This data package contains the details of substances in drugs, biologics, foods and devices registered with a Unique I..
API Access
Est. Price
~$5,000/yr est.
Update Frequency
—
Pricing Tiers
1
Regions
1
Quality SignalsB
Freshness
Recently enriched
Complete
63%
API
API Available
Product Overview
Healthcare NLP & Clinical Data Platform$
Offering: A comprehensive suite of NLP-based clinical entity recognition models and structured healthcare datasets for pharmacovigilance, clinical research, and population health analytics.
Best for: Healthcare data scientists and clinical researchers building automated pipelines for medical record de-identification and drug safety monitoring.
Benefits
- Extensive library of pre-trained clinical NLP models
- Multi-language support for clinical de-identification
- High-granularity SDoH and clinical entity extraction
- Cost-effective pricing compared to enterprise-scale healthcare data platforms
Drawbacks
⚠ Limited longitudinal patient journey tracking compared to Komodo Health · ⚠ Requires technical integration via API rather than turnkey dashboard solutionsProduct Intelligence
Value Score
32
quality per $
Coverage
8
geo × freq × depth
Try-ability
20
ease of trial
Product Details
Use Cases
Clinical trial patient safety monitoring | Regulatory compliance and drug labeling | Pharmacovigilance and adverse event reporting | Supply chain ingredient transparency | Food allergen identification and tracking | Medical device regulatory submission | Health information technology interoperability
Coverage
United States
Delivery
API
Data Sources
government filings
Detected Use Cases
compliance regulatoryesg sustainabilityhealthcare pharmasupply chain
Pricing Tiers
Vedex estimate
~$5,000/yr est.
SUBSCRIPTIONMEDIUM
Add to Data Room
Get an instant price estimate based on your organization profile — seats, usage rights, and contract term.Estimated ~$5,000/yr est.
Request a sample directly from John Snow Labs.
Web Authority
High Authority13 mentions·3 platforms
Academic Papers
4 × 8 pts+32
LinkedIn
8 × 2 pts+16
Blogs & Newsletters
1 × 2 pts+2
Evidence5 sources
Academic Papers
Drug-disease networks and drug repurposing
Some drugs in the database are accompanied by a Unique Ingredient Identifier or UNII code, an alphanumeric code that allows cross-listing with other ...
Academic Papers
Improving Biomedical Knowledge Graph Quality
by KG Cortes · 2025 · Cited by 3 — Unique Ingredient Identifier (UNII),. MONDO ID, and OMIM ID for mappings, indicating that external identifiers are a core part of their.
Academic Papers
Drug-disease networks and drug repurposing
by A Polanco · 2025 · Cited by 1 — Some drugs in the database are accompanied by a Unique Ingredient Identifier or UNII code, an alphanumeric code that allows cross-listing ...
Data Dictionary
Expected fields and columns in this data product
About Unique Ingredient Identifier
Unique Ingredient Identifier is an alternative data product offered by John Snow Labs, available on databricks_marketplace. API access is available for programmatic integration. Vedex estimates pricing at roughly $5,000/yr (an estimate, not a vendor-published price).
This data package contains the details of substances in drugs, biologics, foods and devices registered with a Unique I..
About John Snow Labs
John Snow Labs is a data provider vendor based in Wilmington, Delaware, USA. The model is a powerful tool for extracting SDoH entities from clinical text. It was specifically trained to identify the conditions in which people are born, grow, live, work, and age that impacts th...