{"uid":"cap_Az96PcoDlcxWQ4CBKf2tQ","slug":"transformation-throughput-analytics-date-category-pivot-keyed-dataset-9315ffc1","name":"Transformation Throughput Analytics: Date-Category Pivot + Keyed Dataset Comparison","description":"Transformation throughput — Date by category pivot + Keyed dataset comparison: Date by category pivot + 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-13-188?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_ZGIi2zX0hmOG3E28EzyQ5","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":"Generates two analytical reports on transformation throughput records — a date-by-category pivot table and a keyed dataset comparison — using supplied processed_rows and duration_seconds data.","exampleAgentPrompt":"Can you pivot my transformation throughput records by date and dataset group using processed_rows as the field, and also compare them against a second dataset snapshot? I have up to 200 rows across groups like 'group-a' and 'group-b' with dates like 2026-10-01 through 2026-10-04.","exampleUseCases":[{"title":"ETL pipeline daily throughput breakdown","prompt":"I have two weeks of ETL run records with processed_rows and duration_seconds per dataset_group — can you pivot them by date and category so I can see which groups processed the most rows on which days?"},{"title":"Before-and-after pipeline comparison","prompt":"I ran the same transformation pipeline twice with slightly different configs. Can you compare the two result datasets keyed by row_id and dataset_group so I can spot where processed_rows or duration_seconds differ?"},{"title":"Multi-group duration analysis","prompt":"I've got 150 transformation throughput records across four dataset groups. Can you give me both a date-by-category pivot on duration_seconds and a side-by-side comparison with last month's baseline dataset?"}],"resultDescription":"Returns two independent analytical reports: (1) a date-by-category pivot table showing the selected metric (processed_rows or duration_seconds) broken down by date rows and dataset_group columns, and (2) a keyed dataset comparison highlighting differences between the primary and secondary supplied datasets — all computed locally with no external lookups.","failureModes":["Exceeds 200-row limit — request rejected or truncated","Missing required fields (row_id, dataset_group, date, processed_rows, duration_seconds) — validation error","Malformed date format (not YYYY-MM-DD) — schema validation failure","Empty rows array — minimum 1 item required","Invalid field enum value — must be 'processed_rows' or 'duration_seconds'","No 'other' dataset supplied when comparison report is expected — may return empty comparison"],"whenToPreferThis":"Choose this endpoint when you have transformation throughput records (with processed_rows and duration_seconds) and need both a date-by-category pivot and a keyed comparison between two dataset snapshots in a single $0.01 call. Ideal for ETL monitoring, pipeline benchmarking, and batch analytics on up to 200 rows without requiring external data sources or live lookups.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-28T19:41:49.104Z","isFirstParty":false,"canonicalSlug":"transformation-throughput-analytics-date-category-pivot-keyed-dataset-9315ffc1"}