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Transcript Preparation — Exact Row Deduplication + Secondary-Measure Weighted Mean
x402
Transcript Preparation — Exact Row Deduplication + Secondary-Measure Weighted Mean is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-28).
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.
Price / call$0.01
Success—
StatusUnknown
How this service works
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.
Output
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.
Example use cases
Deduplicating transcription session logs
“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.”
Summarizing transcribed duration by document group
“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.”
QA check on transcript preparation pipeline output
“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.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-writing-12-051?utm_source=zero.xyzWhen to prefer
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.
Side effects
- 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
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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