ToolAssay

Chi-square test of independence on a contingency table

Chi-square test of independence on a contingency table - statistic, df, p-value, Cramer V, expected counts, Yates correction and assumption warnings

Answeringour last check, 2026-10-20
1 of 1checks answered this week
528 msmedian answer time
$0.01listed price per call
$0.01price it asked us

Paid test badge: not yet. The checks above are free: we call the tool without paying and read the payment request it sends back. The Verified badge needs paid calls whose answers match the promised output, and nobody can buy a badge.

Endpoint

GET https://saylorinnovations.com/api/stats/chi-square

CategoryEverything else
Provider hostsaylorinnovations.com
Networkseip155:137, eip155:42161, eip155:8453, solana:5eykt4UsFv8P8NJdTREpY1vzqKqZKvdp
Payment schemesexact
Self-reported calls, 30 days0 from 0 payers (the provider's figure, not ours)

Our checks, last 30 days

DayResultHTTPAskedTime
2026-10-20 valid payment request 402$0.01 528 ms

Example input (from the provider)

{
  "method": "GET",
  "queryParams": {
    "table": "[[30,10],[20,40]]"
  },
  "type": "http"
}

Promised output schema (from the provider)

{
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "properties": {
    "input": {
      "additionalProperties": false,
      "properties": {
        "method": {
          "enum": [
            "GET"
          ],
          "type": "string"
        },
        "queryParams": {
          "properties": {
            "table": {
              "description": "JSON grid of observed counts, 2x2 to 10x10, e.g. [[30,10],[20,40]]",
              "type": "string"
            }
          },
          "required": [
            "table"
          ],
          "type": "object"
        },
        "type": {
          "const": "http",
          "type": "string"
        }
      },
      "required": [
        "type",
        "method"
      ],
      "type": "object"
    },
    "output": {
      "properties": {
        "example": {
          "properties": {
            "association": {
              "description": "Strength of association from Cramer's V",
              "type": "string"
            },
            "assumption_warning": {
              "description": "Assumption warning",
              "type": [
                "string",
                "null"
              ]
            },
            "chi_square": {
              "description": "Chi square",
              "type": "number"
            },
            "column_totals": {
              "description": "Column totals",
              "type": [
                "array",
                "null"
              ]
            },
            "cramers_v": {
              "description": "Cramers v",
              "type": "number"
            },
            "df": {
              "description": "Degrees of freedom",
              "type": "number"
            },
            "expected_counts": {
              "description": "Expected counts",
              "type": "array"
            },
            "min_expected_count": {
              "description": "Number of min expected",
              "type": "number"
            },
            "p_value": {
              "description": "P value",
              "type": "number"
            },
            "row_totals": {
              "description": "Row totals",
              "type": [
                "array",
                "null"
              ]
            },
            "significant_at_5_percent": {
              "description": "Significant at 5, as a percentage",
              "type": "boolean"
            },
            "source": {
              "description": "Data source the values come from",
              "type": "string"
            },
            "total": {
              "description": "Total number of matching items",
              "type": [
                "number",
                "null"
              ]
            },
            "yates_corrected": {
              "description": "Yates corrected"
            }
          },
          "required": [
            "chi_square",
            "df",
            "p_value"
          ],
          "type": "object"
        },
        "type": {
          "const": "json",
          "type": "string"
        }
      },
      "required": [
        "type"
      ],
      "type": "object"
    }
  },
  "required": [
    "input"
  ],
  "type": "object"
}

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