ClickHouse/docs/en/sql-reference/aggregate-functions/reference/cramersv.md

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cramersV

Cramer's V (sometimes referred to as Cramer's phi) is a measure of association between two columns in a table. The result of the cramersV function ranges from 0 (corresponding to no association between the variables) to 1 and can reach 1 only when each value is completely determined by the other. It may be viewed as the association between two variables as a percentage of their maximum possible variation.

Syntax

cramersV(column1, column2)

Arguments

• column1 and column2 are the columns to be compared

Returned value

• a value between 0 (corresponding to no association between the columns' values) to 1 (complete association).

Return type is always Float64.

Example

The following two columns being compared below have no association with each other, so the result of cramersV is 0:

SELECT
    cramersV(a, b)
FROM
    (
        SELECT
            number % 3 AS a,
            number % 5 AS b
        FROM
            numbers(150)
    );

Result:

┌─cramersV(a, b)─┐
│              0 │
└────────────────┘

The following two columns below have a fairly close association, so the result of cramersV is a high value:

SELECT
    cramersV(a, b)
FROM
    (
        SELECT
            number % 10 AS a,
            number % 5 AS b
        FROM
            numbers(150)
    );

Result:

┌─────cramersV(a, b)─┐
│ 0.8944271909999159 │
└────────────────────┘