Mastered Entity Attributes for Healthcare Providers
By default, Healthcare Providers data products include mastered entity attributes and provider-specific enrichment attributes. You can also add custom attributes.
You can configure which attributes are included in the the data product's entities table and their order from the entities page. See Configuring Entity Attribute Display.
When configuring publish destinations and datasets, you can also select which attributes are included in the published output, as well as attribute names and order. See Publishing Data Products.
Providers (Golden Records) Dataset Attributes
The providers (golden records) dataset includes the following types of attributes:
- Primary attributes, which are the unified schema attributes to which source columns are mapped.
- Curation attributes, which are calculated values for attributes that can help with data curation, such as the number of similar clusters and cluster size.
- Uniformity attributes, which are the calculated uniformity scores for clusters and selected attributes.
- NPPES enrich attributes, which are the provider attributes added by NPPES enrichment.
Providers (Golden Records) Attributes
The following attributes are provided by default in the unified schema:
| Attribute Name |
|---|
| tamr_id |
| first_name |
| middle_name |
| family_name |
| full_name |
| name_prefix |
| name_suffix |
| gender |
| organization_name |
| npi |
| credentials |
| degree |
| graduation_year |
| license_state |
| license_number |
| license_status |
| provider_specialty |
| phone |
| date_of_birth |
| addresses.<address_type>.address |
| addresses.<address_type>.address_line_2 |
| addresses.<address_type>.city |
| addresses.<address_type>.state |
| addresses.<address_type>.postal_code |
| addresses.<address_type>.country |
| addresses.<address_type>.latitude |
| addresses.<address_type>.longitude |
Curation Attributes
Curation attributes are calculated metrics that can aid in data review and curation. These include:
| Attribute | Description |
|---|---|
curation.number_of_source_records | For each golden record, the number of source records in the cluster. |
curation.number_of_source_datasets | For each golden record, the number of source datasets from which source records in a cluster originated. |
curation.number_of_similar_entities | For each golden record, the number of similar golden records (entities). |
curation.maximum_similarity | For each golden record, the maximum similarity score for similar golden records. |
curation.number_of_verified_source_records | For each golden record, the number of source records verified in the cluster. |
Uniformity Attributes
Uniformity attributes are calculated values that measure the similarity (uniformity) of records within a cluster, and for values of selected attributes within a cluster. By default, an overall cluster_uniformity_score is calculated for each golden record. In the Configure Data Product page, you also can choose to calculate a similarity score for specific attributes.
Uniformity scores range from 0 to 1. For example, uniformity score of 1 for an attribute means that all records in the cluster have the same value for this attribute, while a uniformity score of 0 indicates that all records in this cluster have different values for this attribute.
Enrichment Attributes
This dataset contains attributes added by the data quality services and NPPES enrichment.
See NPPES Enrichment for the additional attributes added by this enrichment service.
See Phone Number and Address Standardization, Validation, and Geocoding for the attributes added by these data quality services.
Source Records Dataset Attributes
In addition to the attributes in the unified schema for your source datasets, this dataset includes clustering metadata fields to help you understand how each record was clustered. See Persistent Identifier Attributes in Data Products for more information about the clustering metadata attributes.
| Attribute Name |
|---|
| tamr_id |
| tamr_record_id |
| source_name |
| primary_key |
| first_name |
| middle_name |
| family_name |
| full_name |
| name_prefix |
| name_suffix |
| gender |
| organization_name |
| npi |
| credentials |
| degree |
| graduation_year |
| license_state |
| license_number |
| license_status |
| provider_specialty |
| phone |
| date_of_birth |
| addresses.<address_type>.address |
| addresses.<address_type>.address_line_2 |
| addresses.<address_type>.city |
| addresses.<address_type>.state |
| addresses.<address_type>.country |
| addresses.<address_type>.postal_code |
| addresses.<address_type>.latitude |
| addresses.<address_type>.longitude |
| clustering_metadata.ml_cluster_id |
| clustering_metadata.rule_cluster_id |
| clustering_metadata.verified_cluster_id |
| clustering_metadata.applied_clustering_rules |
Enhanced Source Records Dataset Attributes
In this dataset, source record values have been standardized and enhanced using the data quality services provided in the data product. In addition to the attributes in the source records dataset, above, this dataset includes attributes added by the Phone Number and Address Standardization, Validation, and Geocoding(doc:address-enrichment) data quality services.
Updated 2 days ago