{"uid":"cap_2OjKJj0R9JqLSOlDtViKM","slug":"duplicate-observations-analytics-date-by-category-pivot-keyed-dataset-7cb66e10","name":"Duplicate Observations Analytics — Date-by-Category Pivot + Keyed Dataset Comparison","description":"Duplicate observations — Date by category pivot + Keyed dataset comparison: Date by category pivot + Keyed dataset comparison for supplied duplicate observations records (duplicate_rows, total_rows). 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-04-188?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","duplicate_rows","total_rows"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"total_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"dataset_group":{"type":"string","default":"","maxLength":80},"duplicate_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","total_rows":1,"dataset_group":"group-a","duplicate_rows":10},{"date":"2026-10-02","row_id":"row-2","total_rows":2,"dataset_group":"group-b","duplicate_rows":20},{"date":"2026-10-03","row_id":"row-3","total_rows":3,"dataset_group":"group-a","duplicate_rows":15},{"date":"2026-10-04","row_id":"row-4","total_rows":4,"dataset_group":"group-b","duplicate_rows":30}],"maxItems":200,"minItems":1},"field":{"enum":["duplicate_rows","total_rows"],"type":"string","default":"duplicate_rows"},"other":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","duplicate_rows","total_rows"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"total_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"dataset_group":{"type":"string","default":"","maxLength":80},"duplicate_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","total_rows":1,"dataset_group":"group-a","duplicate_rows":10},{"date":"2026-10-02","row_id":"row-2","total_rows":2,"dataset_group":"group-b","duplicate_rows":21},{"date":"2026-10-03","row_id":"row-3","total_rows":3,"dataset_group":"group-a","duplicate_rows":17},{"date":"2026-10-04","row_id":"row-4","total_rows":4,"dataset_group":"group-b","duplicate_rows":33}],"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_wJFZAawJyDZKzB_GNN-pV","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":"Runs two local analytical reports on duplicate observation records: a date-by-category pivot table and a keyed comparison between two datasets, for up to 200 rows.","exampleAgentPrompt":"I have two sets of duplicate-observation records — each row has a row_id, dataset_group, date, duplicate_rows, and total_rows. Can you run both reports: a date-by-category pivot and a keyed comparison between the two datasets, analyzing the duplicate_rows field across up to 200 rows?","exampleUseCases":[{"title":"Pipeline data quality audit","prompt":"I ran our ETL pipeline twice with different configs and captured duplicate_rows and total_rows per dataset_group per day. Can you pivot the first run by date and category, then compare it row-by-row against the second run to see where duplicate counts diverged? I'm analyzing the duplicate_rows field."},{"title":"Weekly duplicate trend cross-tab","prompt":"Here are this week's duplicate observation logs for groups A and B across 5 dates — each entry has a row_id, dataset_group, date, duplicate_rows, and total_rows. Give me a date-by-category pivot and also compare against last week's records to flag any changes in duplicate_rows."},{"title":"Pre/post dedup process comparison","prompt":"Before and after running our deduplication job, I collected duplicate_rows and total_rows per group per day. Can you pivot the before-snapshot by date and dataset_group, and then do a keyed comparison against the after-snapshot so I can see which groups improved the most on duplicate_rows?"}],"resultDescription":"Returns two independent analytical reports: (1) a date-by-category pivot table showing the selected field (duplicate_rows or total_rows) broken down by date and dataset_group, and (2) a keyed dataset comparison report highlighting differences between the primary and secondary supplied datasets, row by row. All analysis is performed locally with no external lookups.","failureModes":["Input array exceeds 200 rows — request rejected","Missing required fields (row_id, dataset_group, date, duplicate_rows, total_rows) — validation error","Invalid date format (must match YYYY-MM-DD) — schema validation failure","Numeric values out of allowed range — rejected","Empty rows array — minimum 1 item required","Payment not supplied or insufficient USDC — 402 payment required response"],"whenToPreferThis":"Choose this endpoint when you need both a date-by-category pivot AND a keyed comparison between two duplicate-observation datasets in a single API call for up to 200 rows. It is ideal for data quality auditing workflows where you want to cross-tab duplicate counts over time and simultaneously diff two versions of the same dataset. Prefer this over generic analytics tools when your data already conforms to the duplicate_rows/total_rows/dataset_group/date schema and you want a low-cost ($0.01 USDC), offline, no-external-lookup analysis.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-20T07:06:36.086Z","isFirstParty":false,"canonicalSlug":"duplicate-observations-analytics-date-by-category-pivot-keyed-dataset-7cb66e10"}