{"uid":"cap_8nSxf_6vu4AJ7ALTc0-uu","slug":"data-ingestion-batches-two-measure-correlation-keyed-dataset-comparison-4a2a72b8","name":"Data Ingestion Batches — Two-Measure Correlation + Keyed Dataset Comparison","description":"Data ingestion batches — Two-measure correlation + Keyed dataset comparison: Two-measure correlation + 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-01-183?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_SpsAswAKXCXkPyc7rcXaD","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 Pearson/rank correlation between received_rows and accepted_rows, and compares two keyed data ingestion batch datasets, returning two independent analytical reports for up to 200 rows.","exampleAgentPrompt":"Run a two-measure correlation between received_rows and accepted_rows plus a keyed dataset comparison on my two ingestion batch logs — the primary dataset has rows like row-1 on 2026-10-01 in group-a with received_rows=10 and accepted_rows=1, and the secondary is nearly identical but with slightly different received_rows values; up to 4 rows each.","exampleUseCases":[{"title":"ETL pipeline acceptance rate correlation","prompt":"I have daily data ingestion batch records with received_rows and accepted_rows for two dataset groups over the past week — can you run the two-measure correlation analysis to see how strongly those two metrics move together?"},{"title":"Comparing two ingestion pipeline snapshots","prompt":"I ran my data ingestion pipeline twice with slightly different configs and captured both result sets by row_id and date. Can you do a keyed dataset comparison between the two batches to show me where received_rows or accepted_rows differ?"},{"title":"QA check on batch ingestion data quality","prompt":"Before I sign off on this month's ingestion reports, can you compute the correlation between received_rows and accepted_rows across all my dataset groups and also compare this month's batch against last month's keyed records to flag any anomalies?"}],"resultDescription":"Two independent analytical reports: (1) a two-measure correlation report quantifying the statistical relationship between received_rows and accepted_rows across the supplied rows, and (2) a keyed dataset comparison report highlighting differences between the primary and secondary datasets matched by row_id. Both reports are computed locally with no external lookups.","failureModes":["Submitting more than 200 rows results in a validation error","Missing required fields (row_id, dataset_group, date, received_rows, accepted_rows) cause row-level rejection","Date values not matching YYYY-MM-DD format fail schema validation","Null values in received_rows or accepted_rows may reduce correlation sample size","Mismatched row_ids between primary and secondary datasets result in unmatched keys in comparison report","Submitting fewer than 2 rows may produce degenerate or undefined correlation results"],"whenToPreferThis":"Choose this endpoint when you need both a two-measure Pearson/rank correlation between received_rows and accepted_rows AND a keyed comparison of two ingestion batch datasets in a single $0.01 call. It is purpose-built for data ingestion pipeline QA, ETL audit, and batch acceptance-rate analysis on up to 200 rows. Prefer this over general-purpose analytics APIs when your data is already structured with row_id, dataset_group, date, received_rows, and accepted_rows fields and you do not need live external data, predictions, or professional assessments.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-16T18:48:29.106Z","isFirstParty":false,"canonicalSlug":"data-ingestion-batches-two-measure-correlation-keyed-dataset-comparison-4a2a72b8"}