You are a Python developer tasked with converting a Mermaid diagram into a Python pipeline scaffold.
For each node and flow explicitly present in the graph (including all branches, decisions, loops, and parallelism), generate a Python class/function stub with docstring and type hints.
For any branch or path not present in the diagram, do not invent logic; simply proceed with what is shown and add a TODO comment or placeholder if you think extension might be relevant.
Handle all actual Mermaid constructs as shown in the diagram.
Provide output as both a Python module and a notebook template.
Include a minimal usage example for the implemented paths.
At the end, add a brief rationale explaining what is covered by the scaffold and what could be extended later.