# Third-Party Reviews IQR Outlier Flags + Keyed Dataset Comparison

> Third-Party Reviews 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 2026-10-26).

Analyzes up to 200 third-party review records to flag IQR-based outliers and perform a keyed dataset comparison across vendors_reviewed and outstanding_actions fields.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ib26-security-24-179?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-26
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/third-party-reviews-iqr-outlier-flags-keyed-dataset-comparison-2a10823a
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_3KjJDmMtdmcRXEwLXWTEC

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 third-party-reviews-iqr-outlier-flags-keyed-dataset-comparison-2a10823a -d '<json body>'
```

Example prompt: Can you run IQR outlier detection and a keyed dataset comparison on my third-party review records? I have two datasets of up to 50 rows each with vendors_reviewed and outstanding_actions columns — flag any rows where vendors_reviewed looks like a statistical outlier and show me where the two datasets differ by row key.

## When to prefer this

Choose this endpoint when you need simultaneous IQR-based statistical outlier detection AND a keyed dataset comparison on third-party review data (vendors_reviewed, outstanding_actions) in a single low-cost call. Ideal for batch audit workflows on datasets up to 200 rows where no live data lookup, prediction, or external action is required. Prefer this over general analytics APIs when you specifically need both report types bundled affordably at $0.01 USDC.

## Known failure modes

- More than 200 rows submitted — request will be rejected or truncated
- Missing required fields (row_id, control_group, date, vendors_reviewed, outstanding_actions) cause validation errors
- Null values in the selected numeric field may reduce outlier detection accuracy
- Mismatched row_id keys between primary and reference datasets result in unmatched rows in the comparison report
- Invalid date format (not YYYY-MM-DD) triggers schema validation failure
- Empty rows array returns an error

## How this service works

Third party reviews — IQR outlier flags + Keyed dataset comparison: IQR outlier flags + Keyed dataset comparison for supplied third party reviews records (vendors_reviewed, outstanding_actions). 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 values falling outside the interquartile range for the selected field (vendors_reviewed or outstanding_actions), and (2) a keyed dataset comparison report showing differences between the primary and reference datasets matched by row_id. No external lookups or predictions are made; all analysis is performed locally on the supplied data.

## Request schema (JSON Schema)

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

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/third-party-reviews-iqr-outlier-flags-keyed-dataset-comparison-2a10823a/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)