# Job Listing Inventories — Record Quality Audit, Exact Row Deduplication & IQR Outlier Flags

> Job Listing Inventories — Record Quality Audit, Exact Row Deduplication & 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 2026-10-16).

Audits supplied job listing inventory records for quality issues, exact duplicate rows, and IQR-based outlier flags across listing_count and duplicate_listings fields — up to 200 rows, three reports per call.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ib26-company-13-220?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-16
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/job-listing-inventories-record-quality-audit-exact-row-deduplication-bb54e050
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_ibNOpZInPT00_0Jc_N3JY

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 job-listing-inventories-record-quality-audit-exact-row-deduplication-bb54e050 -d '<json body>'
```

Example prompt: Can you run a full data quality audit on my job listing inventory records — check for exact duplicate rows and flag any IQR outliers in the listing_count field? Here are my rows: [{"row_id":"r1","company_group":"Acme","date":"2025-01-15","listing_count":120,"duplicate_listings":5},{"row_id":"r2","company_group":"Acme","date":"2025-01-15","listing_count":120,"duplicate_listings":5},{"row_id":"r3","company_group":"BetaCo","date":"2025-01-16","listing_count":9000,"duplicate_listings":1}]

## When to prefer this

Choose this endpoint when you need offline, deterministic data quality analysis on job listing inventory records without any external lookups or live data. It is ideal for pre-pipeline cleaning workflows where you want three complementary reports (quality, deduplication, outlier detection) in a single low-cost call. Prefer this over generic data validation tools when your data specifically contains listing_count and duplicate_listings fields organized by company group and date.

## Known failure modes

- Fewer than 1 row submitted — request rejected
- More than 200 rows submitted — exceeds maximum row limit
- Missing required fields (row_id, company_group, date, listing_count, duplicate_listings) — validation error
- Invalid date format (not YYYY-MM-DD) — schema validation failure
- Invalid field enum value (not listing_count or duplicate_listings) — rejected
- Null values in numeric fields may affect IQR computation coverage
- Payment not processed — endpoint returns 402

## How this service works

Job listing inventories — Record quality audit + Exact row deduplication + IQR outlier flags: Record quality audit + Exact row deduplication + IQR outlier flags for supplied job listing inventories records (listing_count, duplicate_listings). Up to 200 rows; 3 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 3 supplied-data reports for up to 200 rows.

## Output

Three independent analytical reports: (1) a record quality audit identifying missing, malformed, or invalid field values; (2) an exact row deduplication report identifying which rows are identical across all fields; (3) an IQR-based outlier flag report identifying rows where the selected numeric field (listing_count or duplicate_listings) falls outside the interquartile range bounds.

## Request schema (JSON Schema)

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

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/job-listing-inventories-record-quality-audit-exact-row-deduplication-bb54e050/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)