X-Ray Assembler Data

This data package contains the information about components for each X-Ray assembler equipment, locations of X-Ray assembler equipment including name, full address and phone number and use codes.

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1. X-Ray Assembler Components

X-Ray Assembler Components dataset contains the releasable information submitted on form Food and Drug Administration (FDA) 2579 Block 4(h) - under Component Information.

2. X-Ray Assembler Equipment Locations

X-Ray Assembler Equipment Locations dataset contains the releasable information submitted on form Food and Drug Administration (FDA) 2579 Block 1 - Equipment Location.

3. X-Ray Assembler Use Codes

X-Ray Assembler Use Codes dataset contains the releasable information submitted on form Food and Drug Administration (FDA) 2579 Block 3 - General Information.

We deliver high-quality data

• Each dataset goes through 3 levels of quality review
  • 2 Manual reviews are done by domain experts
  • Then, an automated set of 60+ validations enforces every datum matches metadata & defined constraints
• Data is normalized into one unified type system
  • All dates, unites, codes, currencies look the same
  • All null values are normalized to the same value
  • All dataset and field names are SQL and Hive compliant
• Data and Metadata
  • Data is available in both CSV and Apache Parquet format, optimized for high read performance on distributed Hadoop, Spark & MPP clusters
  • Metadata is provided in the open Frictionless Data standard, and its every field is normalized & validated
• Data Updates
  • Data updates support replace-on-update: outdated foreign keys are deprecated, not deleted

Our data is curated and enriched by domain experts

Each dataset is manually curated by our team of doctors, pharmacists, public health & medical billing experts:

• Field names, descriptions, and normalized values are chosen by people who actually understand their meaning
• Healthcare & life science experts add categories, search keywords, descriptions and more to each dataset
• Both manual and automated data enrichment supported for clinical codes, providers, drugs, and geo-locations
• The data is always kept up to date – even when the source requires manual effort to get updates
• Support for data subscribers is provided directly by the domain experts who curated the data sets
• Every data source’s license is manually verified to allow for royalty-free commercial use and redistribution.

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John Snow Labs , an AI and NLP for healthcare company, provides state-of-the-art software, models, and data to help healthcare and life science organizations build, deploy, and operate AI projects.