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Research Sample Recovery — Keyed Dataset Comparison
x402
Research Sample Recovery — 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 2026-10-16).
Compares two keyed datasets of research sample recovery records (input mass vs. recovered mass) and returns local descriptive analytics highlighting differences between them.
Price / call$0.01
Success—
StatusUnknown
How this service works
Research sample recovery - Keyed dataset comparison: Keyed dataset comparison 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 keyed dataset comparison report.
Output
A bounded keyed dataset comparison report containing local descriptive analytics (e.g. per-specimen group statistics, mass deltas, recovery rate differences) between the two submitted datasets. No external enrichment or forecasting is included — all analytics are derived solely from the supplied records.
Example use cases
Pre/post protocol change comparison
“I ran the same sample recovery experiment before and after tweaking the extraction protocol — here are both datasets with specimen IDs, dates, input mass, and recovered mass. Compare them and tell me which specimens show the biggest difference in recovery between the two runs.”
Batch QC discrepancy check
“We have two batches of sample recovery records for our lab QC audit, both keyed by row ID and specimen group, and I need a descriptive comparison to see if batch B's recovered mass figures deviate meaningfully from batch A's.”
Inter-lab recovery benchmarking
“Lab A and Lab B both processed the same specimen types and recorded input and recovered mass for each sample — can you compare these two datasets row by row and summarize the descriptive statistics for each specimen group across labs?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ar-analytics-sample-recovery-compare?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you have two structured research sample recovery datasets keyed by row ID and specimen, and need a fast, local descriptive comparison of recovery metrics (input mass vs. recovered mass) without any external data enrichment or predictive modeling. It is ideal for lab QC, protocol comparison, or inter-batch audits on datasets up to 200 records at a time.
Side effects
- Missing required fields (row_id, specimen, date, input_mass_g, or recovered_mass_g) cause validation errors
- Exceeding 200 rows per dataset triggers a rejection
- Malformed date strings not matching YYYY-MM-DD pattern cause parse errors
- Mismatched row_ids between datasets may result in incomplete keyed comparisons
- Null mass values in both datasets reduce the number of comparable pairs
- Payment failure via x402 protocol prevents processing
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| other | array |
Tags
x402
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