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def AgentsTransitionWorker.transform(self, data, agents=tuple(AGENTS)) [source]
Re-evaluate the transition analysis on a new dataset. Runs the full cross-agent transition analysis on any data sample. Use this to:
  • Monitor cross-agent stability on subsequent OOT windows.
  • Analyze a subset of agents (e.g., the top 2 from the comparison).
  • Generate a fresh transition report for a different segment or time period.

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Parameters

data : pDF
The dataset for transition analysis (must contain
target + features).
 agents : tuple
Subset of agents to include (e.g., (1, 2) for
a single pair, or (1, 3, 4) for multiple pairs).

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Returns

AgentsTransitionResult
Transition vectors for the requested agent pairs.
No State Change: This method does not modify the fitted state. It produces a fresh analysis on the new data. The original fit results remain accessible via .result and .stats.