# Pipeline Durations Analytics — Quality Audit, Deduplication & Histogram

> Pipeline Durations Analytics — Quality Audit, Deduplication & Histogram is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-16).

Runs three bundled analytical reports on pipeline duration records: a record quality audit, exact row deduplication, and an equal-width histogram for run_seconds or processed_rows.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ib26-analytics-05-219?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-16
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/pipeline-durations-analytics-quality-audit-deduplication-histogram-5a1e0eca
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_9TdEDt7z5LiHLCkiS_IFe

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 pipeline-durations-analytics-quality-audit-deduplication-histogram-5a1e0eca -d '<json body>'
```

Example prompt: Run a quality audit, exact deduplication, and a 10-bin histogram on my pipeline duration records — here are up to 200 rows with run_seconds and processed_rows fields — and analyze the run_seconds column.

## When to prefer this

Choose this endpoint when you need all three analytical operations — quality audit, deduplication, and histogramming — on pipeline duration data in a single API call for a flat $0.01 USDC fee. Ideal when your dataset is under 200 rows and you want purely local, offline computation with no external data lookups or predictions. It bundles three reports into one call, making it more cost-efficient than calling separate single-purpose endpoints.

## Known failure modes

- Rows array exceeds 200 items — request rejected
- Missing required fields (row_id, date, run_seconds, processed_rows) on any row — validation error
- bins parameter outside 1–30 range — rejected
- Invalid date format (not YYYY-MM-DD) — schema validation failure
- Empty rows array — rejected
- field value not one of [run_seconds, processed_rows] — enum validation error

## How this service works

Pipeline durations — Record quality audit + Exact row deduplication + Equal-width histogram: Record quality audit + Exact row deduplication + Equal-width histogram for supplied pipeline durations records (run_seconds, processed_rows). 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 flagging missing, null, or out-of-range values in the supplied rows; (2) an exact row deduplication report identifying fully duplicate records; (3) an equal-width histogram partitioning the chosen numeric field (run_seconds or processed_rows) into the specified number of bins with bin edges and counts. All computed locally with no external lookups.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "properties": {
  "bins": {
   "type": "integer",
   "default": 5,
   "maximum": 30,
   "minimum": 1
  },
  "rows": {
   "type": "array",
   "items": {
    "type": "object",
    "required": [
     "row_id",
     "dataset_group",
     "date",
     "run_seconds",
     "processed_rows"
    ],
    "properties": {
     "date": {
      "type": "string",
      "default": "",
      "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
      "maxLength": 10
     },
     "row_id": {
      "type": "string",
      "default": "",
      "maxLength": 80,
      "minLength": 1
     },
     "run_seconds": {
      "type": [
       "number",
       "null"
      ],
      "maximum": 1000000000000,
      "minimum": -1000000000000
     },
     "dataset_group": {
      "type": "string",
      "default": "",
      "maxLength": 80
     },
     "processed_rows": {
      "type": [
       "number",
       "null"
      ],
      "maximum": 1000000000000,
      "minimum": -1000000000000
     }
    },
    "additionalProperties": false
   },
   "default": [
    {
     "date": "2026-10-01",
     "row_id": "row-1",
     "run_seconds": 10,
     "dataset_group": "group-a",
     "processed_rows": 1
    },
    {
     "date": "2026-10-02",
     "row_id": "row-2",
     "run_seconds": 20,
     "dataset_group": "group-b",
     "processed_rows": 2
    },
    {
     "date": "2026-10-03",
     "row_id": "row-3",
     "run_seconds": 15,
     "dataset_group": "group-a",
     "processed_rows": 3
    },
    {
     "date": "2026-10-04",
     "row_id": "row-4",
     "run_seconds": 30,
     "dataset_group": "group-b",
     "processed_rows": 4
    }
   ],
   "maxItems": 200,
   "minItems": 1
  },
  "field": {
   "enum": [
    "run_seconds",
    "processed_rows"
   ],
   "type": "string",
   "default": "run_seconds"
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/pipeline-durations-analytics-quality-audit-deduplication-histogram-5a1e0eca/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)