# Transformation Throughput Analytics: Record Quality Audit + Exact Row Deduplication + Duplicate Key Report

> Transformation Throughput Analytics: Record Quality Audit + Exact Row Deduplication + Duplicate Key Report 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).

Analyzes up to 200 transformation throughput records (processed_rows, duration_seconds) to produce three independent local reports: a record quality audit, exact row deduplication, and a duplicate key report.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ib26-analytics-13-209?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-analytics-record-quality-audit-exact-row-e1597061
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_MNQZ0nbreIoJFwKeu7EJT

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-analytics-record-quality-audit-exact-row-e1597061 -d '<json body>'
```

Example prompt: Can you audit the quality of my transformation throughput records, deduplicate exact rows, and flag any duplicate keys? Here are my records: row-1 on 2026-10-01 in group-a with 10 processed_rows and 1 duration_second, row-2 on 2026-10-02 in group-b with 20 processed_rows and 2 duration_seconds — up to 200 rows total, and I need all three reports back.

## When to prefer this

Choose this endpoint when you need three bundled local analytical reports — record quality audit, exact deduplication, and duplicate key detection — for transformation throughput data (processed_rows and duration_seconds) in a single cost-effective call ($0.01 USDC for all three). Ideal for data engineers validating ETL pipeline outputs before downstream loading, especially when working with batches up to 200 rows and no external data enrichment or prediction is needed.

## Known failure modes

- More than 200 rows submitted — exceeds the maxItems limit, request rejected
- Missing required fields (row_id, dataset_group, date, processed_rows, or duration_seconds) — validation error
- Invalid date format (not YYYY-MM-DD) — schema validation failure
- Numeric values outside allowed range (±1,000,000,000,000) — schema rejection
- Empty rows array (minItems: 1 not met) — request rejected
- Payment not included or insufficient — x402 payment required error

## How this service works

Transformation throughput — Record quality audit + Exact row deduplication + Duplicate key report: Record quality audit + Exact row deduplication + Duplicate key report for supplied transformation throughput records (processed_rows, duration_seconds). 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

Three independent analytical reports: (1) a record quality audit identifying malformed, null, or out-of-range values across the supplied rows; (2) an exact row deduplication report listing and removing perfectly identical rows; and (3) a duplicate key report identifying rows sharing the same key fields. 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",
     "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-analytics-record-quality-audit-exact-row-e1597061/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)