{"uid":"cap_EHRcWuevobcPI0SjVnQ3-","slug":"data-ingestion-batches-keyed-dataset-comparison-explicit-missing-73e7307b","name":"Data Ingestion Batches — Keyed Dataset Comparison + Explicit Missing-Value Fill","description":"Data ingestion batches — Keyed dataset comparison + Explicit missing-value fill: Keyed dataset comparison + Explicit missing-value fill 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-01-190?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},"method":{"enum":["zero","mean","median"],"type":"string","default":"median"}}},"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_96sxgJ7C_SmCr-wbMqenG","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":"Compares two keyed datasets of data ingestion batch records (received_rows, accepted_rows) and fills in explicit missing values, producing two analytical reports for up to 200 rows.","exampleAgentPrompt":"Compare these two ingestion batch datasets for the received_rows field — here's my primary dataset and my reference dataset, each with up to 50 rows keyed by row_id, dataset_group, and date — and fill any missing values explicitly, then give me two analytical reports showing the differences.","exampleUseCases":[{"title":"Pipeline batch reconciliation across groups","prompt":"I have two snapshots of our ingestion batch logs for October — the original and a reprocessed version — both with received_rows and accepted_rows. Can you compare them keyed by row_id and dataset_group, fill any nulls, and tell me which rows diverged?"},{"title":"Accepted row drop investigation","prompt":"Our accepted_rows numbers look off this week compared to last week's baseline. Can you run a keyed comparison on accepted_rows across these two datasets (about 80 rows each, keyed by row_id and date) and fill in any missing values so I can see exactly where the drops happened?"},{"title":"Multi-group ingestion audit","prompt":"I need to audit our data ingestion batches across group-a and group-b for the past month. Here are two dataset snapshots with received_rows and accepted_rows per row_id and date — can you compare them and produce two reports showing differences and any missing-value fills?"}],"resultDescription":"Two analytical reports: one keyed dataset comparison highlighting row-level differences between the two supplied datasets on the chosen field (received_rows or accepted_rows), and one explicit missing-value fill report identifying and substituting null or absent values across up to 200 rows. No external data is fetched; all analysis is performed locally on supplied data.","failureModes":["Fewer than 1 row supplied — returns validation error","More than 200 rows submitted — exceeds maxItems limit, request rejected","row_id missing or empty string — schema validation failure","date field does not match YYYY-MM-DD pattern — rejected","Numeric values outside ±1,000,000,000,000 range — schema violation","Both datasets empty or mismatched keys — comparison may yield empty diff","field enum value not 'received_rows' or 'accepted_rows' — validation error"],"whenToPreferThis":"Choose this endpoint when you need to reconcile two snapshots of data ingestion batch records keyed by row_id, dataset_group, and date, specifically for the received_rows or accepted_rows metrics, and you want both a comparison report and explicit missing-value imputation in a single low-cost call. Prefer it over general-purpose analytics when your data fits the ingestion batch schema and you need both operations together for up to 200 rows at $0.01 per call.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-16T18:48:41.063Z","isFirstParty":false,"canonicalSlug":"data-ingestion-batches-keyed-dataset-comparison-explicit-missing-73e7307b"}