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.

0.03 USDC · per completed bounded job

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POST https://market.datapackvibe.com/x402/ai-dataset-quality

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Machine-readable service details · Agent instructions

Input schema

{
  "type": "object",
  "properties": {
    "training": {
      "type": "array",
      "items": {
        "type": "object",
        "additionalProperties": {
          "type": [
            "string",
            "number",
            "boolean",
            "null"
          ]
        }
      },
      "minItems": 1,
      "maxItems": 500,
      "default": [
        {
          "text": "Delivery was quick.",
          "label": "positive"
        },
        {
          "text": "The package arrived damaged.",
          "label": "negative"
        },
        {
          "text": "Delivery was quick.",
          "label": "positive"
        }
      ]
    },
    "validation": {
      "type": "array",
      "items": {
        "type": "object",
        "additionalProperties": {
          "type": [
            "string",
            "number",
            "boolean",
            "null"
          ]
        }
      },
      "maxItems": 500,
      "default": [
        {
          "text": "Delivery was quick.",
          "label": "positive"
        }
      ]
    },
    "text_field": {
      "type": "string",
      "maxLength": 40,
      "minLength": 1,
      "default": "text"
    },
    "label_field": {
      "type": "string",
      "maxLength": 40,
      "minLength": 1,
      "default": "label"
    }
  },
  "required": [
    "training",
    "validation",
    "text_field",
    "label_field"
  ],
  "additionalProperties": false
}

Customer retains rights to supplied content. Generated/model-derived outputs require customer review; base-model licences apply.