CSV Cleaning and Column Rule Audit
CSV Cleaning and Column Rule Audit: Trim fields and remove duplicate rows optionally, then audit up to 20 column rules over at most 1000 supplied CSV rows. Rules cover required, numeric, integer, nonnegative, unique and ISO-date values. Returns cleaned JSON and up to 200 located violations; no formulas execute. 0.01 USDC includes one bounded data-quality report.
Answeringour last check, 2026-10-04
1 of 1checks answered this week
854 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
POST https://market.datapackvibe.com/x402/assistant-local-csv-rules-cleaning
| Category | Code and developer |
|---|---|
| Provider host | market.datapackvibe.com |
| Networks | eip155:8453 |
| 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 |
|---|---|---|---|---|
| 2026-10-04 | valid payment request | 402 | $0.01 | 854 ms |
Example input (from the provider)
{
"body": {
"csv": "sku,quantity\n A,2\n B,-1",
"deduplicate": true,
"delimiter": ",",
"rules": [
{
"column": "quantity",
"kind": "nonnegative"
}
],
"trim": true
},
"bodyType": "json",
"method": "POST",
"type": "http"
}
Promised output schema (from the provider)
{
"$schema": "https://json-schema.org/draft/2020-12/schema",
"properties": {
"input": {
"additionalProperties": false,
"properties": {
"body": {
"additionalProperties": false,
"properties": {
"csv": {
"default": "sku,quantity\n A,2\n B,-1",
"maxLength": 100000,
"minLength": 1,
"type": "string"
},
"deduplicate": {
"default": true,
"type": "boolean"
},
"delimiter": {
"default": ",",
"enum": [
",",
";",
"\t"
],
"type": "string"
},
"rules": {
"default": [
{
"column": "quantity",
"kind": "nonnegative"
}
],
"items": {
"additionalProperties": false,
"properties": {
"column": {
"maxLength": 200,
"minLength": 1,
"type": "string"
},
"kind": {
"enum": [
"required",
"number",
"integer",
"nonnegative",
"unique",
"iso-date"
],
"type": "string"
}
},
"required": [
"column",
"kind"
],
"type": "object"
},
"maxItems": 20,
"type": "array"
},
"trim": {
"default": true,
"type": "boolean"
}
},
"required": [
"csv",
"delimiter",
"trim",
"deduplicate",
"rules"
],
"type": "object"
},
"bodyType": {
"enum": [
"json",
"form-data",
"text"
],
"type": "string"
},
"method": {
"enum": [
"POST"
],
"type": "string"
},
"type": {
"const": "http",
"type": "string"
}
},
"required": [
"type",
"method",
"bodyType",
"body"
],
"type": "object"
},
"output": {
"properties": {
"example": {
"type": "object"
},
"type": {
"type": "string"
}
},
"required": [
"type"
],
"type": "object"
}
},
"required": [
"input"
],
"type": "object"
}