{"uid":"cap_Oadmv7Ayu5YGTHp7E467T","slug":"research-sample-recovery-keyed-dataset-comparison-36e5504f","name":"Research Sample Recovery — Keyed Dataset Comparison","description":"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.","url":"https://market.datapackvibe.com/x402/assistant-ar-analytics-sample-recovery-compare?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","specimen","date","input_mass_g","recovered_mass_g"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"specimen":{"type":"string","default":"","maxLength":80},"input_mass_g":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"recovered_mass_g":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","specimen":"group-a","input_mass_g":10,"recovered_mass_g":1},{"date":"2026-10-02","row_id":"row-2","specimen":"group-b","input_mass_g":20,"recovered_mass_g":2},{"date":"2026-10-03","row_id":"row-3","specimen":"group-a","input_mass_g":15,"recovered_mass_g":3},{"date":"2026-10-04","row_id":"row-4","specimen":"group-b","input_mass_g":30,"recovered_mass_g":4}],"maxItems":200,"minItems":1},"other":{"type":"array","items":{"type":"object","required":["row_id","specimen","date","input_mass_g","recovered_mass_g"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"specimen":{"type":"string","default":"","maxLength":80},"input_mass_g":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"recovered_mass_g":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","specimen":"group-a","input_mass_g":10,"recovered_mass_g":1},{"date":"2026-10-02","row_id":"row-2","specimen":"group-b","input_mass_g":21,"recovered_mass_g":2},{"date":"2026-10-03","row_id":"row-3","specimen":"group-a","input_mass_g":17,"recovered_mass_g":3},{"date":"2026-10-04","row_id":"row-4","specimen":"group-b","input_mass_g":33,"recovered_mass_g":4}],"maxItems":200,"minItems":0}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.01","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.01/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_DQXm9Usl1GL2tc0SEKRuJ","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.01","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Compares two keyed datasets of research sample recovery records (input mass vs. recovered mass) and returns local descriptive analytics highlighting differences between them.","exampleAgentPrompt":"Compare these two batches of sample recovery data — the first set has group-a with 10g input and 1g recovered on 2026-10-01 and group-b with 20g input and 2g recovered on 2026-10-02, and the second set has the same specimens but group-b's input was 21g — and give me a descriptive comparison report by specimen.","exampleUseCases":[{"title":"Pre/post protocol change comparison","prompt":"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."},{"title":"Batch QC discrepancy check","prompt":"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."},{"title":"Inter-lab recovery benchmarking","prompt":"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?"}],"resultDescription":"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.","failureModes":["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"],"whenToPreferThis":"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.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-16T18:48:41.061Z","isFirstParty":false,"canonicalSlug":"research-sample-recovery-keyed-dataset-comparison-36e5504f"}