2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								---
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								title: Tests
							 
						 
					
						
							
								
									
										
										
										
											2022-10-05 21:54:02 -07:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								slug: /connectors/ingestion/workflows/data-quality/tests
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								---
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								# Test
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								Here you can see all the supported tests definitions and how to configure them in the YAML config file.
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								A **Test Definition**  is a generic definition of a test. This Test Definition then gets specified in a Test Case. This Test Case is where the parameter(s) of a Test Definition are specified.
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								In this section, you will learn what tests we currently support and how to configure them in the YAML/JSON config file.
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								## Table Tests
 
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								Tests applied on top of a Table. Here is the list of all table tests:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Table Row Count to Equal ](#table-row-count-to-equal )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Table Row Count to be Between ](#table-row-count-to-be-between )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Table Column Count to Equal ](#table-column-count-to-equal )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Table Column Count to be Between ](#table-column-count-to-be-between )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Table Column Name to Exist ](#table-column-name-to-exist )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Table Column to Match Set ](#table-column-to-match-set )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Table Custom SQL Test ](#table-custom-sql-test )
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								### Table Row Count to Equal
 
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								Validate the total row count in the table is equal to the given value.
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Properties**:
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `value` : Expected number of rows.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition                                                  | Status    |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|----------------------------------------------------------|---------|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| `value`  **match**  the number of rows in the table          | Success ✅ |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| `value`  **does not match**  the number of rows in the table | Failed ❌  |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: tableRowCountToEqual
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: value
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 2
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "tableRowCountToEqual",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "value",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 2
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								### Table Row Count to be Between
 
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								Validate the total row count is within a given range of values.
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Properties**:
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `minValue` : Lower bound of the interval. If informed, the number of rows should be bigger than this number.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `maxValue` : Upper bound of the interval. If informed, the number of rows should be lower than this number.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								Any of those two need to be informed.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|The number of rows in the table **is between**  `minValue`  and `maxValue` | Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|The number of rows in the table **is not between**  `minValue`  and `maxValue` |Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: tableRowCountToBeBetween
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: minValue
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 10
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: maxValue
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 10
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "tableRowCountToBeBetween",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "minValue",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 10
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        },
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "maxValue",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 10
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								### Table Column Count to Equal
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								Validate that the number of columns in a table is equal to a given value.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `columnCount` : Expected number of columns.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|`columnCount`  **matches**  the number of column in the table| Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|`columnCount`  **does not matches**  the number of column in the table|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: tableColumnCountToEqual
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: columnCount
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 5
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "tableColumnCountToEqual",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "columnCount",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 5
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								### Table Column Count to be Between
 
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								Validate the number of columns in a table is between the given value
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `minColValue` : lower bound
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `maxColValue` : upper bound
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|The number of columns in the table **is between**  `minColValue`  and `maxColValue` | Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|The number of columns in the table **is not between**  `minColValue`  and `maxColValue` |Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: tableColumnCountToBeBetween
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: minColValue
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 5
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: maxColValue
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 10
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "tableColumnCountToBeBetween",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "minColValue",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 5
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        },
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "maxColValue",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 10
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								### Table Column Name to Exist
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								Validate a column name is present in the table
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `columnName` : the name of the column to check for
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|`columnName`  **exists**  in the set of column name for the table| Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|`columnName`  **does not exists**  in the set of column name for the table|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: tableColumnNameToExist
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: columnName
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: order_id
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "tableColumnNameToExist",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "columnName",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": "order_id"
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								### Table Column to Match Set
 
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								Validate a list of table column name matches an expected set of columns
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `columnNames` : comma separated string of column name
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `ordered` : whether the test should check for column ordering. Default to False
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|[`ordered=False` ] `columnNames`  **matches**  the list of column names in the table **regarless of the order** |Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|[`ordered=True` ] `columnNames`  **matches**  the list of column names in the table **in the corresponding order**  (e.g. `["a","b"] == ["a","b"]` | Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|[`ordered=fALSE` ] `columnNames`  **does no match**  the list of column names in the table **regarless of the order** |Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|[`ordered=True` ] `columnNames`  **does no match**  the list of column names in the table **and/or the corresponding order**  (e.g. `["a","b"] != ["b","a"]` |Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: tableColumnToMatchSet
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: columnNames
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: "col1, col2, col3"
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: ordered
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: true
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "tableColumnToMatchSet",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "columnNames",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": "col1, col2, col3"
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        },
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "ordered",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": true
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								### Table Custom SQL Test
 
							 
						 
					
						
							
								
									
										
										
										
											2022-11-16 18:10:55 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								Write you own SQL test. The test will pass if the following condition is met:
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								-  The query result return 0 row
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `sqlExpression` : SQL expression
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|`sqlExpression`  returns **0 row** |Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|`sqlExpression`  returns **1 or more rows** |Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Example**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```sql
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								SELECT 
							 
						 
					
						
							
								
									
										
										
										
											2022-11-16 18:10:55 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								customer_id
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								FROM DUAL 
							 
						 
					
						
							
								
									
										
										
										
											2022-11-16 18:10:55 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								WHERE lifetime_value <  0 ; 
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```sql
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								SELECT 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								customer_id
							 
						 
					
						
							
								
									
										
										
										
											2022-11-16 18:10:55 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								FROM DUAL d
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								INNER JOIN OTHER o ON d.id = o.id
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								WHERE lifetime_value <  0 ; 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: tableCustomSQLQuery
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: sqlExpression
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: >
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        SELECT 
							 
						 
					
						
							
								
									
										
										
										
											2022-11-16 18:10:55 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								        customer_tier
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								        FROM DUAL 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        WHERE customer_tier = 'GOLD' and lifetime_value <  10000 ; 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "tableCustomSQLQuery",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "sqlExpression",
							 
						 
					
						
							
								
									
										
										
										
											2022-11-16 18:10:55 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								            "value": "SELECT  customer_tier FROM DUAL  WHERE customer_tier = 'GOLD' and lifetime_value <  10000 ; " 
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								## Column Tests
 
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								Tests applied on top of Column metrics. Here is the list of all column tests:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Column Values to Be Unique ](#column-values-to-be-unique )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Column Values to Be Not Null ](#column-values-to-be-not-null )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Column Values to Match Regex ](#column-values-to-match-regex )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Column Values to not Match Regex ](#column-values-to-not-match-regex )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Column Values to Be in Set ](#column-values-to-be-in-set )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Column Values to Be Not In Set ](#column-values-to-be-not-in-set )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Column Values to Be Between ](#column-values-to-be-between )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Column Values Missing Count to Be Equal ](#column-values-missing-count-to-be-equal )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Column Values Lengths to Be Between ](#column-values-lengths-to-be-between )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Column Value Max to Be Between ](#column-value-max-to-be-between )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Column Value Min to Be Between ](#column-value-min-to-be-between )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Column Value Mean to Be Between ](#column-value-mean-to-be-between )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Column Value Median to Be Between ](#column-value-median-to-be-between )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Column Values Sum to Be Between ](#column-values-sum-to-be-between )
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  [Column Values Standard Deviation to Be Between ](#column-values-standard-deviation-to-be-between )
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								### Column Values to Be Unique
 
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								Makes sure that there are no duplicate values in a given column.
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column values are unique|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column values are not unique|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `columnValuesToBeUnique` : To be set as `true` . This is required for proper JSON parsing in the profiler module.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: columnValuesToBeUnique
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: columnNames
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: true
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "columnValuesToBeUnique",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "columnNames",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": true
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								### Column Values to Be Not Null
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								Validates that there are no null values in the column.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `columnValuesToBeNotNull` : To be set as `true` . This is required for proper JSON parsing in the profiler module.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|No `NULL`  values are present in the column|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|1 or more `NULL`  values are present in the column|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: columnValuesToBeNotNull
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: columnValuesToBeNotNull
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: true
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "columnValuesToBeNotNull",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "columnValuesToBeNotNull",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": true
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								### Column Values to Match Regex
 
