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docs: add 1.5.x-SNAPSHOT (#16694)
2024-06-18 15:53:06 +02:00
---
title: Tests
slug: /quality-and-observability/data-quality/tests
---
# Test
Here you can see all the supported tests definitions and how to configure them in the YAML config file.
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.
In this section, you will learn what tests we currently support and how to configure them in the YAML/JSON config file.
- [Table Tests](#table-tests)
- [Column Tests](#column-tests)
## Table Tests
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)
- [Table Row Inserted Count To Be Between](#table-row-inserted-count-to-be-between)
### Table Row Count to Equal
Validate the total row count in the table is equal to the given value.
**Properties**:
* `value`: Expected number of rows.
**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 ❌ |
**YAML Config**
```yaml
- name: myTestName
description: test description
testDefinitionName: tableRowCountToEqual
parameterValues:
- name: value
value: 2
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"testDefinitionName": "tableRowCountToEqual",
"parameterValues": [
{
"name": "value",
"value": 2
}
]
}
```
### Table Row Count to be Between
Validate the total row count is within a given range of values.
**Properties**:
* `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.
**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 ❌|
**YAML Config**
```yaml
- name: myTestName
description: test description
testDefinitionName: tableRowCountToBeBetween
parameterValues:
- name: minValue
value: 10
- name: maxValue
value: 10
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"testDefinitionName": "tableRowCountToBeBetween",
"parameterValues": [
{
"name": "minValue",
"value": 10
},
{
"name": "maxValue",
"value": 10
}
]
}
```
### Table Column Count to Equal
Validate that the number of columns in a table is equal to a given value.
**Properties**
* `columnCount`: Expected number of columns.
**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 ❌|
**YAML Config**
```yaml
- name: myTestName
description: test description
testDefinitionName: tableColumnCountToEqual
parameterValues:
- name: columnCount
value: 5
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"testDefinitionName": "tableColumnCountToEqual",
"parameterValues": [
{
"name": "columnCount",
"value": 5
}
]
}
```
### Table Column Count to be Between
Validate the number of columns in a table is between the given value
**Properties**
* `minColValue`: lower bound
* `maxColValue`: upper bound
**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 ❌|
**YAML Config**
```yaml
- name: myTestName
description: test description
testDefinitionName: tableColumnCountToBeBetween
parameterValues:
- name: minColValue
value: 5
- name: maxColValue
value: 10
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"testDefinitionName": "tableColumnCountToBeBetween",
"parameterValues": [
{
"name": "minColValue",
"value": 5
},
{
"name": "maxColValue",
"value": 10
}
]
}
```
### Table Column Name to Exist
Validate a column name is present in the table
**Properties**
* `columnName`: the name of the column to check for
**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 ❌|
**YAML Config**
```yaml
- name: myTestName
description: test description
testDefinitionName: tableColumnNameToExist
parameterValues:
- name: columnName
value: order_id
```
**JSON Config**
```json
{
"myTestName": "myTestName",
"testDefinitionName": "tableColumnNameToExist",
"parameterValues": [
{
"name": "columnName",
"value": "order_id"
}
]
}
```
### Table Column to Match Set
Validate a list of table column name matches an expected set of columns
**Properties**
* `columnNames`: comma separated string of column name
* `ordered`: whether the test should check for column ordering. Default to False
**Behavior**
| Condition | Status |
| ----------- | ----------- |
|[`ordered=False`] `columnNames` **matches** the list of column names in the table **regardless 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 **regardless 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 ❌|
**YAML Config**
```yaml
- name: myTestName
description: test description
testDefinitionName: tableColumnToMatchSet
parameterValues:
- name: columnNames
value: "col1, col2, col3"
- name: ordered
value: true
```
**JSON Config**
```json
{
"myTestName": "myTestName",
"testDefinitionName": "tableColumnToMatchSet",
"parameterValues": [
{
"name": "columnNames",
"value": "col1, col2, col3"
},
{
"name": "ordered",
"value": true
}
]
}
```
### Table Custom SQL Test
Write you own SQL test. When writting your query you can use 2 strategies:
- `ROWS` (default): expects the query to be written as `SELECT <field>, <field> FROM <foo> WHERE <condition>`. **Note** if your query returns a large amount of rows it might cause an "Out Of Memeory" error. In this case we recomend you to use the `COUNT` strategy.
- `COUNT`: expects the query to be written as `SELECT COUNT(<field>) FROM <foo> WHERE <condition>`.
**How to use the Threshold Parameter?**
The threshold allows you to define a limit for which you test should pass or fail - by defaut this number is 0. For example if my custom SQL query test returns 10 rows (or a COUNT value of 10) and my threshold is 5 the test will fail. If I update my threshold to 11 on my next run my test will pass.
**Properties**
* `sqlExpression`: SQL expression
* `strategy`: one of `ROWS` or `COUNT`
* `threshold`: an integer defining the threshold above which the test should fail (default to 0 if not specified)
**Behavior**
| Condition | Status |
| ----------- | ----------- |
|`sqlExpression` returns **row <= threshold (default to 0)**|Success ✅|
|`sqlExpression` returns **row > threshold (default to 0)**|Failed ❌|
**Example**
```sql
SELECT
customer_id
FROM DUAL
WHERE lifetime_value < 0;
```
```sql
SELECT
customer_id
FROM DUAL d
INNER JOIN OTHER o ON d.id = o.id
WHERE lifetime_value < 0;
```
**YAML Config**
```yaml
- name: myTestName
description: test description
testDefinitionName: tableCustomSQLQuery
parameterValues:
- name: sqlExpression
value: >
SELECT
customer_tier
FROM DUAL
WHERE customer_tier = 'GOLD' and lifetime_value < 10000;
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"testDefinitionName": "tableCustomSQLQuery",
"parameterValues": [
{
"name": "sqlExpression",
"value": "SELECT customer_tier FROM DUAL WHERE customer_tier = 'GOLD' and lifetime_value < 10000;"
}
]
}
```
### Table Row Inserted Count To Be Between
Validate the number of rows inserted for the defined period is between the expected range
{% note %}
The Table Row Inserted Count To Be Between cannot be executed against tables that have configured a partition in OpenMetadata. The logic of the test performed will be similar to executing a Table Row Count to be Between test against a table with a partition configured.
{% /note %}
**Properties**
* `Min Row Count`: Lower bound
* `Max Row Count`: Upper bound
* `Column Name`: The name of the column used to apply the range filter
* `Range Type`: One of `HOUR`, `DAY`, `MONTH`, `YEAR`
* `Interval`: The range interval (e.g. 1,2,3,4,5, etc)
**Behavior**
| Condition | Status |
| ----------- | ----------- |
|Number of rows **is between** `Min Row Count` and `Max Row Count`| Success ✅|
|Number of rows **is not between** `Min Row Count` and `Max Row Count|Failed ❌|
**YAML Config**
```yaml
- name: myTestName
description: test description
testDefinitionName: tableRowInsertedCountToBeBetween
parameterValues:
- name: min
value: 10
- name: max
value: 100
- name: columnName
value: colA
- name: rangeType
value: DAY
- name: rangeInterval
value: 1
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"testDefinitionName": "tableRowInsertedCountToBeBetween",
"parameterValues": [
{
"name": "min",
"value": 10
},
{
"name": "max",
"value": 100
},
{
"name": "columnName",
"value": "colA"
},
{
"name": "rangeType",
"value": "DAY"
},
{
"name": "rangeInterval",
"value": 1
}
]
}
```
## Column Tests
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)
### Column Values to Be Unique
Makes sure that there are no duplicate values in a given column.
**Behavior**
| Condition | Status |
| ----------- | ----------- |
|column values are unique|Success ✅|
|column values are not unique|Failed ❌|
**Properties**
* `columnValuesToBeUnique`: To be set as `true`. This is required for proper JSON parsing in the profiler module.
**YAML Config**
```yaml
- name: myTestName
description: test description
columnName: columnName
testDefinitionName: columnValuesToBeUnique
computePassedFailedRowCount: <true or false>
parameterValues:
- name: columnNames
value: true
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"columnName": "columnName",
"testDefinitionName": "columnValuesToBeUnique",
"parameterValues": [
{
"name": "columnNames",
"value": true
}
]
}
```
### Column Values to Be Not Null
Validates that there are no null values in the column.
**Properties**
* `columnValuesToBeNotNull`: To be set as `true`. This is required for proper JSON parsing in the profiler module.
