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 Not Null
Column Values to Match Regex
Column Values to not Match Regex
Column Values to Be in Set
Column Values to Be Not In Set
Column Values to Be Between
Column Values Missing Count to Be Equal
Column Values Lengths to Be Between
Column Value Max to Be Between
Column Value Min to Be Between
Column Value Mean to Be Between
Column Value Median to Be Between
Column Values Sum to Be Between
Column Values Standard Deviation to Be Between
Column Values To Be At Expected Location

Column Values to Be Unique

Makes sure that there are no duplicate values in a given column. Dimension: Uniqueness 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

- name: myTestName
  description: test description
  columnName: columnName
  testDefinitionName: columnValuesToBeUnique
  computePassedFailedRowCount: <true or false>
  parameterValues:
    - name: columnNames
      value: true

JSON Config

{
    "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. Dimension: Completeness 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

- name: myTestName
  description: test description
  columnName: columnName
  testDefinitionName: columnValuesToBeNotNull
  computePassedFailedRowCount: <true or false>
  parameterValues:
    - name: columnValuesToBeNotNull
      value: true

JSON Config

{
    "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 Dimension: Validity 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

- name: myTestName
  description: test description
  columnName: columnName
  testDefinitionName: columnValuesToMatchRegex
  computePassedFailedRowCount: <true or false>
  parameterValues:
    - name: regex
      value: "%something%"

JSON Config

{
    "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 Dimension: Validity 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

- name: myTestName
  description: test description
  columnName: columnName
  testDefinitionName: columnValuesToMatchRegex
  computePassedFailedRowCount: <true or false>
  parameterValues:
    - name: forbiddenRegex
      value: "%something%"

JSON Config

{
    "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. Dimension: Validity 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

- name: myTestName
  testDefinitionName: columnValuesToBeInSet
  columnName: columnName
  computePassedFailedRowCount: <true or false>
  parameterValues:
    - name: allowedValues
      value: '["forbidden1", "forbidden2"]'
    - name: matchEnum
      value: ""  # or true

JSON Config

{
    "name": "myTestName",
    "description": "test description",
    "columnName": "columnName",
    "testDefinitionName": "columnValuesToBeInSet",
    "parameterValues": [
        {
            "name": "allowedValues",
            "value": [
                "forbidden1",
                "forbidden2"
            ]
        },
        {
            "name": "matchEnum",
            "value": ""
        }
    ]
}

JSON Config

{
    "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. Dimension: Validity 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

- name: myTestName
  description: test description
  columnName: columnName
  testDefinitionName: columnValuesToBeNotInSet
  computePassedFailedRowCount: <true or false>
  parameterValues:
    - name: forbiddenValues
      value: ["forbidden1", "forbidden2"]

JSON Config

{
    "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.

Dimension: Accuracy 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

- name: myTestName
  description: test description
  columnName: columnName
  testDefinitionName: columnValuesToBeBetween
  computePassedFailedRowCount: <true or false>
  parameterValues:
    - name: minValue
      value: ["forbidden1", "forbidden2"]

JSON Config

{
    "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. Dimension: Completeness 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

- name: myTestName
  description: test description
  columnName: columnName
  testDefinitionName: columnValuesMissingCountToBeEqual
  parameterValues:
    - name: missingValueMatch
      value: ["NA", "N/A"]
    - name: missingCountValue
      value: 100

JSON Config

{
    "name": "myTestName",
    "description": "test description",
    "columnName": "columnName",
    "testDefinitionName": "columnValuesMissingCountToBeEqual",
    "parameterValues": [
        {
            "name": "missingValueMatch",
            "value": [
                "NA",
                "N/A"
            ]
        },
        {
            "name": "missingCountValue",
            "value": 100
        }
    ]
}

JSON Config

{
    "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.

Dimension: Accuracy 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

- name: myTestName
  description: test description
  columnName: columnName
  testDefinitionName: columnValueLengthsToBeBetween
  computePassedFailedRowCount: <true or false>
  parameterValues:
    - name: minLength
      value: 50
    - name: maxLength
      value: 100

JSON Config

{
    "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.

Dimension: Accuracy 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

- name: myTestName
  description: test description
  columnName: columnName
  testDefinitionName: columnValueMaxToBeBetween
  parameterValues:
    - name: minValueForMaxInCol
      value: 50
    - name: maxValueForMaxInCol
      value: 100

JSON Config

{
    "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.

