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The missing dimension
A circle inside a ring: no straight line can split them. Switch to the RBF kernel and the boundary curves; open the 3D view and you see why — the points get lifted into a new dimension where a simple plane is enough. That is the kernel trick, and here you can touch it.
The problem the straight line could not solveMore experiments: