{"uid":"cap_j37ah9OlmOgxT-pfTkFg4","slug":"numeric-precision-comparisons-distribution-frequency-analytics-f18f6c72","name":"Numeric Precision Comparisons — Distribution & Frequency Analytics","description":"Numeric precision comparisons — Numeric distribution + Category frequencies: Numeric distribution + Category frequencies for supplied numeric precision comparisons records (source_value, transformed_value). 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-20-072?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","source_value","transformed_value"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"source_value":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"dataset_group":{"type":"string","default":"","maxLength":80},"transformed_value":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","source_value":10,"dataset_group":"group-a","transformed_value":1},{"date":"2026-10-02","row_id":"row-2","source_value":20,"dataset_group":"group-b","transformed_value":2},{"date":"2026-10-03","row_id":"row-3","source_value":15,"dataset_group":"group-a","transformed_value":3},{"date":"2026-10-04","row_id":"row-4","source_value":30,"dataset_group":"group-b","transformed_value":4}],"maxItems":200,"minItems":1},"field":{"enum":["source_value","transformed_value"],"type":"string","default":"source_value"}}},"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_i8oCApocMnOl2l4oKSz-k","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 rows of numeric precision comparison pairs (source_value vs transformed_value) by generating two local statistical reports: numeric distribution and category frequencies.","exampleAgentPrompt":"Can you run a numeric distribution and category frequency analysis on these precision comparison records — I have pairs of source_value and transformed_value across groups 'group-a' and 'group-b' with dates in October 2026, up to 200 rows — and analyze the source_value field?","exampleUseCases":[{"title":"ETL pipeline precision audit","prompt":"I've run an ETL transform on my numeric data and want to check how the values shifted — can you analyze the distribution and category frequencies for up to 150 rows of my source_value and transformed_value pairs across my 'raw' and 'normalized' dataset groups?"},{"title":"Data quality report for finance team","prompt":"We need a statistical distribution report on our source versus transformed numeric values for a batch of financial records — about 80 rows across two groups, dated this quarter — can you generate the numeric distribution and frequency breakdown using the transformed_value field?"},{"title":"ML feature transformation review","prompt":"Before we finalize our ML pipeline, can you give me a distribution and category frequency analysis comparing source_value and transformed_value for our 'train' and 'test' groups across 200 rows so we can spot any precision issues?"}],"resultDescription":"Returns two independent analytical reports: (1) a numeric distribution report showing spread, percentiles, and statistical characteristics of the selected field (source_value or transformed_value), and (2) a category frequency report showing how values are distributed across dataset_group categories — all computed locally without external lookups, for up to 200 input rows.","failureModes":["More than 200 rows submitted — request rejected or truncated","Missing required fields (row_id, dataset_group, date, source_value, transformed_value) cause validation errors","Invalid date format (must be YYYY-MM-DD) triggers schema rejection","Numeric values outside the ±1,000,000,000,000 range are rejected","Empty rows array causes failure","Invalid field enum value (not 'source_value' or 'transformed_value') causes error","Payment of 0.01 USDC not settled causes 402 response"],"whenToPreferThis":"Choose this endpoint when you need fast, local statistical analysis of numeric precision comparison pairs without any external data lookups or predictions. Ideal when you have source-to-transformed value pairs grouped by category and want both a distribution report and frequency breakdown in one call for a flat fee of $0.01 USDC covering both reports.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T06:39:50.843Z","isFirstParty":false,"canonicalSlug":"numeric-precision-comparisons-distribution-frequency-analytics-f18f6c72"}