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I have one dataset, and I would like to split this dataset into two segments - representing two different groups of people.

I have created two separate binary classifiers for these two groups.

What I would like to do is create a pipeline with the logic below:

One DataSet IN --> Preprocessing --> Segment Data Into Two Groups (A & B)
DataSegment A --> Model A --> Predictions A
DataSegment B --> Model B --> Predictions B
Predictions A + Predictions B --> One Predictions Set OUT

Is this possible? If so would anyone be able to give me some advice on where to get started? I am familiar with a more normal pipeline setup e.g

One DataSet IN --> Preprocessing --> Model --> Predictions

Iain

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