# Duplicate Observations — Numeric Distribution + Keyed Dataset Comparison

> Duplicate Observations — Numeric Distribution + 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 local analytical reports on duplicate-observation records: a numeric distribution analysis and a keyed dataset comparison, for up to 200 rows of duplicate_rows/total_rows data.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ib26-analytics-04-084?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/duplicate-observations-numeric-distribution-keyed-dataset-comparison-7295addc
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_K1r0VL9c_CrMmB59ncECD

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 duplicate-observations-numeric-distribution-keyed-dataset-comparison-7295addc -d '<json body>'
```

Example prompt: Can you run a numeric distribution and keyed dataset comparison on my duplicate observation records? I have two snapshots — the primary one and a comparison set — each with up to 50 rows of duplicate_rows and total_rows by dataset_group and date, and I want to analyze the duplicate_rows field.

## When to prefer this

Choose this endpoint when you need both a distributional profile and a side-by-side keyed comparison of duplicate observation data in a single $0.01 call, without requiring live data lookup, predictions, or external enrichment. Ideal for data quality pipelines where you want to understand the statistical shape of duplicate counts and directly compare two dataset snapshots by key.

## Known failure modes

- Fewer than 1 row provided — minItems:1 constraint violated
- More than 200 rows provided — maxItems:200 constraint exceeded
- Missing required fields (row_id, dataset_group, date, duplicate_rows, total_rows) on any row
- Date strings not matching YYYY-MM-DD pattern
- row_id exceeding 80 characters or empty
- Numeric values outside allowed range (-1,000,000,000,000 to 1,000,000,000,000)
- field enum value not one of duplicate_rows or total_rows

## How this service works

Duplicate observations — Numeric distribution + Keyed dataset comparison: Numeric distribution + Keyed dataset comparison for supplied duplicate observations records (duplicate_rows, total_rows). 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) a numeric distribution profile of the selected field (duplicate_rows or total_rows) across up to 200 supplied rows, including distribution statistics; and (2) a keyed dataset comparison between the primary rows array and the secondary other array, matched by row_id, showing differences in duplicate_rows and total_rows values per key.

## Request schema (JSON Schema)

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

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/duplicate-observations-numeric-distribution-keyed-dataset-comparison-7295addc/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)