{"uid":"cap_gTXIGVkuLdmghowdz8q8v","slug":"transformation-throughput-analytics-grouped-summary-dataset-comparison-b450d73e","name":"Transformation Throughput Analytics — Grouped Summary & Dataset Comparison","description":"Transformation throughput — Grouped numeric summary + Keyed dataset comparison: Grouped numeric summary + 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-13-098?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}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"dataset_group":{"type":"string","default":"","maxLength":80},"processed_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"duration_seconds":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","dataset_group":"group-a","processed_rows":10,"duration_seconds":1},{"date":"2026-10-02","row_id":"row-2","dataset_group":"group-b","processed_rows":20,"duration_seconds":2},{"date":"2026-10-03","row_id":"row-3","dataset_group":"group-a","processed_rows":15,"duration_seconds":3},{"date":"2026-10-04","row_id":"row-4","dataset_group":"group-b","processed_rows":30,"duration_seconds":4}],"maxItems":200,"minItems":1},"field":{"enum":["processed_rows","duration_seconds"],"type":"string","default":"processed_rows"},"other":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","processed_rows","duration_seconds"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","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_uhhxiCRiRL_RnqfHcxwOv","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":"Computes a grouped numeric summary and a keyed dataset comparison for transformation throughput records (processed_rows, duration_seconds) across up to 200 rows.","exampleAgentPrompt":"Can you give me a grouped numeric summary and a side-by-side comparison of these two sets of transformation throughput records — I want to analyze processed_rows grouped by dataset_group? I'll supply both the primary dataset and the comparison dataset, up to 200 rows each.","exampleUseCases":[{"title":"ETL pipeline performance audit","prompt":"I have two batches of transformation logs from last week and this week, each with processed_rows and duration_seconds. Can you summarize the processed_rows by dataset_group for both batches and compare them row-by-row so I can see where throughput changed?"},{"title":"Comparing dev vs prod transformation runs","prompt":"Give me a grouped numeric summary of processed_rows by dataset_group for our dev environment records, and then compare them against our prod environment records using the same row keys — I want to spot discrepancies in throughput."},{"title":"Post-migration throughput validation","prompt":"We just migrated our pipeline and I have before and after transformation records with processed_rows and duration_seconds. Can you run a grouped summary and a keyed comparison on these two datasets so I can validate that throughput is consistent across all groups?"}],"resultDescription":"Returns two analytical reports: (1) a grouped numeric summary breaking down the selected metric (processed_rows or duration_seconds) by dataset_group with aggregate statistics, and (2) a keyed dataset comparison showing per-row-key differences between the primary and comparison datasets. Both reports are derived from locally supplied data with no external lookups.","failureModes":["Input array exceeds 200 rows — request rejected","Missing required fields (row_id, dataset_group, date, processed_rows, duration_seconds) — validation error","Invalid date format (must be YYYY-MM-DD) — schema validation failure","Both 'rows' and 'other' arrays empty or missing — no data to process","Numeric values outside allowed range — rejected by schema","row_id values not matching between primary and comparison datasets — comparison may yield empty or sparse results"],"whenToPreferThis":"Choose this endpoint when you need both a grouped aggregate summary AND a keyed row-level comparison of transformation throughput data in a single API call for up to 200 rows. It is purpose-built for ETL/pipeline analytics on processed_rows and duration_seconds fields, making it ideal for benchmarking, before/after migration validation, or cross-environment throughput comparisons where no external data sources or predictions are needed.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-28T19:42:07.621Z","isFirstParty":false,"canonicalSlug":"transformation-throughput-analytics-grouped-summary-dataset-comparison-b450d73e"}