Spark Structured Streaming for Payer MRF use case
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Updated
Nov 20, 2025 - Scala
Spark Structured Streaming for Payer MRF use case
The open ledger for US hospital prices. Edge native infrastructure for medical price transparency and programmatic regulatory enforcement.
Open-source ChatGPT / OpenAI subscription price transparency dashboard
Unifying Transparency-in-Coverage payer rates with Hospital Price Transparency rates: a three-pass record-linkage pipeline with deterministic matching, billing-class relaxation, and rate-value corroboration.
CMS Price Transparency Rule compliance delivered via HealthSparq integration. Personalized cost estimates powered by real-time claims data across web and mobile.
Hospital Price Transparency MRF Normalizer for Apify Store. Normalizes hospital MRF files (CMS v3 JSON + CSV) into one schema with payer + procedure + negotiated rate rows. Pay per row.
Ribbon Health APIs.json profile for API Evangelist catalog
Local-first healthcare data pipeline for CMS hospital price transparency MRFs, using Python, DuckDB, dbt, and Parquet to download, snapshot, parse, validate, and model messy JSON/CSV hospital pricing data.
Temple University Health System
Open-source parsers that turn painful US public health datasets into tidy CSV. Maintained by Healthparse (healthparse.io).
Turquoise Health APIs.json profile
Add a description, image, and links to the price-transparency topic page so that developers can more easily learn about it.
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