# Data Pipeline Runs – IQR Outlier Flags

> Data Pipeline Runs – IQR Outlier Flags is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-17).

Detects IQR-based statistical outliers in data pipeline run metrics (processed_rows or rejected_rows) across up to 200 typed records

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ar-analytics-pipeline-runs-outliers?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-17
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/data-pipeline-runs-iqr-outlier-flags-dbca4481
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_QtFzZ3hd5-w4Olr3-YVRy

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 data-pipeline-runs-iqr-outlier-flags-dbca4481 -d '<json body>'
```

Example prompt: Can you run an IQR outlier detection report on these pipeline run records and flag any anomalies in the processed_rows field? I have about 50 rows covering runs for pipelines group-a and group-b from October 2026.

## When to prefer this

Choose this endpoint when you need a quick, local IQR-based outlier detection report on a set of data pipeline run records (up to 200) without any external enrichment or forecasting. It is ideal for data engineers and analysts who want to statistically flag anomalous pipeline runs by processed or rejected row counts using a well-understood robust method (IQR), at very low cost per call ($0.01 USDC).

## Known failure modes

- Fewer than 1 row submitted — validation error
- More than 200 rows submitted — request rejected (maxItems exceeded)
- Missing required fields (row_id, pipeline, date, processed_rows, rejected_rows) — schema validation failure
- Invalid date format (not YYYY-MM-DD) — pattern validation error
- Invalid field enum value (not 'processed_rows' or 'rejected_rows') — rejected
- Payment not provided or insufficient USDC — 402 payment required response

## How this service works

Data pipeline runs - IQR outlier flags: IQR outlier flags for Data pipeline runs. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded iqr outlier flags report.

## Output

A bounded IQR outlier flags report identifying which of the submitted pipeline run records are statistical outliers for the chosen metric field (processed_rows or rejected_rows), based on interquartile range analysis. No forecasting or external enrichment is included — results are purely descriptive analytics on the supplied data.

## Request schema (JSON Schema)

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

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/data-pipeline-runs-iqr-outlier-flags-dbca4481/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)