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python - Plot slices of n-dimensional scatter data without abusing memory?

I'm trying to plot combinations of 3D slices from nD data (see .gif). The data represents concentration of a particular element and the slider allows one to browse different combinations of 7 elements present in the data set. Currently I am using plotly and python to make these plots. Each scatter plot on the slider is plotted with a for loop. Thus if there are 6 plots which contain an axis for Phosphorous then that data is loaded and plotted 6 times. I would like to be able to enter the data once and have the slider take 3D slices of the full data set.

I don't know if there is a current feature in plotly or some other plotting package that would allow for this. Taking all recommendations.

n-dimensional scatter data

question from:https://stackoverflow.com/questions/65945750/plot-slices-of-n-dimensional-scatter-data-without-abusing-memory

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