Datasets:
id stringclasses 6 values | stint_phase stringclasses 6 values | telemetry_summary stringclasses 6 values | temperature_dynamics stringclasses 6 values | slip_dynamics stringclasses 6 values | vibration_dynamics stringclasses 6 values | precursor_pattern_type stringclasses 4 values | phase_transition_probability float64 0.22 0.89 | laps_to_instability float64 1.6 7.5 | thermal_runaway_risk float64 0.18 0.87 | cliff_likelihood_score float64 0.2 0.9 | notes stringclasses 6 values | constraints stringclasses 1 value | gold_checklist stringclasses 1 value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
TPD-001 | lap 14-16 | gradual temp rise; slip variance growing | asymmetric_gradient | slip_oscillation | micro_vibration_increase | pattern_gamma | 0.72 | 2.8 | 0.69 | 0.74 | Classic pre-cliff signature | Telemetry only. | pattern+scores |
TPD-002 | lap 10-12 | stable then sudden gradient | localized_spike | slip_step_change | vibration_jump | pattern_beta | 0.61 | 3.4 | 0.58 | 0.62 | Localized instability | Telemetry only. | pattern+scores |
TPD-003 | lap 18-20 | rapid heating; slip surge | thermal_runaway | slip_spike | vibration_noise | pattern_alpha | 0.89 | 1.6 | 0.87 | 0.9 | Imminent cliff | Telemetry only. | pattern+scores |
TPD-004 | lap 6-8 | warming trend; settling slip | uniform_rise | slip_converging | vibration_drop | pattern_none | 0.22 | 7.5 | 0.18 | 0.2 | Entering window | Telemetry only. | pattern+scores |
TPD-005 | lap 21-23 | oscillatory heat waves | temp_wave | slip_wave | harmonic_vibration | pattern_gamma | 0.77 | 2.1 | 0.74 | 0.79 | Repeating precursor | Telemetry only. | pattern+scores |
TPD-006 | lap 12-14 | minor fluctuations | small_gradient | slip_noise | vibration_flat | pattern_none | 0.3 | 6.8 | 0.25 | 0.28 | Stable but aging | Telemetry only. | pattern+scores |
What this dataset tests
Whether a system can detect
non-linear precursor signatures
before a tyre phase transition.
Focus
Topology change
pattern recognition
lap-ahead warning
Required outputs
- precursor pattern type
- phase transition probability
- laps to instability
- thermal runaway risk
- cliff likelihood score
All scores
0 to 1
Lower laps
means closer to cliff.
This dataset rewards
early, structurally grounded warnings.
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