# Batch Job Resources – Explicit Missing-Value Fill

> Batch Job Resources – Explicit Missing-Value Fill 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).

Fills missing numeric values (duration_seconds or peak_memory_mb) in batch job resource records using zero, mean, or median imputation, returning a local descriptive analytics report.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ar-analytics-batch-job-resources-fill-missing?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/batch-job-resources-explicit-missing-value-fill-5cdfcf02
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_BhZhJAcAqaG7Q_syEXApU

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 batch-job-resources-explicit-missing-value-fill-5cdfcf02 -d '<json body>'
```

Example prompt: Fill in the missing duration_seconds values in my batch job records using median imputation — here are up to 200 rows with job name, date, row_id, and peak_memory_mb already populated.

## When to prefer this

Choose this endpoint when you have up to 200 typed batch job resource records with null numeric values (duration_seconds or peak_memory_mb) and need a quick, low-cost ($0.01 USDC) local imputation and descriptive analytics report without external data enrichment or forecasting. Ideal for lightweight data cleaning pipelines for job monitoring or scheduling systems.

## Known failure modes

- More than 200 rows submitted — exceeds maxItems limit, request rejected
- Invalid date format (not YYYY-MM-DD) causes schema validation failure
- Empty rows array (minItems:1 violated) returns error
- Unsupported imputation method or field name causes enum validation failure
- Numeric values outside the allowed range (±1e12) rejected
- Missing required fields (row_id, job, date) on any row causes failure

## How this service works

Batch job resources - Explicit missing-value fill: Explicit missing-value fill for Batch job resources. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded explicit missing-value fill report.

## Output

A filled missing-value report covering up to 200 batch job records, where the specified numeric field (duration_seconds or peak_memory_mb) has had its null/missing entries replaced using the chosen method (zero, mean, or median), accompanied by local descriptive analytics. No external enrichment or forecasting is included.

## Request schema (JSON Schema)

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

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/batch-job-resources-explicit-missing-value-fill-5cdfcf02/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)