cancel
Showing results for 
Show  only  | Search instead for 
Did you mean: 
The Discovery Summit 2025 Call for Content is open! Submit an abstract today to present at our premier analytics conference.
Get the free JMP Student Edition for qualified students and instructors at degree granting institutions.
Choose Language Hide Translation Bar
View Original Published Thread

Filtering through Scatterplot Matrix to find significant interactions

ShreyasP
Level I

I have a large data set and I am interested in visualizing unique interactions. I made a scatterplot matrix displayed with fit lines and 95% confidence intervals. Is there a way to filter the matrix to select for or display interactions by significance or p-value?

1 ACCEPTED SOLUTION

Accepted Solutions
Phil_Kay
Staff


Re: Filtering through Scatterplot Matrix to find significant interactions

Hi,

@txnelson 's suggestion is a good one. The Response Screening platform is very powerful.

However, I am not sure if that is what you need. I don't think you mean "interactions" - interaction effects are where one predictor variable influences the effect of another predictor variable on the response variable.

I think you really just mean that you want to find significant correlations out of all pairwise correlations of your variables.

You can do this with the Multivariate platform (Analyze > Multivariate Methods > Multivariate). Add your variables in the Y, Columns role as you did for the scatterplot matrix and click OK. 

You can bring up a list of all pairwise correlations, including p-values, from the red triangle menu for Multivariate:

Phil_Kay_0-1652952254497.png

By right-clicking on the column headers you have the option to sort by the p-value column:

Phil_Kay_1-1652952414731.png

If you right-click on this table you can "Make into Data Table", which will make this into a new jmp table, if that is useful.

I hope that helps.

Phil

  

View solution in original post

2 REPLIES 2
txnelson
Super User


Re: Filtering through Scatterplot Matrix to find significant interactions

The Response Screening  Platform

     Analyze=>Screening=>Response Screening

The platform produces a data table with the pvalues, which will allow you to sort them, and using the built in scripts, you will be able to display their plots.

Jim
Phil_Kay
Staff


Re: Filtering through Scatterplot Matrix to find significant interactions

Hi,

@txnelson 's suggestion is a good one. The Response Screening platform is very powerful.

However, I am not sure if that is what you need. I don't think you mean "interactions" - interaction effects are where one predictor variable influences the effect of another predictor variable on the response variable.

I think you really just mean that you want to find significant correlations out of all pairwise correlations of your variables.

You can do this with the Multivariate platform (Analyze > Multivariate Methods > Multivariate). Add your variables in the Y, Columns role as you did for the scatterplot matrix and click OK. 

You can bring up a list of all pairwise correlations, including p-values, from the red triangle menu for Multivariate:

Phil_Kay_0-1652952254497.png

By right-clicking on the column headers you have the option to sort by the p-value column:

Phil_Kay_1-1652952414731.png

If you right-click on this table you can "Make into Data Table", which will make this into a new jmp table, if that is useful.

I hope that helps.

Phil