# Company Record Completeness — IQR Outlier Flags + Keyed Dataset Comparison

> Company Record Completeness — IQR Outlier Flags + Keyed Dataset Comparison 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).

Runs two statistical reports on company record completeness data: IQR-based outlier detection and a keyed dataset comparison, for up to 200 rows of populated_fields and required_fields metrics.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ib26-company-01-179?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/company-record-completeness-iqr-outlier-flags-keyed-dataset-comparison-933399ef
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_UHLcqlkzPGPm8WGvL3WwM

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 company-record-completeness-iqr-outlier-flags-keyed-dataset-comparison-933399ef -d '<json body>'
```

Example prompt: Analyze this batch of company records for outliers and compare it against our baseline dataset — each row has a row_id, company_group, date, populated_fields, and required_fields. Flag any IQR outliers and show me which rows differ between the two datasets when keyed together.

## When to prefer this

Choose this endpoint when you need to statistically audit company record completeness data (populated_fields and required_fields) for outliers using IQR methodology and simultaneously compare two dataset snapshots by key — all in a single paid call. It is ideal for data quality pipelines where you want both anomaly detection and a diff report without building your own statistical engine. Not suitable for real-time lookups, predictions, or fetching external company data.

## Known failure modes

- Fewer than 1 row supplied — returns validation error
- More than 200 rows supplied — exceeds limit, request rejected
- Missing required fields (row_id, company_group, date, populated_fields, required_fields) — schema validation error
- Invalid date format (not YYYY-MM-DD) — pattern validation failure
- Null values in numeric fields may affect IQR computation results
- Mismatched keys between primary and comparison datasets result in unmatched rows in the comparison report

## How this service works

Company record completeness — IQR outlier flags + Keyed dataset comparison: IQR outlier flags + Keyed dataset comparison for supplied company record completeness records (populated_fields, required_fields). Up to 200 rows; 2 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 2 supplied-data reports for up to 200 rows.

## Output

Returns two independent analytical reports: (1) IQR outlier flags identifying which rows have populated_fields or required_fields values outside the interquartile range, and (2) a keyed dataset comparison showing differences between the supplied primary and comparison datasets, matched by row key. No external data is fetched; all analysis is performed on the supplied rows.

## Request schema (JSON Schema)

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

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/company-record-completeness-iqr-outlier-flags-keyed-dataset-comparison-933399ef/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)