Data Integrity Tests
Table of Contents:
- Uniqueness Tests
- Data Completeness Tests
- Data Validation Tests
- Count Validation Tests
1. Uniqueness Tests
Rates Table Duplicate ID Check
File: sql/qa/rates_no_duplicate_ids.sql
Verifies that the id
field in the rates table contains no duplicate values.
SELECT count(*) as n
FROM (
SELECT id, count(*) as cnt
FROM {{ table }}
GROUP BY id
HAVING count(*) > 1
) duplicates
SSP Network Provider ID Uniqueness
File: sql/qa/ssp_no_duplicate_network_ssp_ids.sql
Ensures no duplicate network_provider_ssp_id
values exist for non-cash payers in the SSP table.
SELECT count(*) as n
FROM (
SELECT network_provider_ssp_id, count(*) as cnt
FROM {{ table }}
WHERE payer_id != '0'
GROUP BY network_provider_ssp_id
HAVING count(*) > 1
) duplicates
SSP Network Sub Package ID Uniqueness
File: sql/qa/ssp_no_duplicate_network_sub_package_ids.sql
Similar to the above test but for network_sub_package_id
field.
2. Data Completeness Tests
Non-Null Column Validation
File: sql/qa/rates_no_all_null_columns.sql
, sql/qa/ssp_no_all_null_columns.sql
Checks that no columns in the rates or SSP tables contain only NULL values.
Final Rates Output Validation
File: sql/qa/final_rates_not_null.sql
Verifies that the final rates processing step produces output data.
SELECT count(*) as n
FROM {{ table }}
Final SSP Output Validation
File: sql/qa/final_ssp_not_null.sql
Verifies that the final SSP processing step produces output data.
3. Data Validation Tests
Source Field Validation
Function: test_ssp_source_not_null()
File: sql/qa/rates_source_not_null.sql
Ensures that the source
field is populated in SSP data.
Fee Type Validation
File: sql/qa/rates_valid_fee_types.sql
Validates that fee_type
contains only expected values.
SELECT count(*) as n
FROM {{ table }}
WHERE fee_type NOT IN ('professional', 'facility')
Provider Type Validation
File: sql/qa/rates_valid_provider_types.sql
Validates that provider types conform to expected values.
4. Count Validation Tests
Expected SSP IDs
File: sql/qa/rates_expected_ssp_ids.sql
Validates that rates data contains expected SSP ID references.
Network Count Validation
File: sql/qa/rates_network_count.sql
Validates expected number of networks in rates data.
Payer Count Validation
File: sql/qa/rates_payer_count.sql
Validates expected number of payers in rates data.
Provider Count Validation
File: sql/qa/rates_provider_count.sql
Validates expected number of providers in rates data.
Cash Provider Count
File: sql/qa/ssp_provider_count_cash.sql
Validates provider count specifically for cash (payer_id = '0') transactions.