{"uid":"cap_T9oOrtPsvNYOmpc7H6mtW","slug":"duplicate-observations-analytics-equal-width-histogram-keyed-dataset-94837891","name":"Duplicate Observations Analytics — Equal-Width Histogram & Keyed Dataset Comparison","description":"Duplicate observations — Equal-width histogram + Keyed dataset comparison: Equal-width histogram + Keyed dataset comparison for supplied duplicate observations records (duplicate_rows, total_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-04-174?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","duplicate_rows","total_rows"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"total_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"dataset_group":{"type":"string","default":"","maxLength":80},"duplicate_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","total_rows":1,"dataset_group":"group-a","duplicate_rows":10},{"date":"2026-10-02","row_id":"row-2","total_rows":2,"dataset_group":"group-b","duplicate_rows":20},{"date":"2026-10-03","row_id":"row-3","total_rows":3,"dataset_group":"group-a","duplicate_rows":15},{"date":"2026-10-04","row_id":"row-4","total_rows":4,"dataset_group":"group-b","duplicate_rows":30}],"maxItems":200,"minItems":1},"field":{"enum":["duplicate_rows","total_rows"],"type":"string","default":"duplicate_rows"},"other":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","duplicate_rows","total_rows"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"total_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"dataset_group":{"type":"string","default":"","maxLength":80},"duplicate_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","total_rows":1,"dataset_group":"group-a","duplicate_rows":10},{"date":"2026-10-02","row_id":"row-2","total_rows":2,"dataset_group":"group-b","duplicate_rows":21},{"date":"2026-10-03","row_id":"row-3","total_rows":3,"dataset_group":"group-a","duplicate_rows":17},{"date":"2026-10-04","row_id":"row-4","total_rows":4,"dataset_group":"group-b","duplicate_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_ZmyJKlBV12yGiwucc7_Ag","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 two local analytical reports on duplicate-observation records: an equal-width histogram of a chosen field and a keyed side-by-side comparison of two datasets, for up to 200 rows.","exampleAgentPrompt":"Can you analyze my duplicate observation records and give me both a 10-bin equal-width histogram of the duplicate_rows field and a keyed comparison between my group-a and group-b datasets? I'll supply up to 50 rows for each.","exampleUseCases":[{"title":"Data quality audit histogram","prompt":"I have a list of 80 records with duplicate_rows and total_rows counts per dataset group — can you build me an equal-width histogram with 8 bins on the duplicate_rows field so I can see how duplicates are distributed across ranges?"},{"title":"Before-and-after deduplication comparison","prompt":"I ran a deduplication job on my dataset and I want to compare the duplicate_rows counts before and after — can you do a keyed dataset comparison between the two snapshots using row_id as the key, with up to 150 rows each?"},{"title":"Multi-group duplicate rate analysis","prompt":"I have two dataset groups, group-a and group-b, each with about 60 rows of duplicate observation records. Can you run a histogram on total_rows with 5 bins and also a keyed comparison between the two groups to see where they diverge?"}],"resultDescription":"Returns two independent analytical reports: (1) an equal-width histogram dividing the chosen field (duplicate_rows or total_rows) into the specified number of bins with counts per bin, and (2) a keyed dataset comparison report highlighting differences between the primary and secondary dataset records matched by row_id, dataset_group, and date.","failureModes":["Exceeds 200-row limit — request rejected","Missing required fields (row_id, dataset_group, date, duplicate_rows, total_rows) — validation error","Invalid date format (must match YYYY-MM-DD) — schema validation failure","bins parameter out of range (must be 1–30) — error","Empty rows array — rejected by minItems constraint","Null values in numeric fields may affect histogram binning accuracy"],"whenToPreferThis":"Choose this endpoint when you need to understand the distribution of duplicate row counts across a dataset (histogram) and simultaneously compare two versions or groups of the same dataset side-by-side (keyed comparison). It is ideal for data quality workflows, deduplication audits, and before/after dataset comparisons where both frequency distribution insight and record-level diff are needed together in one call at low cost. Not suitable for live data lookup, prediction, or external data enrichment.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-18T00:58:23.125Z","isFirstParty":false,"canonicalSlug":"duplicate-observations-analytics-equal-width-histogram-keyed-dataset-94837891"}