Chi-square goodness of fit (observed vs expected counts) or independence test on
Chi-square goodness of fit (observed vs expected counts) or independence test on a table, with p-value and effect size.
Answeringour last check, 2026-10-21
1 of 1checks answered this week
798 msmedian answer time
$0.02listed price per call
$0.02price 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://stats-tests.x402tookit.com/chi-square-test
| Category | Everything else |
|---|---|
| Provider host | stats-tests.x402tookit.com |
| Networks | eip155:137, eip155:42161, eip155:8453, solana:5eykt4UsFv8P8NJdTREpY1vzqKqZKvdp |
| Payment schemes | exact |
| Self-reported calls, 30 days | 1 from 1 payers (the provider's figure, not ours) |
Our checks, last 30 days
| Day | Result | HTTP | Asked | Time |
|---|---|---|---|---|
| 2026-10-21 | valid payment request | 402 | $0.02 | 798 ms |
Example input (from the provider)
{
"method": "GET",
"queryParams": {
"observed": "5,8,9,8,10,20"
},
"type": "http"
}
Promised output schema (from the provider)
{
"$schema": "https://json-schema.org/draft/2020-12/schema",
"properties": {
"input": {
"additionalProperties": false,
"properties": {
"method": {
"enum": [
"GET"
],
"type": "string"
},
"queryParams": {
"properties": {
"expected": {
"description": "Expected counts (same length) or leave out for equal expected",
"type": "string"
},
"observed": {
"description": "Observed counts for goodness of fit, e.g. 5,8,9,8,10,20",
"type": "string"
},
"table": {
"description": "Contingency table for independence, rows separated by semicolons: 12,5;3,10",
"type": "string"
}
},
"required": [],
"type": "object"
},
"type": {
"const": "http",
"type": "string"
}
},
"required": [
"type",
"method"
],
"type": "object"
},
"output": {
"properties": {
"example": {
"properties": {
"asOf": {
"type": [
"null",
"string"
]
},
"cellsWithExpectedBelow5": {
"type": [
"null",
"number"
]
},
"chiSquare": {
"type": [
"null",
"number"
]
},
"contributions": {
"items": {
"type": "number"
},
"type": [
"array",
"null"
]
},
"degraded": {
"type": [
"boolean",
"null"
]
},
"degreesOfFreedom": {
"type": [
"null",
"number"
]
},
"disclaimer": {
"type": [
"null",
"string"
]
},
"expected": {
"items": {
"type": "number"
},
"type": [
"array",
"null"
]
},
"notChecked": {
"items": {
"type": "string"
},
"type": [
"array",
"null"
]
},
"pValue": {
"type": [
"null",
"number"
]
},
"reasons": {
"items": {
"type": "string"
},
"type": [
"array",
"null"
]
},
"significantAt5pct": {
"type": [
"boolean",
"null"
]
},
"source": {
"type": [
"null",
"string"
]
},
"summary": {
"type": [
"null",
"string"
]
},
"test": {
"type": [
"null",
"string"
]
},
"total": {
"type": [
"null",
"number"
]
},
"verdict": {
"type": [
"null",
"string"
]
}
},
"type": "object"
},
"type": {
"type": "string"
}
},
"required": [
"type"
],
"type": "object"
}
},
"required": [
"input"
],
"type": "object"
}