# Onboarding Progress Data Quality & Deduplication Analyzer

> Onboarding Progress Data Quality & Deduplication Analyzer is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-11-02).

Runs three local analytical reports on onboarding progress records: record quality audit, exact row deduplication, and numeric row ordering for completed_steps or required_steps.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ib26-operations-08-213?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-11-02
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/onboarding-progress-data-quality-deduplication-analyzer-c500f76c
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_f_CoG0GoAVosBJtLB5oh6

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 onboarding-progress-data-quality-deduplication-analyzer-c500f76c -d '<json body>'
```

Example prompt: Can you run a quality audit, exact deduplication check, and numeric ordering on these onboarding progress records I have for our teams — the data has completed_steps and required_steps per row, up to 80 rows, and I want the ordering done on completed_steps?

## When to prefer this

Choose this endpoint when you need a combined data quality audit, deduplication, and numeric ordering pass on onboarding progress records in a single low-cost call. Ideal for pre-processing onboarding tracking exports before dashboarding or reporting, especially when working with up to 200 rows and needing all three analytical operations at once for $0.01 USDC.

## Known failure modes

- More than 200 rows submitted — exceeds maximum row limit
- Missing required fields (row_id, date, team_group, completed_steps, required_steps) in any row
- Invalid date format (must match YYYY-MM-DD pattern)
- Field selector not one of the allowed enum values (completed_steps, required_steps)
- Empty rows array submitted
- Payment not received — x402 payment required before response

## How this service works

Onboarding progress — Record quality audit + Exact row deduplication + Numeric row ordering: Record quality audit + Exact row deduplication + Numeric row ordering for supplied onboarding progress records (completed_steps, required_steps). 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 independent reports for the submitted onboarding progress rows: (1) a record quality audit flagging missing, null, or out-of-range values in completed_steps and required_steps; (2) an exact row deduplication report identifying and removing duplicate records; (3) a numeric row ordering report sorting rows by the selected field (completed_steps or required_steps). All analysis is performed locally with no external lookups.

## Request schema (JSON Schema)

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

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/onboarding-progress-data-quality-deduplication-analyzer-c500f76c/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)