Training Dataset Quality Report
Training Dataset Quality Report: Check missing fields/labels, label imbalance, duplicate texts, conflicting labels and train/validation overlap. Up to 500 training and 500 validation records. Local processing. Limits and retention: /ai-services.
Answeringour last check, 2026-10-03
1 of 1checks answered this week
346 msmedian answer time
$0.03listed price per call
$0.03price 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/ai-dataset-quality
| Category | Market data |
|---|---|
| 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 |
|---|---|---|---|---|
| 2026-10-03 | valid payment request | 402 | $0.03 | 346 ms |
Example input (from the provider)
{
"body": {
"label_field": "label",
"text_field": "text",
"training": [
{
"label": "positive",
"text": "Delivery was quick."
},
{
"label": "negative",
"text": "The package arrived damaged."
},
{
"label": "positive",
"text": "Delivery was quick."
}
],
"validation": [
{
"label": "positive",
"text": "Delivery was quick."
}
]
},
"bodyType": "json",
"method": "POST",
"type": "http"
}
Promised output schema (from the provider)
{
"$schema": "https://json-schema.org/draft/2020-12/schema",
"properties": {
"input": {
"additionalProperties": false,
"properties": {
"body": {
"additionalProperties": false,
"properties": {
"label_field": {
"default": "label",
"maxLength": 40,
"minLength": 1,
"type": "string"
},
"text_field": {
"default": "text",
"maxLength": 40,
"minLength": 1,
"type": "string"
},
"training": {
"default": [
{
"label": "positive",
"text": "Delivery was quick."
},
{
"label": "negative",
"text": "The package arrived damaged."
},
{
"label": "positive",
"text": "Delivery was quick."
}
],
"items": {
"additionalProperties": {
"type": [
"string",
"number",
"boolean",
"null"
]
},
"type": "object"
},
"maxItems": 500,
"minItems": 1,
"type": "array"
},
"validation": {
"default": [
{
"label": "positive",
"text": "Delivery was quick."
}
],
"items": {
"additionalProperties": {
"type": [
"string",
"number",
"boolean",
"null"
]
},
"type": "object"
},
"maxItems": 500,
"type": "array"
}
},
"required": [
"training",
"validation",
"text_field",
"label_field"
],
"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"
}