{"uid":"cap_JJhHX15Nw3Jrys01KCdav","slug":"data-ingestion-batches-iqr-outlier-flags-keyed-dataset-comparison-bd80d6e1","name":"Data Ingestion Batches — IQR Outlier Flags + Keyed Dataset Comparison","description":"Data ingestion batches — IQR outlier flags + Keyed dataset comparison: IQR outlier flags + 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-01-179?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}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"accepted_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"dataset_group":{"type":"string","default":"","maxLength":80},"received_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","accepted_rows":1,"dataset_group":"group-a","received_rows":10},{"date":"2026-10-02","row_id":"row-2","accepted_rows":2,"dataset_group":"group-b","received_rows":20},{"date":"2026-10-03","row_id":"row-3","accepted_rows":3,"dataset_group":"group-a","received_rows":15},{"date":"2026-10-04","row_id":"row-4","accepted_rows":4,"dataset_group":"group-b","received_rows":30}],"maxItems":200,"minItems":1},"field":{"enum":["received_rows","accepted_rows"],"type":"string","default":"received_rows"},"other":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","received_rows","accepted_rows"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","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_qLc5duWC7xJ6Mdtqks3q7","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: IQR-based outlier detection and a keyed comparison between two datasets, for received_rows or accepted_rows metrics.","exampleAgentPrompt":"Can you run IQR outlier detection and a keyed dataset comparison on my ingestion batch data? I have two sets of up to 50 rows with row_id, dataset_group, date, received_rows, and accepted_rows — analyze the received_rows field and flag anything suspicious.","exampleUseCases":[{"title":"Pipeline anomaly detection for ETL monitoring","prompt":"I have 80 rows of daily ingestion batch records with row_id, dataset_group, date, received_rows, and accepted_rows — can you flag any outliers in accepted_rows using IQR and also compare them against last week's dataset to spot discrepancies?"},{"title":"Dataset drift check between two ingestion runs","prompt":"We ran our ingestion pipeline twice this week and I want to compare the two result sets side by side using keyed matching on row_id — can you also run IQR outlier flags on the received_rows column for both batches? I have about 120 rows each."},{"title":"Data quality audit for received row counts","prompt":"Our data team wants a quick quality check on ingestion metrics — run IQR outlier detection on the received_rows field for our 60-row ingestion log, and compare it against our baseline dataset to see what changed."}],"resultDescription":"Two independent analytical reports: (1) IQR outlier flags identifying which rows have statistically anomalous values for the selected field (received_rows or accepted_rows), and (2) a keyed dataset comparison report showing differences between the primary and secondary supplied datasets, matched by row_id.","failureModes":["Exceeding 200 rows returns a validation error","Missing required fields (row_id, dataset_group, date, received_rows, accepted_rows) causes schema rejection","Invalid date format (not YYYY-MM-DD) triggers pattern validation failure","Null values in the selected numeric field may reduce IQR analysis accuracy","Empty rows array (minItems:1 not met) returns an error","Payment not included or insufficient USDC causes 402 response"],"whenToPreferThis":"Choose this endpoint when you need fast, local statistical analysis of data ingestion batch records — specifically IQR-based outlier detection combined with keyed dataset comparison — without any external data lookup or live system access. It is ideal for data quality audits, pipeline monitoring, and before/after ingestion comparisons on datasets up to 200 rows, and is cost-effective at $0.01 USDC for both reports in a single call.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-22T07:25:05.535Z","isFirstParty":false,"canonicalSlug":"data-ingestion-batches-iqr-outlier-flags-keyed-dataset-comparison-bd80d6e1"}