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Outlier Deletion

viskovicz00012
Level II
Is there a way to script the deletion of extreme outliers per column? My objective is once i run the script, it concatenates data tables, delete extreme outliers per column and display graphs but im having some sort of problem with the outlier part.
1 ACCEPTED SOLUTION

Accepted Solutions
tom_abramov
Level V


Re: Outlier Deletion

I use Jackknife Distances for outliers.

For extreme outliers I use upper limit = 6.

In the following example I use upper limit = 2.

 

 

Names Default To Here( 1 );
dt = Open( "$SAMPLE_DATA/Big Class.jmp" );
JackknifeObj = dt << Multivariate( Y( 4 ), Jackknife Distances( 1, Save Jackknife Distances( 1 ) ) );
JackknifeObj << Close Window();
dt << Select Where( :Jackknife Distances > 2 );
dt << Hide and Exclude << Clear Select << Delete Column( Jackknife Distances );
 
 
 

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2 REPLIES 2
tom_abramov
Level V


Re: Outlier Deletion

I use Jackknife Distances for outliers.

For extreme outliers I use upper limit = 6.

In the following example I use upper limit = 2.

 

 

Names Default To Here( 1 );
dt = Open( "$SAMPLE_DATA/Big Class.jmp" );
JackknifeObj = dt << Multivariate( Y( 4 ), Jackknife Distances( 1, Save Jackknife Distances( 1 ) ) );
JackknifeObj << Close Window();
dt << Select Where( :Jackknife Distances > 2 );
dt << Hide and Exclude << Clear Select << Delete Column( Jackknife Distances );
 
 
 
txnelson
Super User


Re: Outlier Deletion

@tom_abramov approach is a good method for identifying outliers. Are you looking for what method to use to identify outliers or do you already have a method of determining the outliers that you want to use?

 

 

Jim