# Data Validation Results - IQR Outlier Flags

> Data Validation Results - 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 2026-10-24).

Detects IQR-based statistical outliers in data validation result records (checked/failed record counts) across rules and dates

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ar-analytics-validation-results-outliers?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-24
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/data-validation-results-iqr-outlier-flags-ad703ab7
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_PZrN0-Oejqs3gpfD-pFr1

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-validation-results-iqr-outlier-flags-ad703ab7 -d '<json body>'
```

Example prompt: Can you run IQR outlier detection on my data validation results? I have records for rules like 'group-a' and 'group-b' across several dates, and I want to flag which rows have abnormal failed_records counts.

## When to prefer this

Choose this endpoint when you need fast, local IQR-based outlier detection on data validation metrics (checked/failed record counts) without sending data to an external enrichment or forecasting service. Ideal for ETL monitoring, data quality audits, and pipeline anomaly detection on batches up to 200 records at a low fixed cost.

## Known failure modes

- Too few rows (minimum 1, but IQR meaningful only with sufficient data points)
- Invalid date format (must match YYYY-MM-DD pattern)
- Field value out of allowed numeric range (±1,000,000,000,000)
- Exceeding 200 row limit returns validation error
- Missing required fields (row_id, rule, date, checked_records, failed_records) causes rejection

## How this service works

Data validation results - IQR outlier flags: IQR outlier flags for Data validation results. 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 report identifying which input rows are IQR outliers for the selected numeric field (checked_records or failed_records), with outlier flags per row based on interquartile range statistics computed locally across the submitted dataset.

## Request schema (JSON Schema)

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

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/data-validation-results-iqr-outlier-flags-ad703ab7/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)