Wolfram Function Repository
Instantuse addon functions for the Wolfram Language
Function Repository Resource:
Visualize the principal components of tabular data
ResourceFunction["BiPlot"][data] generates a ListPlot of the first two principal components of data together with an arrow for each column to indicate the relationship with the principal components. 

ResourceFunction["BiPlot"][data, {a,b}] generates a ListPlot of the a and b principal components of data together with an arrow for each column to indicate the relationship with the principal components a and b. 

ResourceFunction["BiPlot"][data, {a,b,c}] generates a ListPointPlot3D of the a,b and c principal components of data together with a 3D arrow for each column to indicate the relationship with the principal components. 
In this data set we can see from the arrows that “Petal width” and “Petal length” are highly correlated, but “Sepel width” is largely independent from both:
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By default the first and second principal values are used, but you can specify different choices:
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If you specify three principal values, then the data and arrows are shown in three dimensions:
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If your data is a list of associations or a Dataset of a list of associations, then "ColumnNames" are chosen automatically and the arrows are labeled:
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"ColumnNames" can be used to place labels on the arrows:
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"LabelPosition" can be used to position labels along or beyond the arrows:
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"ArrowStyle" can be used to style the arrows:
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Wolfram Language 11.3 (March 2018) or above
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