# Transformation Throughput — Record Quality Audit + Exact Row Deduplication

> Transformation Throughput — Record Quality Audit + Exact Row Deduplication is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-28).

Audits record quality and identifies exact duplicate rows in transformation throughput data (processed_rows, duration_seconds) for up to 200 supplied records, returning two independent analytical reports.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ib26-analytics-13-002?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-28
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/transformation-throughput-record-quality-audit-exact-row-deduplication-86506584
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_ildROIoYKCeAHV7xpORaL

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 transformation-throughput-record-quality-audit-exact-row-deduplication-86506584 -d '<json body>'
```

Example prompt: Can you run a record quality audit and exact row deduplication check on my transformation throughput data? Here are up to 200 rows with row_id, dataset_group, date, processed_rows, and duration_seconds — I need both reports back.

## When to prefer this

Choose this endpoint when you need both a data quality audit and exact deduplication in a single call for transformation throughput records with processed_rows and duration_seconds fields, and your dataset is 200 rows or fewer. It is ideal for pre-storage validation of ETL/pipeline metrics without any external API calls or live data lookups.

## Known failure modes

- More than 200 rows submitted — exceeds maximum item limit
- Missing required fields (row_id, dataset_group, date, processed_rows, duration_seconds) in any row
- Date field not matching YYYY-MM-DD format — pattern validation failure
- Empty rows array — minItems:1 constraint violated
- Numeric values outside allowed range (±1,000,000,000,000)
- Payment not provided or insufficient — x402 payment required

## How this service works

Transformation throughput — Record quality audit + Exact row deduplication: Record quality audit + Exact row deduplication for supplied transformation throughput records (processed_rows, duration_seconds). Up to 200 rows; 2 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 2 supplied-data reports for up to 200 rows.

## Output

Returns two independent reports: (1) a record quality audit identifying issues such as null values, out-of-range numbers, or malformed dates in the supplied rows, and (2) an exact row deduplication report listing any rows that are exact duplicates of one another, all computed locally from the supplied data with no external lookups.

## Request schema (JSON Schema)

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

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/transformation-throughput-record-quality-audit-exact-row-deduplication-86506584/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)