# Translation Delivery IQR Outlier Flags + Keyed Dataset Comparison

> Translation Delivery IQR Outlier Flags + 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 2026-10-26).

Analyzes translation delivery records for IQR-based outliers and compares two keyed datasets across translated_words or source_words fields, producing two independent analytical reports.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ib26-writing-04-179?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-26
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/translation-delivery-iqr-outlier-flags-keyed-dataset-comparison-527069a9
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_bEy2v3icc2bIjlX8t3e09

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 translation-delivery-iqr-outlier-flags-keyed-dataset-comparison-527069a9 -d '<json body>'
```

Example prompt: Can you run IQR outlier detection and a keyed comparison on these two sets of translation delivery records — up to 200 rows each with row_id, document_group, date, translated_words, and source_words — and flag which rows are statistical outliers on translated_words?

## When to prefer this

Choose this endpoint when you need both statistical outlier detection (IQR-based) and a side-by-side keyed comparison on translation delivery records within a single low-cost call. It is ideal for translation project managers or localization analysts who want to audit word count anomalies and compare two dataset snapshots without building custom analytics pipelines. Not suitable for live data lookups, predictive modeling, or datasets exceeding 200 rows.

## Known failure modes

- Exceeding 200 rows will be rejected
- Missing required fields (row_id, document_group, date, translated_words, source_words) cause validation errors
- Mismatched row_id keys between datasets may reduce comparison coverage
- Null values in the selected numeric field may be excluded from IQR calculation
- Invalid date format (non-YYYY-MM-DD) will fail schema validation
- Payment failure via x402 prevents processing

## How this service works

Translation delivery — IQR outlier flags + Keyed dataset comparison: IQR outlier flags + Keyed dataset comparison for supplied translation delivery records (translated_words, source_words). 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) IQR outlier flags identifying which rows fall outside the interquartile range for the selected field (translated_words or source_words), and (2) a keyed dataset comparison showing differences between the two supplied datasets matched by row_id.

## Request schema (JSON Schema)

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

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/translation-delivery-iqr-outlier-flags-keyed-dataset-comparison-527069a9/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)