{"uid":"cap_5ObzvqlnLKDJ3CA2bibi0","slug":"data-ingestion-batches-category-frequencies-keyed-dataset-comparison-4abcacd6","name":"Data Ingestion Batches — Category Frequencies + Keyed Dataset Comparison","description":"Data ingestion batches — Category frequencies + Keyed dataset comparison: Category frequencies + Keyed dataset comparison for supplied data ingestion batches records (received_rows, accepted_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-01-111?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","received_rows","accepted_rows"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"accepted_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"dataset_group":{"type":"string","default":"","maxLength":80},"received_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","accepted_rows":1,"dataset_group":"group-a","received_rows":10},{"date":"2026-10-02","row_id":"row-2","accepted_rows":2,"dataset_group":"group-b","received_rows":20},{"date":"2026-10-03","row_id":"row-3","accepted_rows":3,"dataset_group":"group-a","received_rows":15},{"date":"2026-10-04","row_id":"row-4","accepted_rows":4,"dataset_group":"group-b","received_rows":30}],"maxItems":200,"minItems":1},"other":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","received_rows","accepted_rows"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"accepted_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"dataset_group":{"type":"string","default":"","maxLength":80},"received_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","accepted_rows":1,"dataset_group":"group-a","received_rows":10},{"date":"2026-10-02","row_id":"row-2","accepted_rows":2,"dataset_group":"group-b","received_rows":21},{"date":"2026-10-03","row_id":"row-3","accepted_rows":3,"dataset_group":"group-a","received_rows":17},{"date":"2026-10-04","row_id":"row-4","accepted_rows":4,"dataset_group":"group-b","received_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_vozD1CaV-pikpjr7b38ZD","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":"Analyzes up to 200 data ingestion batch records to produce two reports: category frequency distribution by dataset group, and a keyed row-by-row comparison between two supplied datasets.","exampleAgentPrompt":"I have two sets of ingestion batch records — each with row IDs, dataset groups, dates, received rows, and accepted rows — can you run a category frequency breakdown and a keyed comparison between the two datasets? Here's my primary set: [{\"row_id\":\"r1\",\"dataset_group\":\"customers\",\"date\":\"2025-01-10\",\"received_rows\":500,\"accepted_rows\":490}] and comparison set: [{\"row_id\":\"r1\",\"dataset_group\":\"customers\",\"date\":\"2025-01-10\",\"received_rows\":500,\"accepted_rows\":475}].","exampleUseCases":[{"title":"Pipeline acceptance rate audit across groups","prompt":"I want to see how often each dataset group appears in our ingestion logs and compare this week's accepted vs received row counts against last week's — here are both sets of batch records with row IDs, dataset groups, dates, received rows, and accepted rows."},{"title":"Spotting discrepancies between two pipeline runs","prompt":"We ran our ingestion pipeline twice under different configs. Can you do a keyed row comparison between the two result sets and also show me the frequency breakdown by dataset group? I'll give you both batches — each has row_id, dataset_group, date, received_rows, and accepted_rows fields."},{"title":"Dataset group distribution monitoring","prompt":"Can you analyze the category frequencies in my ingestion batch records and compare them against a reference baseline batch? Both datasets have the same schema — row_id, dataset_group, date, received_rows, and accepted_rows — and each has about 80 rows."}],"resultDescription":"Returns two analytical reports: (1) a category frequency table showing how often each dataset_group appears and aggregated received/accepted row counts per group in the primary dataset; (2) a keyed row-by-row comparison between the primary ('rows') and secondary ('other') datasets, highlighting differences in received_rows and accepted_rows for matching row_ids. All analysis is performed locally with no external lookups.","failureModes":["Input array exceeds 200 rows — request rejected with validation error","Missing required fields (row_id, dataset_group, date, received_rows, accepted_rows) — row rejected or error returned","Date field does not match YYYY-MM-DD pattern — validation failure","Numeric values out of allowed range (±1,000,000,000,000) — schema rejection","Empty rows array — minimum 1 item required, returns error","Non-overlapping row_ids between primary and secondary datasets — comparison report may return empty or unmatched rows"],"whenToPreferThis":"Choose this endpoint when you need both a frequency/distribution report across dataset groups AND a keyed row-level diff between two ingestion batch snapshots in a single call for under $0.01. It is best suited for ETL monitoring, pipeline QA, and acceptance rate audits where you already have the batch data in hand and want local analytical computation — not for live pipeline introspection, external data fetching, or single-metric calculations.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T00:56:14.522Z","isFirstParty":false,"canonicalSlug":"data-ingestion-batches-category-frequencies-keyed-dataset-comparison-4abcacd6"}