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I would like to create a single decision tree from my data, but I want the decision tree to make the first split using a feature that I selected, not necessarily the feature that creates the best split. The library doesn't seem to support it, I looked in the source code and it seems that this functionality is implemented deeply inside the sklearn library. Maybe someone has a better solution before I dive into forking the sklearn library?

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