shape manually,
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