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								This test allows us to specify how many values in a column we expect that will match a certain regex expression. Please note that for certain databases we will fall back to SQL `LIKE`  expression. The databases supporting regex pattern as of 0.13.2 are:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  redshift
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  postgres
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  oracle
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  mysql
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  mariaDB
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  sqlite
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  clickhouse
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  snowfalke
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								The other databases will fall back to the `LIKE`  expression
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								*  `regex` : expression to match a regex pattern. E.g., `[a-zA-Z0-9]{5}` .
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|All column values match `regex` |Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|1 or more column values do not match `regex` |Failed ❌|
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: columnValuesToMatchRegex
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: regex
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: "%something%"
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "columnValuesToMatchRegex",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "regex",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": "%something%"
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								### Column Values to not Match Regex
 
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								This test allows us to specify values in a column we expect that will not match a certain regex expression. If the test find values matching the `forbiddenRegex`  the test will fail. Please note that for certain databases we will fall back to SQL `LIKE`  expression. The databases supporting regex pattern as of 0.13.2 are:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  redshift
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  postgres
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  oracle
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  mysql
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  mariaDB
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  sqlite
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  clickhouse
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								-  snowfalke
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								The other databases will fall back to the `LIKE`  expression
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								*  `regex` : expression to match a regex pattern. E.g., `[a-zA-Z0-9]{5}` .
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|0 column value match `regex` |Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|1 or more column values match `regex` |Failed ❌|
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: columnValuesToMatchRegex
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: forbiddenRegex
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: "%something%"
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "columnValuesToMatchRegex",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "forbiddenRegex",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": "%something%"
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								### Column Values to Be in Set
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								Validate values form a set are present in a column.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `allowedValues` : List of allowed strings or numbers.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|1 or more values from `allowedValues`  is found in the column|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|0 value from `allowedValues`  is found in the column|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: columnValuesToBeInSet
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: allowedValues
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: ["forbidden1", "forbidden2"]
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "columnValuesToBeInSet",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "allowedValues",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								                "forbidden1",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								                "forbidden2"
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            ]
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								### Column Values to Be Not In Set
 
