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.
License Information
The use of John Snow Labs datasets is free for personal and research purposes. For commercial use please subscribe to the Data Library on AWS. The subscription will allow you to use all John Snow Labs datasets and data packages for commercial purposes.
Metadata
Description
Value
Data Package Complexity
Simple
Available Enrichments
N/A
Keywords
X-Ray Use Codes, X-Ray Assembler, X-Ray Components, X-Ray Locations, X-Ray Medical Device, X-Ray Forms
Other Titles
X-Ray Assembler Components, US X-Ray Assembler Data, FDA X-Ray Assembler Data, X-Ray Assembler Equipment Locations, X-Ray Assembler Codes
Included Datasets
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.
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.
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.
Data Engineering Overview
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Data updates support replace-on-update: outdated foreign keys are deprecated, not deleted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.
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.
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