{"uid":"cap_zskMxYAihl4GxlI7O-MTi","slug":"transformation-throughput-analytics-record-quality-audit-string-7bc4163f","name":"Transformation Throughput Analytics: Record Quality Audit + String Normalisation + Keyed Dataset Comparison","description":"Transformation throughput — Record quality audit + String normalisation + Keyed dataset comparison: Record quality audit + String normalisation + Keyed dataset comparison for supplied transformation throughput records (processed_rows, duration_seconds). Up to 200 rows; 3 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 3 supplied-data reports for up to 200 rows.","url":"https://market.datapackvibe.com/x402/assistant-ib26-analytics-13-207?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_UTPzaZrUzzvrBR-2-viSK","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 three local analytical reports on transformation throughput records — record quality audit, string normalisation, and keyed dataset comparison — for up to 200 rows of processed_rows and duration_seconds data.","exampleAgentPrompt":"Can you audit my transformation throughput records for quality issues, normalise the string fields, and compare them against last week's dataset? I have about 50 rows with fields like row_id, dataset_group, date, processed_rows, and duration_seconds.","exampleUseCases":[{"title":"ETL pipeline data quality audit","prompt":"I've got 120 rows of transformation throughput logs — each has a row_id, dataset_group, date, processed_rows count, and duration_seconds. Can you run a full quality audit on them and normalise the dataset_group strings so I can trust the data before loading it to the warehouse?"},{"title":"Comparing two pipeline run snapshots","prompt":"I have two snapshots of our transformation throughput data — yesterday's run and today's run, each up to 80 rows with row_id, dataset_group, date, processed_rows, and duration_seconds. Can you do a keyed comparison between them to see what changed, plus audit quality and normalise strings in both?"},{"title":"Validating processed rows data before reporting","prompt":"Before I publish our weekly data processing report, can you run a record quality audit and string normalisation on these 60 throughput records (row_id, dataset_group, date, processed_rows, duration_seconds) and also compare them against our baseline dataset to flag any discrepancies?"}],"resultDescription":"Returns three independent analytical reports: (1) a record quality audit identifying nulls, out-of-range values, and structural issues in the throughput records; (2) a string normalisation report cleaning and standardising text fields like dataset_group; and (3) a keyed dataset comparison report diffing the primary rows against a secondary dataset by shared keys such as row_id and dataset_group.","failureModes":["Exceeding 200 rows returns a validation error","Missing required fields (row_id, dataset_group, date, processed_rows, duration_seconds) causes schema rejection","Invalid date format (not YYYY-MM-DD) triggers pattern validation failure","Numeric values outside the allowed range (-1e12 to 1e12) are rejected","Empty rows array returns an error (minItems: 1)","No external lookup or live data — results are limited to supplied data only"],"whenToPreferThis":"Choose this endpoint when you need three bundled analytical operations — quality audit, string normalisation, and keyed comparison — on transformation throughput data in a single low-cost call. It is ideal for data engineers validating ETL pipeline output, comparing pipeline runs, or cleaning throughput metrics before downstream use. Prefer it when you have up to 200 rows of processed_rows and duration_seconds records and want all three reports at once without paying separately. Not suitable for live predictions, external data lookups, or datasets larger than 200 rows.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-28T19:42:28.466Z","isFirstParty":false,"canonicalSlug":"transformation-throughput-analytics-record-quality-audit-string-7bc4163f"}