**Behavior**
| Condition | Status |
| ----------- | ----------- |
|No `NULL` values are present in the column|Success ✅|
|1 or more `NULL` values are present in the column|Failed ❌|
**YAML Config**
```yaml
- name: myTestName
description: test description
columnName: columnName
testDefinitionName: columnValuesToBeNotNull
computePassedFailedRowCount: <true or false>
parameterValues:
- name: columnValuesToBeNotNull
value: true
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"columnName": "columnName",
"testDefinitionName": "columnValuesToBeNotNull",
"parameterValues": [
{
"name": "columnValuesToBeNotNull",
"value": true
}
]
}
```
### Column Values to Match Regex
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
- snowflake
The other databases will fall back to the `LIKE` expression
**Properties**
* `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 ❌|
**YAML Config**
```yaml
- name: myTestName
description: test description
columnName: columnName
testDefinitionName: columnValuesToMatchRegex
computePassedFailedRowCount: <true or false>
parameterValues:
- name: regex
value: "%something%"
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"columnName": "columnName",
"testDefinitionName": "columnValuesToMatchRegex",
"parameterValues": [
{
"name": "regex",
"value": "%something%"
}
]
}
```
### Column Values to not Match Regex
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
- snowflake
The other databases will fall back to the `LIKE` expression
**Properties**
* `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 ❌|
**YAML Config**
```yaml
- name: myTestName
description: test description
columnName: columnName
testDefinitionName: columnValuesToMatchRegex
computePassedFailedRowCount: <true or false>
parameterValues:
- name: forbiddenRegex
value: "%something%"
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"columnName": "columnName",
"testDefinitionName": "columnValuesToMatchRegex",
"parameterValues": [
{
"name": "forbiddenRegex",
"value": "%something%"
}
]
}
```
### Column Values to Be in Set
Validate values form a set are present in a column.
**Properties**
* `allowedValues`: List of allowed strings or numbers.
**Behavior**
| Condition | Status |
|------------------------------------------------------------------------------------------|-----------|
| `matchEnum` is `false` and 1 or more values from `allowedValues` is found in the column | Success ✅ |
| `matchEnum` is `true` and all columns have a value from `allowedValues` | Success ✅ |
| `matchEnum` is `false` 0 value from `allowedValues` is found in the column | Failed ❌ |
| `matchEnum` is `true` and 1 or more columns does not have a vluae from `allowedValues` | Failed ❌ |
**YAML Config**
```yaml
- name: myTestName
testDefinitionName: columnValuesToBeInSet
columnName: columnName
computePassedFailedRowCount: <true or false>
parameterValues:
- name: allowedValues
value: '["forbidden1", "forbidden2"]'
- name: matchEnum
value: "" # or true
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"columnName": "columnName",
"testDefinitionName": "columnValuesToBeInSet",
"parameterValues": [
{
"name": "allowedValues",
"value": [
"forbidden1",
"forbidden2"
]
},
{
"name": "matchEnum",
"value": ""
}
]
}
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"columnName": "columnName",
"testDefinitionName": "columnValuesToBeInSet",
"parameterValues": [
{
"name": "allowedValues",
"value": [
"forbidden1",
"forbidden2"
]
}
]
}
```
### Column Values to Be Not In Set
Validate that there are no values in a column in a set of forbidden values.
**Properties**
* `forbiddenValues`: List of forbidden strings or numbers.
**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 ❌|
**YAML Config**
```yaml
- name: myTestName
description: test description
columnName: columnName
testDefinitionName: columnValuesToBeNotInSet
computePassedFailedRowCount: <true or false>
parameterValues:
- name: forbiddenValues
value: ["forbidden1", "forbidden2"]
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"columnName": "columnName",
"testDefinitionName": "columnValuesToBeNotInSet",
"parameterValues": [
{
"name": "forbiddenValues",
"value": [
"forbidden1",
"forbidden2"
]
}
]
}
```
### Column Values to Be Between
Validate that the values of a column are within a given range.
> Only supports numerical types.
**Properties**
* `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.
**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 ❌|
**YAML Config**
```yaml
- name: myTestName
description: test description
columnName: columnName
testDefinitionName: columnValuesToBeBetween
computePassedFailedRowCount: <true or false>
parameterValues:
- name: minValue
value: ["forbidden1", "forbidden2"]
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"columnName": "columnName",
"testDefinitionName": "columnValuesToBeBetween",
"parameterValues": [
{
"name": "minValue",
"value": [
"forbidden1",
"forbidden2"
]
}
]
}
```
### 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`.
**Properties**
* `missingCountValue`: The number of missing values needs to be equal to this. This field is mandatory.
