# Translation Delivery Analytics — Quality Audit, Deduplication & Histogram

> Translation Delivery Analytics — Quality Audit, Deduplication & Histogram is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-29).

Runs three local analytical reports on translation delivery records: a record quality audit, exact row deduplication, and an equal-width histogram over translated_words or source_words.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ib26-writing-04-219?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-29
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/translation-delivery-analytics-quality-audit-deduplication-histogram-7f8489d4
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_WZfdLFJdOS2x-CowgFxWk

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-histogram-7f8489d4 -d '<json body>'
```

Example prompt: Can you audit my translation delivery data for quality issues, deduplicate any exact duplicate rows, and give me an equal-width histogram of translated_words with 10 bins? Here are up to 50 rows with fields: row_id, document_group, date, translated_words, and source_words.

## When to prefer this

Choose this endpoint when you need a fast, offline analytical pass over up to 200 translation delivery records combining three reports in one call — quality auditing, deduplication, and histogram — without requiring any external data lookup, live translation service, or prediction. It is cost-effective at $0.01 USDC for all three reports simultaneously. Prefer it over general-purpose data tools when your data specifically has the translation delivery schema (translated_words, source_words, document_group).

## Known failure modes

- More than 200 rows submitted — endpoint rejects with a validation error
- Missing required fields (row_id, document_group, date, translated_words, source_words) cause row-level errors
- Invalid date format (not YYYY-MM-DD) triggers pattern validation failure
- bins parameter outside 1–30 range rejected
- Numeric values outside ±1,000,000,000,000 range rejected
- Empty rows array rejected (minItems: 1)
- Payment failure or insufficient USDC balance prevents call from completing

## How this service works

Translation delivery — Record quality audit + Exact row deduplication + Equal-width histogram: Record quality audit + Exact row deduplication + Equal-width histogram 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 nulls, out-of-range values, and malformed fields per row; (2) an exact row deduplication report identifying and removing identical records; and (3) an equal-width histogram over the selected numeric field (translated_words or source_words) with the specified number of bins, showing value distribution across the supplied dataset.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "properties": {
  "bins": {
   "type": "integer",
   "default": 5,
   "maximum": 30,
   "minimum": 1
  },
  "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
  },
  "field": {
   "enum": [
    "translated_words",
    "source_words"
   ],
   "type": "string",
   "default": "translated_words"
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/translation-delivery-analytics-quality-audit-deduplication-histogram-7f8489d4/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)