In response to sathya66's question above from a while ago, in case it helps someone else:
Q: I have rare Linear targets in my data.( 3000000 observations ,1800 observations are in linear and remaining observations are zeros)
How can I oversample the data for interval target ( I am using Linear Regression) or please can you suggest me the procedure to build a model.
A: To model data like this, if you create another variable that is an indicator of whether your interval target is > 0 or =0, then set that as a binary target in addition to your interval target, you can use the TwoStage node with the Filter property set to Non-Events.
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