{"uid":"cap_JwmckBk12Esj4h6fRUCbJ","slug":"transformation-throughput-analytics-weighted-mean-dataset-comparison-03d740c5","name":"Transformation Throughput Analytics — Weighted Mean & Dataset Comparison","description":"Transformation throughput — Secondary-measure weighted mean + Keyed dataset comparison: Secondary-measure weighted mean + 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-13-186?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_uGOSth7h3jTWvkI4pEM0H","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 secondary-measure weighted mean and performs a keyed dataset comparison for transformation throughput records (processed_rows, duration_seconds) across up to 200 rows.","exampleAgentPrompt":"Can you calculate the weighted mean of processed_rows (weighted by duration_seconds) and compare these two sets of transformation throughput records by row key — I have two groups, group-a and group-b, each with up to 50 rows from October 2026?","exampleUseCases":[{"title":"ETL job throughput trend analysis","prompt":"I have two batches of ETL run records from last week and this week, each with row_id, dataset_group, date, processed_rows, and duration_seconds. Can you compute the duration-weighted mean of processed_rows and compare the two datasets keyed by row_id to see what changed?"},{"title":"Pipeline performance group comparison","prompt":"Compare these two sets of pipeline throughput logs — group-a vs group-b — using keyed dataset comparison and give me the weighted mean of duration_seconds weighted by processed_rows for each group. I've got about 80 rows per dataset."},{"title":"Data migration batch validation","prompt":"I ran a data migration in two phases and I want to check if the transformation throughput records match up. Can you do a keyed comparison between the two batches on row_id and also compute the weighted mean of processed_rows using duration_seconds as the weight?"}],"resultDescription":"Returns two analytical reports: (1) a secondary-measure weighted mean of the selected field (processed_rows or duration_seconds) across up to 200 input rows, and (2) a keyed dataset comparison between the primary and secondary supplied datasets, identifying matches, mismatches, and deltas by row key. No external lookups or predictions are made; all computation is local.","failureModes":["Input array exceeds 200 rows — request rejected","Missing required fields (row_id, dataset_group, date, processed_rows, duration_seconds) cause validation error","Null values in processed_rows or duration_seconds may affect weighted mean calculation","Invalid date format (not YYYY-MM-DD) causes schema validation failure","Empty rows array rejected (minItems: 1)","Mismatched or absent row_ids between primary and comparison dataset reduce keyed comparison coverage"],"whenToPreferThis":"Choose this endpoint when you need both a weighted mean of a throughput metric and a row-keyed comparison between two datasets in a single call, specifically for transformation pipeline records with processed_rows and duration_seconds fields. It is best suited for offline, supplied-data analytics (no live data fetching) on batches of up to 200 rows. Prefer this over general statistics APIs when your data is already structured in the required schema and you want two complementary analytical reports in one low-cost request.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-28T19:42:19.611Z","isFirstParty":false,"canonicalSlug":"transformation-throughput-analytics-weighted-mean-dataset-comparison-03d740c5"}