# Transformation Throughput — Record Quality Audit + Secondary-Measure Weighted Mean

> Transformation Throughput — Record Quality Audit + Secondary-Measure Weighted Mean is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-19).

Audits record quality and computes a weighted mean for secondary measures across transformation throughput data (processed_rows, duration_seconds) for up to 200 rows.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ib26-analytics-13-016?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-19
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/transformation-throughput-record-quality-audit-secondary-measure-5dd7f99d
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_8ggTARVpO6HOq35xxO9F1

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-secondary-measure-5dd7f99d -d '<json body>'
```

Example prompt: Can you audit the record quality and compute a weighted mean for processed_rows across my transformation throughput records? I have 4 rows: row-1 in group-a on 2026-10-01 with 10 processed_rows and 1 duration_second, row-2 in group-b on 2026-10-02 with 20 processed_rows and 2 duration_seconds, row-3 in group-a on 2026-10-03 with 15 processed_rows and 3 duration_seconds, and row-4 in group-b on 2026-10-04 with 30 processed_rows and 4 duration_seconds.

## When to prefer this

Choose this endpoint when you need both a data quality audit and a weighted mean statistic for transformation throughput records in a single call. It is ideal for data engineering teams validating ETL job outputs before reporting, or for agents that need a combined quality-check and summary statistic in one low-cost step. Prefer this over generic statistics endpoints when your data includes processed_rows and duration_seconds fields organized by dataset_group and date.

## Known failure modes

- More than 200 rows submitted — request exceeds row limit
- Missing required fields (row_id, date, processed_rows, duration_seconds) — validation error
- Invalid date format (must match YYYY-MM-DD) — schema validation failure
- Null or non-numeric values for processed_rows or duration_seconds may be flagged in quality audit
- Invalid field enum value — must be 'processed_rows' or 'duration_seconds'

## How this service works

Transformation throughput — Record quality audit + Secondary-measure weighted mean: Record quality audit + Secondary-measure weighted mean 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 analytical reports: (1) a record quality audit identifying issues such as missing values, out-of-range entries, or malformed records across the supplied transformation throughput rows, and (2) a weighted mean calculation for the specified secondary measure (processed_rows or duration_seconds), computed using shared local analytical engines — no external lookups or predictions.

## 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
  },
  "field": {
   "enum": [
    "processed_rows",
    "duration_seconds"
   ],
   "type": "string",
   "default": "processed_rows"
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/transformation-throughput-record-quality-audit-secondary-measure-5dd7f99d/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)