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Research Sample Recovery — Exact Row Deduplication
x402
Research Sample Recovery — 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 2026-10-17).
Removes exact duplicate rows from research sample recovery datasets (up to 200 typed records) and returns a local deduplication report with descriptive analytics.
Price / call$0.01
Success—
StatusUnknown
How this service works
Research sample recovery - Exact row deduplication: Exact row deduplication for Research sample recovery. 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 exact row deduplication report.
Output
Returns a deduplication report indicating which rows were exact duplicates and removed, the count of unique rows retained, and local descriptive analytics about the dataset — no external enrichment or forecasting is included.
Example use cases
Lab data cleanup before analysis
“I've got a CSV of 150 sample recovery rows from our lab — fields are row_id, specimen, date, input_mass_g, and recovered_mass_g — and I suspect there are duplicate entries from a data export glitch. Can you deduplicate them exactly and tell me how many rows were removed?”
Quality check on merged specimen logs
“We merged two specimen recovery logs and ended up with duplicate entries. The combined dataset has about 180 rows with row_id, specimen, date, input_mass_g, and recovered_mass_g. Run an exact row deduplication and give me the cleaned record count.”
Automated pipeline dedup step
“As part of my sample processing pipeline, I need to deduplicate this batch of 50 research recovery records — each has a row_id, specimen group, collection date, input mass, and recovered mass — before passing them downstream. Remove any exact duplicate rows and return the report.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ar-analytics-sample-recovery-deduplicate?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need a fast, low-cost ($0.01 USDC) exact row deduplication specifically for research sample recovery records with typed mass and specimen fields. It is best suited for batches up to 200 records requiring local descriptive analytics without any enrichment, forecasting, or fuzzy matching — ideal for cleaning lab exports or merged specimen logs before downstream analysis.
Side effects
- Fewer than 1 row provided — validation error
- More than 200 rows submitted — rejected with item count limit error
- Missing required fields (row_id, specimen, date, input_mass_g, recovered_mass_g) — schema validation failure
- Invalid date format (not YYYY-MM-DD) — pattern validation error
- Non-numeric value for mass fields — type validation error
- Payment not completed or insufficient USDC — 402 payment required
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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