Dimension: Accuracy 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

- name: myTestName
  description: test description
  columnName: columnName
  testDefinitionName: columnValueMinToBeBetween
  parameterValues:
    - name: minValueForMinInCol
      value: 10
    - name: maxValueForMinInCol
      value: 50

JSON Config

{
    "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.

Dimension: Accuracy 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

- name: myTestName
  description: test description
  columnName: columnName
  testDefinitionName: columnValueMeanToBeBetween
  parameterValues:
    - name: minValueForMeanInCol
      value: 5
    - name: maxValueForMeanInCol
      value: 10

JSON Config

{
    "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.

Dimension: Accuracy 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

- name: myTestName
  description: test description
  columnName: columnName
  testDefinitionName: columnValueMedianToBeBetween
  parameterValues:
    - name: minValueForMedianInCol
      value: 5
    - name: maxValueForMedianInCol
      value: 10

JSON Config

{
    "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.

Dimension: Accuracy 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

- name: myTestName
  description: test description
  columnName: columnName
  testDefinitionName: columnValueMedianToBeBetween
  parameterValues:
    - name: minValueForMedianInCol
      value: 5
    - name: maxValueForMedianInCol
      value: 10

JSON Config

{
    "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.

Dimension: Accuracy 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

- name: myTestName
  description: test description
  columnName: columnName
  testDefinitionName: columnValueStdDevToBeBetween
  parameterValues:
    - name: minValueForStdDevInCol
      value: 5
    - name: maxValueForStdDevInCol
      value: 10

JSON Config

{
    "name": "myTestName",
    "description": "test description",
    "columnName": "columnName",
    "testDefinitionName": "columnValueStdDevToBeBetween",
    "parameterValues": [
        {
            "name": "minValueForStdDevInCol",
            "value": 5
        },
        {
            "name": "maxValueForStdDevInCol",
            "value": 10
        }
    ]
}

Column Values To Be At Expected Location

Validate the reference value for a column is a the expected geographic location

Data will be temporarely stored in memory while the test case is running to validate the location. Not data will be permanently stored. France is the only supported location at this time. To add any additional location please reach out to the team in our slack support channel

Dimension: Accuracy Properties

locationReferenceType: the type of location refernce CITY or POSTAL_CODE
longitudeColumnName: longitude column name
latitudeColumnName: latitude column name
radius: radius in meter from which the location can be from the expected lat/long — acts as a buffer

Behavior

Condition	Status
column values lat/long is within the polygon of the column reference (+/- radius)	Success ✅
column values lat/long is outside the polygon of the column reference (+/- radius)	Failed ❌

YAML Config

- name: ExpectedGeoLocation
  testDefinitionName: ColumnValuesToBeAtExpectedLocation
  columnName: "Code Insee"
  parameterValues:
    - name: locationReferenceType
      value: POSTAL_CODE
    - name: longitudeColumnName
      value: "Coordonnée Y"
    - name: latitudeColumnName
      value: "Coordonnée X"
    - name: radius
      value: "1000"

JSON Config

  {
    "name": "ExpectedGeoLocation",
    "testDefinitionName": "ColumnValuesToBeAtExpectedLocation",
    "columnName": "Code Insee",
    "parameterValues": [
      {
        "name": "locationReferenceType",
        "value": "POSTAL_CODE"
      },
      {
        "name": "longitudeColumnName",
        "value": "Coordonnée Y"
      },
      {
        "name": "latitudeColumnName",
        "value": "Coordonnée X"
      },
      {
        "name": "radius",
        "value": "1000"
      }
    ]
  }

​Column Tests

​Column Values to Be Unique

​Column Values to Be Not Null

​Column Values to Match Regex

​Column Values to not Match Regex

​Column Values to Be in Set

​Column Values to Be Not In Set

​Column Values to Be Between

​Column Values Missing Count to Be Equal

​Column Values Lengths to Be Between

​Column Value Max to Be Between

​Column Value Min to Be Between

​Column Value Mean to Be Between

​Column Value Median to Be Between

​Column Values Sum to Be Between

​Column Values Standard Deviation to Be Between

​Column Values To Be At Expected Location

Column Tests

Column Values to Be Unique

Column Values to Be Not Null

Column Values to Match Regex

Column Values to not Match Regex

Column Values to Be in Set

Column Values to Be Not In Set

Column Values to Be Between

Column Values Missing Count to Be Equal

Column Values Lengths to Be Between

Column Value Max to Be Between

Column Value Min to Be Between

Column Value Mean to Be Between

Column Value Median to Be Between

Column Values Sum to Be Between

Column Values Standard Deviation to Be Between

Column Values To Be At Expected Location