The resulting Jupyter Notebook is…indeed thorough. That’s on me for specifying “for all columns”, although it was able to infer the need for temporal analysis (e.g. total monthly video uploads over time) despite not explicitly being mentioned in the prompt.
Forgetting releaseLock() permanently breaks the stream. The locked property tells you that a stream is locked, but not why, by whom, or whether the lock is even still usable. Piping internally acquires locks, making streams unusable during pipe operations in ways that aren't obvious.
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Stateful transforms are simple objects with member functions that maintain state across calls: