{"uid":"cap_keWdC7P-GZ-J0BnkUnwp3","slug":"data-ingestion-batches-equal-width-histogram-keyed-dataset-comparison-dd9709c2","name":"Data Ingestion Batches — Equal-Width Histogram + Keyed Dataset Comparison","description":"Data ingestion batches — Equal-width histogram + Keyed dataset comparison: Equal-width histogram + 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-01-174?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"bins":{"type":"integer","default":5,"maximum":30,"minimum":1},"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_1gQDeu3DiCIOcE2vCCdcY","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":"Generates an equal-width histogram and a keyed dataset comparison report for up to 200 data ingestion batch records, analyzing received_rows or accepted_rows metrics.","exampleAgentPrompt":"Can you run a histogram with 10 bins on the received_rows field for my ingestion batch data, and also compare it against a second dataset by row_id? Here are my primary rows: [{\"row_id\":\"row-1\",\"dataset_group\":\"group-a\",\"date\":\"2025-01-01\",\"received_rows\":500,\"accepted_rows\":480}] and my comparison rows: [{\"row_id\":\"row-1\",\"dataset_group\":\"group-a\",\"date\":\"2025-01-01\",\"received_rows\":510,\"accepted_rows\":470}].","exampleUseCases":[{"title":"Pipeline acceptance rate distribution","prompt":"I have 150 daily ingestion batch records and want to see how accepted_rows are distributed — can you bucket them into 8 equal-width bins and also diff the two dataset groups by row key to spot mismatches?"},{"title":"Before-and-after ingestion run comparison","prompt":"We ran our ingestion pipeline twice this week with slightly different configs. Can you compare the received_rows counts between the two runs using row_id as the key, and show me a 5-bin histogram of received_rows for the first run?"},{"title":"Dataset group quality audit","prompt":"I need to audit data quality across two ingestion batches — please generate a 10-bin equal-width histogram on accepted_rows and a keyed comparison between the primary and secondary batch so I can see which rows diverged."}],"resultDescription":"Returns two analytical reports: (1) an equal-width histogram showing frequency distribution of the selected numeric field (received_rows or accepted_rows) across the specified number of bins, and (2) a keyed dataset comparison identifying matching, missing, and differing rows between the primary and secondary datasets using row_id as the join key.","failureModes":["Exceeding 200 rows in either the primary or comparison dataset returns a validation error","Missing required fields (row_id, dataset_group, date, received_rows, accepted_rows) cause row-level rejection","Invalid date format (non YYYY-MM-DD) triggers pattern validation failure","Bin count outside 1–30 range returns a schema validation error","Null numeric values in the selected field may affect histogram bin calculation","Empty rows array returns an error due to minItems:1 constraint"],"whenToPreferThis":"Choose this endpoint when you need both a frequency distribution view (histogram) and a row-level keyed comparison of two ingestion batch datasets in a single call. It is purpose-built for data ingestion monitoring use cases involving received_rows and accepted_rows metrics, and is cost-effective at $0.01 for both reports simultaneously. Prefer it over generic analytics tools when your data already conforms to the ingestion batch schema (row_id, dataset_group, date, received_rows, accepted_rows) and you want local analytical computation without external lookups or predictions.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-21T00:52:29.339Z","isFirstParty":false,"canonicalSlug":"data-ingestion-batches-equal-width-histogram-keyed-dataset-comparison-dd9709c2"}