# Batch Job Resources IQR Outlier Flags

> Batch Job Resources 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 2026-10-19).

Detects IQR-based outliers in batch job resource metrics (duration and memory) across up to 200 supplied job records using local descriptive analytics.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ar-analytics-batch-job-resources-outliers?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/batch-job-resources-iqr-outlier-flags-6f3d51fd
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_d2KgfT39hz7Aen6xPPjiN

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 batch-job-resources-iqr-outlier-flags-6f3d51fd -d '<json body>'
```

Example prompt: Can you check these batch job records for outliers in duration_seconds using IQR analysis? I have 10 jobs: group-a ran on 2026-10-01 for 10s with 512MB, group-b ran on 2026-10-02 for 200s with 1024MB, group-a ran on 2026-10-03 for 15s with 600MB — flag whichever ones are statistical outliers.

## When to prefer this

Choose this endpoint when you need fast, local IQR-based outlier detection on batch job resource metrics (duration or memory) without requiring external enrichment or forecasting. Ideal for ops teams doing quick anomaly triage on up to 200 job records at $0.01 per report. Prefer over general-purpose analytics when you specifically need interquartile range flagging on typed job resource records.

## Known failure modes

- Fewer than 1 row submitted returns a validation error
- More than 200 rows submitted exceeds the maxItems limit
- Missing required fields (row_id, job, date, duration_seconds, peak_memory_mb) causes record rejection
- Invalid date format (non-YYYY-MM-DD) fails pattern validation
- Null numeric values may reduce statistical reliability of IQR calculation
- Payment failure via x402 protocol blocks processing

## How this service works

Batch job resources - IQR outlier flags: IQR outlier flags for Batch job resources. 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 submitted job records are statistical outliers for the selected field (duration_seconds or peak_memory_mb), based on interquartile range analysis — no enrichment or forecasting, purely local descriptive analytics over the supplied data.

## Request schema (JSON Schema)

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

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/batch-job-resources-iqr-outlier-flags-6f3d51fd/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)