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								Validate that there are no values in a column in a set of forbidden values.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `forbiddenValues` : List of forbidden strings or numbers.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|0 value from `forbiddenValues`  is found in the column|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|1 or more values from `forbiddenValues`  is found in the column|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: columnValuesToBeNotInSet
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: forbiddenValues
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: ["forbidden1", "forbidden2"]
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "columnValuesToBeNotInSet",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "forbiddenValues",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								                "forbidden1",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								                "forbidden2"
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            ]
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								### Column Values to Be Between
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								Validate that the values of a column are within a given range.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								>  Only supports numerical types.
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `minValue` : Lower bound of the interval. If informed, the column values should be bigger than this number.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `maxValue` : Upper bound of the interval. If informed, the column values should be lower than this number.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								Any of those two need to be informed.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|value is **between**  `minValue`  and `maxValue` |Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|value is **greater**  than `minValue`  if only `minValue`  is specified|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|value is **less**  then `maxValue`  if only `maxValue`  is specified|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|value is **not between**  `minValue`  and `maxValue` |Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|value is **less**  than `minValue`  if only `minValue`  is specified|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|value is **greater**  then `maxValue`  if only `maxValue`  is specified|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: columnValuesToBeBetween
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: minValue
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: ["forbidden1", "forbidden2"]
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "columnValuesToBeBetween",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "minValue",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								                "forbidden1",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								                "forbidden2"
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            ]
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								### Column Values Missing Count to Be Equal
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								Validates that the number of missing values matches a given number. Missing values are the sum of nulls, plus the sum of values in a given list which we need to consider as missing data. A clear example of that would be `NA`  or `N/A` .
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `missingCountValue` : The number of missing values needs to be equal to this. This field is mandatory.
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								*  `missingValueMatch`  (Optional): A list of strings to consider as missing values.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|Number of missing value is **equal**  to `missingCountValue` |Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|Number of missing value is **not equal**  to `missingCountValue` |Failed ❌|
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: columnValuesMissingCountToBeEqual
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: missingValueMatch
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: ["NA", "N/A"]
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: missingCountValue
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 100
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "columnValuesMissingCountToBeEqual",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "missingValueMatch",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								                "NA",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								                "N/A"
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            ]
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        },
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "missingCountValue",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 100
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "columnValuesMissingCountToBeEqual",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "missingValueMatch",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								                "NA",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								                "N/A"
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            ]
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        },
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "missingCountValue",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 100
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								### Column Values Lengths to Be Between
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								Validates that the lengths of the strings in a column are within a given range.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								>  Only supports concatenable types.
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `minLength` : Lower bound of the interval. If informed, the string length should be bigger than this number.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `maxLength` : Upper bound of the interval. If informed, the string length should be lower than this number.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								Any of those two need to be informed.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|value length is **between**  `minLength`  and `maxLength` |Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|value length is **greater**  than `minLength`  if only `minLength`  is specified|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|value length is **less**  then `maxLength`  if only `maxLength`  is specified|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|value length is **not between**  `minLength`  and `maxLength` |Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|value length is **less**  than `minLength`  if only `minLength`  is specified|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|value length is **greater**  then `maxLength`  if only `maxLength`  is specified|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: columnValueLengthsToBeBetween
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: minLength
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 50
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: maxLength
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 100
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "columnValueLengthsToBeBetween",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "minLength",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 50
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        },
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "maxLength",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 100
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-06-27 15:14:04 +02:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								### Column Value Max to Be Between
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								Validate the maximum value of a column is between a specific range
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								>  Only supports numerical types.
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `minValueForMaxInCol` : lower bound
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `maxValueForMaxInCol` : upper bound
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column max value is **between**  `minValueForMaxInCol`  and `maxValueForMaxInCol` |Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column max value is **greater**  than `minValueForMaxInCol`  if only `minValueForMaxInCol`  is specified|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column max value is **less**  then `maxValueForMaxInCol`  if only `maxValueForMaxInCol`  is specified|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column max value is **not between**  `minValueForMaxInCol`  and `maxValueForMaxInCol` |Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column max value is **less**  than `minValueForMaxInCol`  if only `minValueForMaxInCol`  is specified|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column max value is **greater**  then `maxValueForMaxInCol`  if only `maxValueForMaxInCol`  is specified|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: columnValueMaxToBeBetween
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: minValueForMaxInCol
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 50
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: maxValueForMaxInCol
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 100
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "columnValueMaxToBeBetween",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "minValueForMaxInCol",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 50
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        },
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "maxValueForMaxInCol",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 100
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								### Column Value Min to Be Between
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								Validate the minimum value of a column is between a specific range
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								>  Only supports numerical types.
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `minValueForMinInCol` : lower bound
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `maxValueForMinInCol` : upper bound
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column min value is **between**  `minValueForMinInCol`  and `maxValueForMinInCol` |Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column min value is **greater**  than `minValueForMinInCol`  if only `minValueForMinInCol`  is specified|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column min value is **less**  then `maxValueForMinInCol`  if only `maxValueForMinInCol`  is specified|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column min value is **not between**  `minValueForMinInCol`  and `maxValueForMinInCol` |Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column min value is **less**  than `minValueForMinInCol`  if only `minValueForMinInCol`  is specified|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column min value is **greater**  then `maxValueForMinInCol`  if only `maxValueForMinInCol`  is specified|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: columnValueMinToBeBetween
