# File Ingestion IQR Outlier Flags

> File Ingestion 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 2026-10-20).

Computes IQR-based outlier flags on file ingestion metrics (loaded_bytes or parse_errors) for up to 200 typed records

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ar-analytics-file-ingestion-outliers?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-20
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/file-ingestion-iqr-outlier-flags-11747442
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_baRsm1ySf5Lr6LfiSfH0s

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 file-ingestion-iqr-outlier-flags-11747442 -d '<json body>'
```

Example prompt: Can you run IQR outlier detection on my file ingestion records and flag which rows have abnormal loaded_bytes values? I have 4 records: row-1 from group-a on 2026-10-01 with 10 bytes and 1 parse error, row-2 from group-b on 2026-10-02 with 20 bytes and 2 parse errors, row-3 from group-a on 2026-10-03 with 15 bytes and 3 parse errors, and row-4 from group-b on 2026-10-04 with 30 bytes and 4 parse errors.

## When to prefer this

Choose this endpoint when you need fast, local IQR-based outlier detection specifically on file ingestion metrics (loaded_bytes or parse_errors) without requiring external data enrichment or forecasting. It is ideal for data engineers auditing ETL pipelines, spotting anomalous ingestion jobs, or performing lightweight descriptive analytics on up to 200 records at a very low cost ($0.01 USDC per call).

## Known failure modes

- Empty rows array or missing required fields (row_id, source, date, loaded_bytes, parse_errors) returns a validation error
- More than 200 rows submitted exceeds the maxItems limit and is rejected
- Invalid date format (not YYYY-MM-DD) causes schema validation failure
- Non-numeric values for loaded_bytes or parse_errors where numbers are expected may be rejected
- Payment failure via x402 protocol prevents endpoint access

## How this service works

File ingestion - IQR outlier flags: IQR outlier flags for File ingestion. 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 file ingestion records have statistically anomalous values for the chosen field (loaded_bytes or parse_errors), based on interquartile range analysis. No enrichment or forecasting is included — purely local descriptive analytics.

## Request schema (JSON Schema)

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

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/file-ingestion-iqr-outlier-flags-11747442/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)