id string | alloy string | impedance_coherence float64 | surface_ph_variance float64 | pit_precursor_density float64 | chloride_ppm int64 | temperature_c int64 | passivation_coherence_score float64 | breakdown_risk_flag int64 | time_to_pitting int64 | critical_surface_zone string | protective_action string | notes string | constraints string | gold_check string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
PASS-001 | 316L | 0.91 | 0.05 | 0.02 | 200 | 40 | 0.89 | 0 | 480 | none | monitor only | Stable passivation | Under 300 words | coherence+risk+horizon |
PASS-002 | duplex-steel | 0.74 | 0.12 | 0.09 | 450 | 55 | 0.71 | 0 | 220 | localized pit cluster | coating reinforcement | Early drift | Under 300 words | coherence+risk+horizon |
PASS-003 | 304-steel | 0.58 | 0.22 | 0.18 | 620 | 60 | 0.55 | 1 | 90 | grain boundary | reduce chloride | Passivation weakening | Under 300 words | coherence+risk+horizon |
PASS-004 | nickel-alloy | 0.83 | 0.09 | 0.05 | 300 | 48 | 0.82 | 0 | 360 | none | monitor only | Healthy system | Under 300 words | coherence+risk+horizon |
PASS-005 | marine-alloy | 0.46 | 0.31 | 0.27 | 800 | 62 | 0.43 | 1 | 35 | outer surface | immediate washdown | Critical drift | Under 300 words | coherence+risk+horizon |
PASS-006 | titanium-alloy | 0.88 | 0.07 | 0.03 | 150 | 38 | 0.86 | 0 | 410 | none | monitor only | Stable | Under 300 words | coherence+risk+horizon |
What this dataset tests
Whether a system can detect loss of coherence between
electrochemical impedance surface micro-pH pit nucleation signals
before visible corrosion failure.
Corrosion begins as relationship collapse not visible damage.
Required outputs
passivation_coherence_score
pit_growth_acceleration
breakdown_risk_flag
time_to_pitting
critical_surface_zone
protective_action
Use case
Marine alloys chemical plants energy infrastructure aerospace
Detect passivation collapse before pitting cascade.
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