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: minValueForMinInCol
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 10
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: maxValueForMinInCol
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 50
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "columnValueMinToBeBetween",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "minValueForMinInCol",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 10
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        },
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "maxValueForMinInCol",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 50
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								### Column Value Mean to Be Between
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								Validate the mean of a column is between a specific range
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								>  Only supports numerical types.
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `minValueForMeanInCol` : lower bound
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `maxValueForMeanInCol` : upper bound
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column mean value is **between**  `minValueForMeanInCol`  and `maxValueForMeanInCol` |Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column mean value is **greater**  than `minValueForMeanInCol`  if only `minValueForMeanInCol`  is specified|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column mean value is **less**  then `maxValueForMeanInCol`  if only `maxValueForMeanInCol`  is specified|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column mean value is **not between**  `minValueForMeanInCol`  and `maxValueForMeanInCol` |Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column mean value is **less**  than `minValueForMeanInCol`  if only `minValueForMeanInCol`  is specified|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column mean value is **greater**  then `maxValueForMeanInCol`  if only `maxValueForMeanInCol`  is specified|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: columnValueMeanToBeBetween
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: minValueForMeanInCol
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 5
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: maxValueForMeanInCol
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 10
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "columnValueMeanToBeBetween",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "minValueForMeanInCol",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 5
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        },
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "maxValueForMeanInCol",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 10
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								### Column Value Median to Be Between
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								Validate the median of a column is between a specific range
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								>  Only supports numerical types.
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `minValueForMedianInCol` : lower bound
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `maxValueForMedianInCol` : upper bound
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column median value is **between**  `minValueForMedianInCol`  and `maxValueForMedianInCol` |Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column median value is **greater**  than `minValueForMedianInCol`  if only `minValueForMedianInCol`  is specified|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column median value is **less**  then `maxValueForMedianInCol`  if only `maxValueForMedianInCol`  is specified|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column median value is **not between**  `minValueForMedianInCol`  and `maxValueForMedianInCol` |Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column median value is **less**  than `minValueForMedianInCol`  if only `minValueForMedianInCol`  is specified|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column median value is **greater**  then `maxValueForMedianInCol`  if only `maxValueForMedianInCol`  is specified|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: columnValueMedianToBeBetween
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: minValueForMedianInCol
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 5
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: maxValueForMedianInCol
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 10
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "columnValueMedianToBeBetween",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "minValueForMedianInCol",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 5
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        },
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "maxValueForMedianInCol",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 10
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								### Column Values Sum to Be Between
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								Validate the sum of a column is between a specific range
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								>  Only supports numerical types.
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `minValueForColSum` : lower bound
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `maxValueForColSum` : upper bound
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|Sum of the column values is **between**  `minValueForColSum`  and `maxValueForColSum` |Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|Sum of the column values is **greater**  than `minValueForColSum`  if only `minValueForColSum`  is specified|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|Sum of the column values is **less**  then `maxValueForColSum`  if only `maxValueForColSum`  is specified|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|Sum of the column values is **not between**  `minValueForColSum`  and `maxValueForColSum` |Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|Sum of the column values is **less**  than `minValueForColSum`  if only `minValueForColSum`  is specified|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|Sum of the column values is **greater**  then `maxValueForColSum`  if only `maxValueForColSum`  is specified|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: columnValueMedianToBeBetween
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: minValueForMedianInCol
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 5
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: maxValueForMedianInCol
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 10
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "columnValueMedianToBeBetween",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "minValueForMedianInCol",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 5
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        },
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "maxValueForMedianInCol",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 10
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								### Column Values Standard Deviation to Be Between
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								Validate the standard deviation of a column is between a specific range
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								>  Only supports numerical types.
 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								**Properties**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `minValueForStdDevInCol` : lower bound
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								*  `minValueForStdDevInCol` : upper bound
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2023-02-03 16:34:51 +01:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**Behavior**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| Condition      | Status |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								| ----------- | ----------- |
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column values standard deviation is **between**  `minValueForStdDevInCol`  and `minValueForStdDevInCol` |Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column values standard deviation is **greater**  than `minValueForStdDevInCol`  if only `minValueForStdDevInCol`  is specified|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column values standard deviation is **less**  then `minValueForStdDevInCol`  if only `minValueForStdDevInCol`  is specified|Success ✅|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column values standard deviation is **not between**  `minValueForStdDevInCol`  and `minValueForStdDevInCol` |Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column values standard deviation is **less**  than `minValueForStdDevInCol`  if only `minValueForStdDevInCol`  is specified|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								|column values standard deviation is **greater**  then `minValueForStdDevInCol`  if only `minValueForStdDevInCol`  is specified|Failed ❌|
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**YAML Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```yaml
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								testDefinitionName: columnValueStdDevToBeBetween
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								parameterValues:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: minValueForStdDevInCol
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 5
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    -  name: maxValueForStdDevInCol
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								      value: 10
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								**JSON Config**
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```json
							 
						 
					
						
							
								
									
										
										
										
											2022-09-16 07:04:56 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								{
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "testDefinitionName": "columnValueStdDevToBeBetween",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    "parameterValues": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "minValueForStdDevInCol",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 5
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        },
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "name": "maxValueForStdDevInCol",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								            "value": 10
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								        }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								    ]
							 
						 
					
						
							
								
									
										
										
										
											2022-07-13 20:50:16 +02:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
							
								}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
							
								```