Datasets:

ClarusC64
/

clinical-temporal-5node-pressure-buf-lag-cpl-mfg-drift-supply-disruption-v0.1

id string	context string	step_unit string	pressure_t0 float64	pressure_t1 float64	pressure_t2 float64	pressure_t3 float64	buffer_t0 float64	buffer_t1 float64	buffer_t2 float64	buffer_t3 float64	lag_t0 float64	lag_t1 float64	lag_t2 float64	lag_t3 float64	coupling_t0 float64	coupling_t1 float64	coupling_t2 float64	coupling_t3 float64	cross_step int64	notes string	label_cascade_state int64
MSD-0001	Batch release on schedule. QA stable. Inventory healthy. Suppliers diversified.	months	0.22	0.26	0.28	0.3	0.86	0.84	0.82	0.8	0.18	0.2	0.22	0.24	0.3	0.34	0.36	0.38	0	stable supply	0
MSD-0002	Minor out-of-spec trend. QA investigates quickly. Inventory buffer adequate.	months	0.34	0.4	0.44	0.46	0.78	0.74	0.72	0.7	0.22	0.24	0.26	0.28	0.34	0.38	0.4	0.42	0	recoverable drift	0
MSD-0003	Yield decline persists. Deviation backlog grows. CAPA delayed. Single-site coupling increases.	months	0.48	0.6	0.72	0.84	0.7	0.6	0.46	0.34	0.28	0.44	0.66	0.84	0.42	0.58	0.74	0.88	2	drift to shortage	1
MSD-0004	Critical deviation. Release delayed. Alternate supplier qualification slow. Downstream trials depend on lots.	months	0.52	0.64	0.76	0.88	0.66	0.54	0.4	0.28	0.32	0.54	0.74	0.88	0.5	0.66	0.8	0.9	2	cross t1-t2	1
MSD-0005	Inventory depleted. Trial dosing at risk. Contract penalties trigger. QA throughput constrained.	months	0.56	0.7	0.82	0.92	0.62	0.5	0.34	0.22	0.36	0.6	0.82	0.92	0.56	0.72	0.88	0.94	1	early crossing	1
MSD-0006	Drift detected early. Extra QC capacity added. Inventory rebuilt. Coupling reduced via second source.	months	0.44	0.52	0.5	0.48	0.72	0.76	0.78	0.8	0.3	0.26	0.22	0.2	0.46	0.44	0.4	0.38	0	intervention holds	0
MSD-0007	QA backlog grows. Change control slow. Supplier dependency tight. Downstream schedule rigid.	months	0.5	0.62	0.78	0.9	0.68	0.56	0.38	0.26	0.28	0.5	0.76	0.9	0.48	0.64	0.82	0.92	1	lag compounding	1
MSD-0008	Deviation trend at t1. Rapid CAPA and batch prioritization restores flow.	months	0.46	0.58	0.6	0.56	0.66	0.62	0.68	0.7	0.4	0.34	0.28	0.24	0.52	0.5	0.46	0.42	0	recovery path	0
MSD-0009	Release failures accumulate. Inventory collapses. Remediation slow. Supply disruption locks in.	months	0.58	0.72	0.86	0.94	0.6	0.48	0.32	0.2	0.34	0.62	0.86	0.94	0.58	0.74	0.9	0.96	2	supply disruption lock-in	1

What this repo does

This dataset tests whether a model can detect manufacturing drift forming over time and predict whether the program crosses into supply disruption lock-in by the final step.

Core quad

pressure
buffer
lag
coupling

Prediction target

label_cascade_state

Row structure

One row represents a short temporal window (t0–t3) across program months. It includes time-series values for pressure (deviations and schedule stress), buffer capacity (inventory and QA margin), governance lag (CAPA and change control latency), and coupling tightness (single-site and downstream dependency). The label marks whether supply disruption lock-in occurs by t3.

Files

data/train.csv
data/tester.csv
scorer.py

Evaluation

Run predictions on tester.csv
Score with scorer.py

License

MIT

Structural Note

This dataset identifies a measurable coupling pattern associated with systemic instability.
The sample demonstrates the geometry.
Production-scale data determines operational exposure.

What Production Deployment Enables

• 50K–1M row datasets calibrated to real operational patterns
• Pair, triadic, and quad coupling analysis
• Real-time coherence monitoring
• Early warning before cascade events
• Collapse surface and recovery window modeling
• Integration and implementation support

Small samples reveal structure.
Scale reveals consequence.

Enterprise & Research Collaboration

Clarus develops production-scale coherence monitoring infrastructure for critical systems across healthcare, finance, infrastructure, and regulatory domains.

For dataset expansion, custom coherence scorers, or deployment architecture:
team@clarusinvariant.com

Instability is detectable.
Governance determines whether it propagates.

Downloads last month: 14

Number of rows:

Total file size:

10.6 kB