{"uid":"cap_1FPIHxlr9xgtQQsvYryc4","slug":"transcript-preparation-exact-row-deduplication-secondary-measure-8e369cb6","name":"Transcript Preparation — Exact Row Deduplication + Secondary-Measure Weighted Mean","description":"Transcript preparation — Exact row deduplication + Secondary-measure weighted mean: Exact row deduplication + Secondary-measure weighted mean for supplied transcript preparation records (transcribed_minutes, source_minutes). 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-writing-12-051?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","document_group","date","transcribed_minutes","source_minutes"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"document_group":{"type":"string","default":"","maxLength":80},"source_minutes":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"transcribed_minutes":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","document_group":"group-a","source_minutes":1,"transcribed_minutes":10},{"date":"2026-10-02","row_id":"row-2","document_group":"group-b","source_minutes":2,"transcribed_minutes":20},{"date":"2026-10-03","row_id":"row-3","document_group":"group-a","source_minutes":3,"transcribed_minutes":15},{"date":"2026-10-04","row_id":"row-4","document_group":"group-b","source_minutes":4,"transcribed_minutes":30}],"maxItems":200,"minItems":1},"field":{"enum":["transcribed_minutes","source_minutes"],"type":"string","default":"transcribed_minutes"}}},"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_hFBIqY7SifkL6CMd5bh9a","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":"Deduplicates transcript preparation records by exact row matching and computes a secondary-measure weighted mean for transcribed_minutes or source_minutes fields across up to 200 rows.","exampleAgentPrompt":"Can you clean up my transcript preparation records by removing exact duplicate rows and computing a weighted mean of transcribed_minutes? I have 4 rows: row-1 in group-a on 2026-10-01 with source_minutes=1 and transcribed_minutes=10, row-2 in group-b on 2026-10-02 with source_minutes=2 and transcribed_minutes=20, row-3 in group-a on 2026-10-03 with source_minutes=3 and transcribed_minutes=15, and row-4 in group-b on 2026-10-04 with source_minutes=4 and transcribed_minutes=30.","exampleUseCases":[{"title":"Deduplicating transcription session logs","prompt":"I have a batch of transcript preparation records from our transcription pipeline — some rows got duplicated during ingestion. Can you run exact row deduplication on them and give me a weighted mean of transcribed_minutes? Here are the rows: row-1 group-a 2026-10-01 source=1 transcribed=10, row-2 group-b 2026-10-02 source=2 transcribed=20, row-3 group-a 2026-10-01 source=1 transcribed=10 (duplicate), row-4 group-b 2026-10-03 source=4 transcribed=30."},{"title":"Summarizing transcribed duration by document group","prompt":"I want to understand the weighted average of source_minutes across my transcript preparation dataset after deduplication. Please process these 4 rows — row-1 group-a 2026-11-01 source=5 transcribed=50, row-2 group-b 2026-11-02 source=10 transcribed=90, row-3 group-a 2026-11-03 source=3 transcribed=25, row-4 group-b 2026-11-04 source=8 transcribed=70 — and give me both the dedup report and the weighted mean."},{"title":"QA check on transcript preparation pipeline output","prompt":"Can you run both an exact row deduplication check and a weighted mean calculation on transcribed_minutes for this set of transcript prep records from our QA batch? Rows: row-A group-x 2026-09-10 source=2 transcribed=18, row-B group-y 2026-09-11 source=6 transcribed=55, row-C group-x 2026-09-10 source=2 transcribed=18 (possible dup), row-D group-y 2026-09-12 source=4 transcribed=40."}],"resultDescription":"Returns two analytical reports: (1) an exact row deduplication report identifying and removing fully duplicate rows from the submitted transcript preparation records, and (2) a secondary-measure weighted mean calculation for the selected field (transcribed_minutes or source_minutes) weighted by the complementary measure, summarized across the deduplicated dataset.","failureModes":["Exceeding 200 rows causes a validation error — only up to 200 rows accepted per call","Missing required fields (row_id, document_group, date, transcribed_minutes, source_minutes) result in schema validation failure","Invalid date format (not YYYY-MM-DD) triggers a pattern validation error","Numeric values outside the allowed range (-1e12 to 1e12) are rejected","All-null values in the measure field may produce undefined or null weighted mean output"],"whenToPreferThis":"Choose this endpoint when you need to both deduplicate transcript preparation records by exact row match AND compute a weighted mean of a secondary measure (transcribed_minutes or source_minutes) in a single low-cost call. It is ideal for pipelines where transcript data may contain exact duplicates from ingestion errors and you need a clean aggregated summary without external lookups or live data sources. Prefer this over general-purpose analytics when your data fits the transcript preparation schema (row_id, document_group, date, transcribed_minutes, source_minutes) and you want two bundled reports for $0.01.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-28T06:47:50.247Z","isFirstParty":false,"canonicalSlug":"transcript-preparation-exact-row-deduplication-secondary-measure-8e369cb6"}