* `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 ❌|
**YAML Config**
```yaml
- name: myTestName
description: test description
columnName: columnName
testDefinitionName: columnValuesMissingCountToBeEqual
parameterValues:
- name: missingValueMatch
value: ["NA", "N/A"]
- name: missingCountValue
value: 100
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"columnName": "columnName",
"testDefinitionName": "columnValuesMissingCountToBeEqual",
"parameterValues": [
{
"name": "missingValueMatch",
"value": [
"NA",
"N/A"
]
},
{
"name": "missingCountValue",
"value": 100
}
]
}
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"columnName": "columnName",
"testDefinitionName": "columnValuesMissingCountToBeEqual",
"parameterValues": [
{
"name": "missingValueMatch",
"value": [
"NA",
"N/A"
]
},
{
"name": "missingCountValue",
"value": 100
}
]
}
```
### 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.
**Properties**
* `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.
**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 ❌|
**YAML Config**
```yaml
- name: myTestName
description: test description
columnName: columnName
testDefinitionName: columnValueLengthsToBeBetween
computePassedFailedRowCount: <true or false>
parameterValues:
- name: minLength
value: 50
- name: maxLength
value: 100
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"columnName": "columnName",
"testDefinitionName": "columnValueLengthsToBeBetween",
"parameterValues": [
{
"name": "minLength",
"value": 50
},
{
"name": "maxLength",
"value": 100
}
]
}
```
### 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
**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 ❌|
**YAML Config**
```yaml
- name: myTestName
description: test description
columnName: columnName
testDefinitionName: columnValueMaxToBeBetween
parameterValues:
- name: minValueForMaxInCol
value: 50
- name: maxValueForMaxInCol
value: 100
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"columnName": "columnName",
"testDefinitionName": "columnValueMaxToBeBetween",
"parameterValues": [
{
"name": "minValueForMaxInCol",
"value": 50
},
{
"name": "maxValueForMaxInCol",
"value": 100
}
]
}
```
### 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
**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 ❌|
**YAML Config**
```yaml
- name: myTestName
description: test description
columnName: columnName
testDefinitionName: columnValueMinToBeBetween
parameterValues:
- name: minValueForMinInCol
value: 10
- name: maxValueForMinInCol
value: 50
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"columnName": "columnName",
"testDefinitionName": "columnValueMinToBeBetween",
"parameterValues": [
{
"name": "minValueForMinInCol",
"value": 10
},
{
"name": "maxValueForMinInCol",
"value": 50
}
]
}
```
### 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
**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 ❌|
**YAML Config**
```yaml
- name: myTestName
description: test description
columnName: columnName
testDefinitionName: columnValueMeanToBeBetween
parameterValues:
- name: minValueForMeanInCol
value: 5
- name: maxValueForMeanInCol
value: 10
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"columnName": "columnName",
"testDefinitionName": "columnValueMeanToBeBetween",
"parameterValues": [
{
"name": "minValueForMeanInCol",
"value": 5
},
{
"name": "maxValueForMeanInCol",
"value": 10
}
]
}
```
### 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
**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 ❌|
**YAML Config**
```yaml
- name: myTestName
description: test description
columnName: columnName
testDefinitionName: columnValueMedianToBeBetween
parameterValues:
- name: minValueForMedianInCol
value: 5
- name: maxValueForMedianInCol
value: 10
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"columnName": "columnName",
"testDefinitionName": "columnValueMedianToBeBetween",
"parameterValues": [
{
"name": "minValueForMedianInCol",
"value": 5
},
{
"name": "maxValueForMedianInCol",
"value": 10
}
]
}
```
### 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
**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 ❌|
**YAML Config**
```yaml
- name: myTestName
description: test description
columnName: columnName
testDefinitionName: columnValueMedianToBeBetween
parameterValues:
- name: minValueForMedianInCol
value: 5
- name: maxValueForMedianInCol
value: 10
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"columnName": "columnName",
"testDefinitionName": "columnValueMedianToBeBetween",
"parameterValues": [
{
"name": "minValueForMedianInCol",
"value": 5
},
{
"name": "maxValueForMedianInCol",
"value": 10
}
]
}
```
### 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
**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 ❌|
**YAML Config**
```yaml
- name: myTestName
description: test description
columnName: columnName
testDefinitionName: columnValueStdDevToBeBetween
parameterValues:
- name: minValueForStdDevInCol
value: 5
- name: maxValueForStdDevInCol
value: 10
```
**JSON Config**
```json
{
"name": "myTestName",
"description": "test description",
"columnName": "columnName",
"testDefinitionName": "columnValueStdDevToBeBetween",
"parameterValues": [
{
"name": "minValueForStdDevInCol",
"value": 5
},
{
"name": "maxValueForStdDevInCol",
"value": 10
}
]
}
```
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