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Trade Observations — Exact Row Deduplication + Explicit Missing-Value Fill
x402
Trade Observations — Exact Row Deduplication + 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 2026-10-26).
Deduplicates exact duplicate rows and fills missing values in trade observation records (export_amount, import_amount) using zero, mean, or median imputation.
Price / call$0.01
Success—
StatusUnknown
How this service works
Trade observations — Exact row deduplication + Explicit missing-value fill: Exact row deduplication + Explicit missing-value fill for supplied trade observations records (export_amount, import_amount). 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 data quality reports covering: (1) exact duplicate row identification and removal results, and (2) explicit missing-value fill results for the specified field (export_amount or import_amount) using the chosen method (zero, mean, or median). Up to 200 input rows processed per call.
Example use cases
Clean raw trade export data
“I've got 150 trade records with region, date, export_amount, and import_amount fields — some rows are exact duplicates and some export_amount values are null. Can you deduplicate them and fill the missing export_amount using median imputation?”
Impute missing import figures with zero
“Here are my trade observation rows for Q3 — a few import_amount values are missing. Please deduplicate the dataset and fill those missing import_amount entries with zero so I can run my totals.”
Pre-process trade data before reporting
“Before I generate my regional trade summary, I need these 80 trade rows cleaned up — strip any exact duplicate records and replace any null export_amount values with the mean of the available figures.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-economics-06-054?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need lightweight, local analytical deduplication and missing-value imputation specifically for trade observation records with export_amount and import_amount fields. It is ideal for pre-processing small-to-medium batches (up to 200 rows) before analytics or reporting, without requiring any external lookups, predictions, or human assessment. Prefer it over general-purpose ETL tools when you need a cost-effective ($0.01 USDC), deterministic, two-report output in a single API call.
Side effects
- Input array is empty (minItems: 1 violated)
- Input array exceeds 200 rows (maxItems: 200 violated)
- row_id field missing or empty (minLength: 1 violated)
- date field does not match YYYY-MM-DD pattern
- export_amount or import_amount outside allowed range (±1,000,000,000,000)
- Invalid method enum value (must be zero, mean, or median)
- Invalid field enum value (must be export_amount or import_amount)
- Payment not included or insufficient (0.01 USDC required via x402)
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string | |
| method | string |
Tags
x402
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