X-Ray Assembler Data

**Overview**
This data package contains the FDA (Food and Drug Administration) X-Ray Assembler data including equipment locations, use codes and components.

**Description**
This data package contains the information about Components for each X-Ray Assembler Equipment, locations of X-Ray Assembler Equipment including Name, Full adress and Phone number and use codes.

**Benefits**
- Full access to fda x-ray assembler data_x000d_.
- access to x-ray releasable information submitted to fda via forms 2579 block 1, block 3 and block 4(h)._x000d_.

**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](https://www.johnsnowlabs.com/marketplace/) on John Snow Labs website. The subscription will allow you to use all John Snow Labs datasets and data packages for commercial purposes.

**Included Datasets**
- [X-Ray Assembler Components](https://www.johnsnowlabs.com/marketplace/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](https://www.johnsnowlabs.com/marketplace/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](https://www.johnsnowlabs.com/marketplace/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.

**Need Help?**
If you have questions about our products, contact us at [[e-mail]](mailto:[e-mail]).