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Transcript Preparation — Record Quality Audit + Exact Row Deduplication + Category Frequencies
x402
Transcript Preparation — Record Quality Audit + Exact Row Deduplication + Category Frequencies is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-26).
Runs three local analytical reports on transcript preparation records: a record quality audit, exact row deduplication, and category frequency analysis for up to 200 rows.
Price / call$0.01
Success—
StatusUnknown
How this service works
Transcript preparation — Record quality audit + Exact row deduplication + Category frequencies: Record quality audit + Exact row deduplication + Category frequencies for supplied transcript preparation records (transcribed_minutes, source_minutes). Up to 200 rows; 3 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 3 supplied-data reports for up to 200 rows.
Output
Returns three independent analytical reports: (1) a record quality audit flagging issues such as nulls, out-of-range values, or malformed fields across transcribed_minutes and source_minutes; (2) an exact row deduplication report identifying identical records; (3) a category frequency table showing how often each document_group value appears across the supplied rows. All analysis is performed locally on the supplied data with no external lookups.
Example use cases
Pre-pipeline transcript data cleaning
“Before I load these transcript preparation records into my pipeline, can you audit them for quality issues, remove any exact duplicate rows, and tell me how often each document_group appears? I've got 120 rows with fields row_id, document_group, date, transcribed_minutes, and source_minutes.”
Spot-checking transcription accuracy logs
“I have a batch of 80 transcription logs from last month — each has a row_id, document_group, date, source_minutes, and transcribed_minutes. Can you run a record quality audit to flag nulls or bad values, deduplicate any identical rows, and show me the frequency breakdown by document_group?”
Validating transcript dataset before reporting
“I need to validate my transcript dataset of 150 rows before generating a report — please check for quality issues, find any exact duplicate records, and give me a frequency count of how many records fall in each document_group. The rows include row_id, document_group, date, transcribed_minutes, and source_minutes.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-writing-12-212?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need three bundled analytical operations — quality audit, deduplication, and category frequency — on transcript preparation records in a single low-cost call. It is ideal for lightweight data validation and summarization tasks on batches up to 200 rows without needing external data sources, ML predictions, or live lookups. Prefer this over general-purpose analytics services when your data specifically contains transcribed_minutes and source_minutes fields organized by document_group.
Side effects
- Exceeding 200 rows returns a validation error
- Missing required fields (row_id, date, transcribed_minutes, source_minutes) causes row-level rejection
- Malformed date strings not matching YYYY-MM-DD pattern are flagged or rejected
- Empty rows array returns an error
- Payment not included or insufficient funds results in 402 response
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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