What this dataset tests
Whether a system can detectwhen liquidity shifts from basin to cliff.
The key signal is structural transition.Small flow suddenly creates large impact.
Required outputs
basin state
cliff risk score
trigger signals
time to cliff
impact multiplier
Constraints
Do not forecast price direction.Model structural fragility only.
Evaluation focus
High scores requireclear state classificationnumerical risk scoreexplicit triggerstiming estimateimpact multiplier
