{"uid":"cap_MR6D3L_OV7HLBbQPsamLj","slug":"transformation-throughput-two-measure-correlation-and-keyed-dataset-79329609","name":"Transformation Throughput Two-Measure Correlation and Keyed Dataset Comparison","description":"Transformation throughput — Two-measure correlation + Keyed dataset comparison: Two-measure correlation + 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-13-183?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}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"dataset_group":{"type":"string","default":"","maxLength":80},"processed_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"duration_seconds":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","dataset_group":"group-a","processed_rows":10,"duration_seconds":1},{"date":"2026-10-02","row_id":"row-2","dataset_group":"group-b","processed_rows":20,"duration_seconds":2},{"date":"2026-10-03","row_id":"row-3","dataset_group":"group-a","processed_rows":15,"duration_seconds":3},{"date":"2026-10-04","row_id":"row-4","dataset_group":"group-b","processed_rows":30,"duration_seconds":4}],"maxItems":200,"minItems":1},"other":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","processed_rows","duration_seconds"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","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_BksiiLt6SiSgOOZFAof9h","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/Spearman correlation between processed_rows and duration_seconds, plus a keyed group-level dataset comparison, across up to 200 transformation throughput records in two independent analytical reports.","exampleAgentPrompt":"I have two sets of pipeline run logs — each row has a row_id, a dataset_group label like 'group-a' or 'group-b', a date, and values for processed_rows and duration_seconds. Can you run a correlation analysis between processed_rows and duration_seconds, plus a keyed group comparison between the two datasets, across up to 200 rows total?","exampleUseCases":[{"title":"ETL pipeline efficiency correlation","prompt":"I've got daily ETL run records with processed_rows and duration_seconds for each job — can you correlate those two measures and tell me whether bigger jobs are taking proportionally longer? Here's my rows dataset with row_id, dataset_group, date, processed_rows, and duration_seconds."},{"title":"A/B throughput experiment comparison","prompt":"We ran the same pipeline with two different configurations and recorded the results in two separate datasets, each keyed by row_id and dataset_group. Can you compare them and also check the correlation between processed_rows and duration_seconds within each group?"},{"title":"Multi-group pipeline performance audit","prompt":"I have transformation logs split across groups 'group-a' and 'group-b' for October, with processed_rows and duration_seconds per run. Can you generate a two-measure correlation report and a keyed group-level comparison between my primary and reference datasets?"}],"resultDescription":"Returns two analytical reports: (1) a two-measure correlation report quantifying the statistical relationship between processed_rows and duration_seconds across the submitted rows, and (2) a keyed dataset comparison report contrasting the primary and secondary datasets at the dataset_group level, highlighting differences in throughput metrics.","failureModes":["Exceeds 200-row limit — request is rejected or truncated","Missing required fields (row_id, dataset_group, date, processed_rows, duration_seconds) cause validation errors","Null or non-numeric values in processed_rows or duration_seconds may degrade or invalidate correlation computation","Malformed date strings not matching YYYY-MM-DD pattern cause schema validation failure","Insufficient variance in either measure yields undefined or degenerate correlation coefficient","Mismatched row_ids between primary and secondary datasets reduce keyed comparison coverage"],"whenToPreferThis":"Choose this endpoint when you need both a statistical correlation between two numeric throughput measures and a structured group-level dataset comparison in a single paid call, without requiring real-time data lookup or external integrations. Ideal for data engineers auditing ETL pipeline performance, comparing experiment runs, or validating throughput consistency across named groups — all from locally supplied records up to 200 rows.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-28T19:42:02.301Z","isFirstParty":false,"canonicalSlug":"transformation-throughput-two-measure-correlation-and-keyed-dataset-79329609"}