# Job Listing Inventories — Record Quality Audit + Exact Row Deduplication + Category Frequencies

> Job Listing Inventories — Record Quality Audit + Exact Row Deduplication + Category Frequencies 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).

Runs three local analytical reports on supplied job listing inventory rows: record quality audit, exact row deduplication, and category frequency analysis — all offline, no external lookups.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ib26-company-13-212?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-e93666ec
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_C9aSi1Ccm9WkPdiVmIGsu

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-e93666ec -d '<json body>'
```

Example prompt: Can you audit the quality, remove exact duplicate rows, and show me category frequencies for my job listing inventory data? I have rows with fields like row_id, company_group, date, listing_count, and duplicate_listings — up to 200 rows — and I want all three reports at once.

## When to prefer this

Choose this endpoint when you need to quickly audit the quality, deduplicate, and analyze category frequencies of a job listing inventory dataset of up to 200 rows in a single API call. It is ideal for offline/local analysis (no live lookups or external data enrichment) and offers all three reports bundled at a flat $0.01 USDC price. Prefer this over general-purpose analytics tools when your data specifically includes listing_count and duplicate_listings fields organized by company_group and date.

## Known failure modes

- More than 200 rows supplied — request will be rejected or truncated
- Missing required fields (row_id, company_group, date, listing_count, duplicate_listings) in any row causes validation error
- Malformed date strings not matching YYYY-MM-DD pattern rejected
- Empty rows array returns an error
- Numeric fields outside allowed range (-1e12 to 1e12) may cause validation failure

## How this service works

Job listing inventories — Record quality audit + Exact row deduplication + Category frequencies: Record quality audit + Exact row deduplication + Category frequencies 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

Returns three separate analytical reports for the supplied rows: (1) a record quality audit identifying missing, malformed, or out-of-range values; (2) an exact row deduplication report listing which rows are identical; and (3) a category frequency report showing how often each company_group (and other categorical values) appears across all supplied records. All processing is done locally with no external API calls.

## 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
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/job-listing-inventories-record-quality-audit-exact-row-deduplication-e93666ec/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)