# Translation Delivery Analytics — Quality Audit, Deduplication & Category Frequencies

> Translation Delivery Analytics — Quality Audit, Deduplication & Category Frequencies is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-26).

Runs three local analytical reports on translation delivery records: a record quality audit, exact row deduplication, and category frequency counts for document groups.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ib26-writing-04-212?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-26
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/translation-delivery-analytics-quality-audit-deduplication-category-d9b44f96
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_VabmT9sOnEIdRNqgEIQxA

Status and success rate cover calls made through Zero and Zero's own probes. Third-party monitors may report differently.

## How to call it through Zero

Zero handles the 402 payment challenge and records the run. With the Zero CLI installed (`npm i -g @zeroxyz/cli`):

```sh
zero fetch --capability translation-delivery-analytics-quality-audit-deduplication-category-d9b44f96 -d '<json body>'
```

Example prompt: Can you run a quality audit, exact deduplication check, and category frequency analysis on these translation delivery records? I have up to 200 rows with fields like row_id, document_group, date, translated_words, and source_words.

## When to prefer this

Choose this endpoint when you need a combined quality audit, deduplication scan, and category frequency breakdown on translation delivery data in a single low-cost call. It is ideal for localization teams or translation management pipelines that need to validate and summarize batches of up to 200 records without building custom analytics. Prefer it over general-purpose data tools when the data specifically involves translated_words and source_words fields organized by document_group.

## Known failure modes

- Empty rows array or fewer than 1 row returns a validation error
- More than 200 rows exceeds the maximum and will be rejected
- Rows missing required fields (row_id, document_group, date, translated_words, source_words) will trigger schema validation errors
- Date values not matching YYYY-MM-DD pattern will fail schema validation
- Payment failure or insufficient USDC balance will block the call

## How this service works

Translation delivery — Record quality audit + Exact row deduplication + Category frequencies: Record quality audit + Exact row deduplication + Category frequencies for supplied translation delivery records (translated_words, source_words). Up to 200 rows; 3 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 3 supplied-data reports for up to 200 rows.

## Output

Returns three independent reports: (1) a record quality audit flagging null values, format violations, and data anomalies in translated_words and source_words fields; (2) an exact row deduplication report identifying identical records; and (3) category frequency counts showing how often each document_group value appears across the supplied rows. All analysis is performed locally on the submitted data with no external lookups.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "properties": {
  "rows": {
   "type": "array",
   "items": {
    "type": "object",
    "required": [
     "row_id",
     "document_group",
     "date",
     "translated_words",
     "source_words"
    ],
    "properties": {
     "date": {
      "type": "string",
      "default": "",
      "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
      "maxLength": 10
     },
     "row_id": {
      "type": "string",
      "default": "",
      "maxLength": 80,
      "minLength": 1
     },
     "source_words": {
      "type": [
       "number",
       "null"
      ],
      "maximum": 1000000000000,
      "minimum": -1000000000000
     },
     "document_group": {
      "type": "string",
      "default": "",
      "maxLength": 80
     },
     "translated_words": {
      "type": [
       "number",
       "null"
      ],
      "maximum": 1000000000000,
      "minimum": -1000000000000
     }
    },
    "additionalProperties": false
   },
   "default": [
    {
     "date": "2026-10-01",
     "row_id": "row-1",
     "source_words": 1,
     "document_group": "group-a",
     "translated_words": 10
    },
    {
     "date": "2026-10-02",
     "row_id": "row-2",
     "source_words": 2,
     "document_group": "group-b",
     "translated_words": 20
    },
    {
     "date": "2026-10-03",
     "row_id": "row-3",
     "source_words": 3,
     "document_group": "group-a",
     "translated_words": 15
    },
    {
     "date": "2026-10-04",
     "row_id": "row-4",
     "source_words": 4,
     "document_group": "group-b",
     "translated_words": 30
    }
   ],
   "maxItems": 200,
   "minItems": 1
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/translation-delivery-analytics-quality-audit-deduplication-category-d9b44f96/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from market.datapackvibe.com](https://www.zero.xyz/host/market.datapackvibe.com/llms.txt)