# Training Compliance Data Quality Analyzer — Record Audit, Deduplication & IQR Outlier Flags

> Training Compliance Data Quality Analyzer — Record Audit, 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 2026-10-27).

Runs three local analytical reports on training compliance records: a record quality audit, exact row deduplication, and IQR-based outlier flagging for completed_courses or assigned_courses fields.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ib26-operations-10-220?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-27
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/training-compliance-data-quality-analyzer-record-audit-deduplication-dc654762
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_zbZd5hSIcKX7myxDBCW1r

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 training-compliance-data-quality-analyzer-record-audit-deduplication-dc654762 -d '<json body>'
```

Example prompt: Can you audit this batch of training compliance records for my teams — check for record quality issues, remove any exact duplicate rows, and flag outliers in the completed_courses field using IQR? I have up to 150 rows with row_id, team_group, date, completed_courses, and assigned_courses fields.

## When to prefer this

Choose this endpoint when you need a combined, cost-effective data quality pass on training compliance records — specifically when you want all three of quality auditing, deduplication, and IQR outlier detection in a single $0.01 call without any external data lookups or predictions. Ideal for pre-processing LMS exports, HR reporting pipelines, or validating compliance data before dashboard ingestion. Not suitable if you need live data enrichment, predictive analytics, or more than 200 rows per call.

## Known failure modes

- Input exceeds 200 rows — request rejected
- Missing required fields (row_id, team_group, date, completed_courses, assigned_courses) cause validation error
- Invalid date format not matching YYYY-MM-DD pattern
- Numeric values outside allowed range (-1,000,000,000,000 to 1,000,000,000,000)
- Empty rows array rejected
- Invalid field enum value (must be 'completed_courses' or 'assigned_courses')
- Payment of 0.01 USDC not fulfilled via x402 protocol

## How this service works

Training compliance — Record quality audit + Exact row deduplication + IQR outlier flags: Record quality audit + Exact row deduplication + IQR outlier flags for supplied training compliance records (completed_courses, assigned_courses). 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 highlighting missing values, format errors, and field-level issues; (2) an exact row deduplication report identifying duplicate records; and (3) IQR-based outlier flags on the selected numeric field (completed_courses or assigned_courses). All analysis is performed locally on the supplied data without external lookups.

## Request schema (JSON Schema)

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

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/training-compliance-data-quality-analyzer-record-audit-deduplication-dc654762/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)