Physician Practice / General Outpatient
Synthetic physician-practice claims for broad outpatient benchmarking across evaluation and management, referrals, diagnostics, coding-risk pressure, modifier usage, and payer response times.
100K-500K+ records available
Denial behavior patterns
E/M level downcode
Modifier documentation gap
Referral authorization miss
Timely filing pressure
Schema highlights
{
"claim_id": ...,
"provider_id": ...,
"provider_taxonomy_code": ...,
"claim_frequency_code": ...,
"total_paid_cents": ...,
"denial_reason_family": ...,
"payer_behavior_score": ...,
"expected_payment_delay_days": ...
}Full schema + data dictionary included with Starter tier and above.
Free sample available
Get a 1K-row CSV sample of this pack — schema, source manifest, and synthetic-only attestation included. No PHI. CC BY 4.0.
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upstream.cx ↗100K rows
- CSV + Parquet delivery
- Source manifest and synthetic-only attestation
- Quality and claim-realism reports
- Signed URL fulfillment
500K rows
- CSV + Parquet delivery
- Transaction, event, and adjudication trace artifacts
- Scenario manifests and readiness reports
- Model training and regression-suite license
Custom volume
- Custom payer archetypes and scenarios
- All-pack or specialty bundle licensing
- Dedicated delivery workflow
- Legal, security, and procurement review
Synthetic-only data, no PHI. Delivered by signed link.