River — prepare the data

Let the water do the cleaning.

Build a leakage-safe preprocessing pipeline that cleans, transforms, and structures your data with clarity and reproducibility.

Garden Path

Your progress

1LoadRead table

2CleanMissing values

3EncodeCategorical

4ScaleNumeric

5SplitTrain / Test

6EstimatorModel ready

All steps are fit on training data only.

Live on

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Kernel asleep

…majority

Name	Unique

Next: walk into the Lantern Court and let the models compete.