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Feed Observations — String Normalisation + Exact Row Deduplication
x402
Feed Observations — String Normalisation + Exact Row Deduplication is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-30).
Normalises strings and identifies exact duplicate rows in feed observation records (item_count, duplicate_items) across up to 200 rows, returning 2 analytical reports.
Price / call$0.01
Success—
StatusUnknown
How this service works
Feed observations — String normalisation + Exact row deduplication: String normalisation + Exact row deduplication for supplied feed observations records (item_count, duplicate_items). 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 2 independent analytical reports: (1) a string normalisation report detailing how text fields (e.g. site_group) were standardised, and (2) an exact row deduplication report identifying which rows among the submitted records are exact duplicates, covering up to 200 input rows.
Example use cases
Pre-ingestion feed data cleanup
“Before I load these feed observations into our pipeline, can you normalise the string fields and flag any exact duplicate rows? I've got 50 rows with site_group, date, item_count, and duplicate_items fields that need cleaning.”
Daily feed quality audit
“Run a string normalisation and exact deduplication check on today's feed observation export — it has about 120 rows across several site groups with dates in October 2026, and I want to see both reports to catch any dirty or repeated records.”
Investigating duplicate items in feed report
“I suspect some rows in our feed observation dataset are exact duplicates — can you run the deduplication analysis on these 80 rows and also normalise the site_group strings so we have clean, consistent values in the output?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-web-11-020?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both string normalisation and exact duplicate detection on feed observation records in a single low-cost call ($0.01 USDC). It is purpose-built for feed data with item_count and duplicate_items fields, operates locally without external lookups, and is ideal for pre-ingestion data quality checks or periodic feed audits on datasets up to 200 rows.
Side effects
- Exceeding 200 rows returns a validation error — batch must be split
- Missing required fields (row_id, site_group, date, item_count, duplicate_items) causes rejection
- Malformed date strings not matching YYYY-MM-DD pattern fail schema validation
- Empty rows array (minItems:1 violated) returns an error
- Numeric values outside the allowed range cause schema rejection
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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