{"uid":"cap_mxtnXzL5b54RsnpJPFLP6","slug":"transformation-throughput-exact-row-deduplication-keyed-dataset-7ffb028f","name":"Transformation Throughput — Exact Row Deduplication + Keyed Dataset Comparison","description":"Transformation throughput — Exact row deduplication + Keyed dataset comparison: Exact row deduplication + Keyed dataset comparison for supplied transformation throughput records (processed_rows, duration_seconds). 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.","url":"https://market.datapackvibe.com/x402/assistant-ib26-analytics-13-053?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","processed_rows","duration_seconds"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"dataset_group":{"type":"string","default":"","maxLength":80},"processed_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"duration_seconds":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","dataset_group":"group-a","processed_rows":10,"duration_seconds":1},{"date":"2026-10-02","row_id":"row-2","dataset_group":"group-b","processed_rows":20,"duration_seconds":2},{"date":"2026-10-03","row_id":"row-3","dataset_group":"group-a","processed_rows":15,"duration_seconds":3},{"date":"2026-10-04","row_id":"row-4","dataset_group":"group-b","processed_rows":30,"duration_seconds":4}],"maxItems":200,"minItems":1},"other":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","processed_rows","duration_seconds"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"dataset_group":{"type":"string","default":"","maxLength":80},"processed_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"duration_seconds":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","dataset_group":"group-a","processed_rows":10,"duration_seconds":1},{"date":"2026-10-02","row_id":"row-2","dataset_group":"group-b","processed_rows":21,"duration_seconds":2},{"date":"2026-10-03","row_id":"row-3","dataset_group":"group-a","processed_rows":17,"duration_seconds":3},{"date":"2026-10-04","row_id":"row-4","dataset_group":"group-b","processed_rows":33,"duration_seconds":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_PEE7PsqknzN1_rZZEGDh8","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":"Deduplicates transformation throughput records exactly by row and compares two keyed datasets, returning two analytical reports for up to 200 rows of processed_rows and duration_seconds data.","exampleAgentPrompt":"Can you deduplicate my transformation throughput records and compare them against a second dataset? I'll give you two arrays — each row has a row_id, dataset_group, date, processed_rows, and duration_seconds — up to 200 rows total, and I need both the deduplication report and the keyed comparison report back.","exampleUseCases":[{"title":"ETL pipeline run audit","prompt":"I have two batches of ETL run logs from last week — each with row_id, dataset_group, date, processed_rows, and duration_seconds. Can you deduplicate the first batch and then compare it key-by-key against the second batch so I can see what changed between runs?"},{"title":"Data migration throughput validation","prompt":"We just migrated our data pipeline and I want to verify the throughput records match. Here are the pre-migration rows and the post-migration rows — both have row_id, dataset_group, date, processed_rows, and duration_seconds fields. Please deduplicate the source set and compare them to flag any discrepancies."},{"title":"Duplicate detection in analytics export","prompt":"My analytics export for group-a and group-b has some suspected duplicate rows mixed in — can you run exact deduplication on these throughput records (they have processed_rows and duration_seconds per date) and also compare them against my reference dataset to see which entries are new or missing?"}],"resultDescription":"Returns two analytical reports: (1) an exact row deduplication report identifying and removing fully identical rows from the primary dataset, and (2) a keyed dataset comparison report showing differences between the primary and secondary datasets matched by row_id. Both reports are computed locally from supplied data with no external lookups.","failureModes":["More than 200 rows submitted — request rejected or truncated","Missing required fields (row_id, dataset_group, date, processed_rows, duration_seconds) on any row — validation error","Invalid date format (not YYYY-MM-DD) — schema validation failure","Numeric values out of allowed range (±1,000,000,000,000) — rejection","Empty rows array — minimum 1 item required","Payment not included or insufficient — x402 payment required at $0.01 USDC"],"whenToPreferThis":"Choose this endpoint when you need both exact row deduplication and a keyed comparison of two transformation throughput datasets in a single call, specifically for data with processed_rows and duration_seconds metrics grouped by dataset_group and date. It is ideal for data engineering workflows where pipeline run logs or ETL output records need to be audited for duplicates and cross-run differences without any external data lookup or ML inference.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-28T19:42:12.257Z","isFirstParty":false,"canonicalSlug":"transformation-throughput-exact-row-deduplication-keyed-dataset-7ffb028f"}