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Transcript Preparation: Category Frequencies + Explicit Missing-Value Fill
x402
Transcript Preparation: Category Frequencies + Explicit Missing-Value Fill is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-11-02).
Analyzes up to 200 transcript preparation records to produce category frequency counts and fills missing values in a specified field using zero, mean, or median imputation.
Price / call$0.01
Success—
StatusUnknown
How this service works
Transcript preparation — Category frequencies + Explicit missing-value fill: Category frequencies + Explicit missing-value fill 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) a category frequency table showing how often each document_group value appears across the submitted rows, and (2) an explicit missing-value fill report where null values in the selected field (transcribed_minutes or source_minutes) are replaced with the chosen method (zero, mean, or median), showing original and filled values per row.
Example use cases
Missing transcription duration imputation
“I have a batch of 150 transcript records across several document groups and some transcribed_minutes values are null — fill the missing ones using the median and also give me a frequency breakdown of document groups.”
Source minutes zero-fill for billing audit
“Can you take my 80 transcript prep rows and fill any missing source_minutes with zero, then count how many records fall into each document group? I need both reports for a billing audit.”
Transcription coverage summary by group
“I've got transcript records from three document groups over the past quarter — run category frequencies on the groups and impute any missing transcribed_minutes using the mean so I can see coverage gaps.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-writing-12-112?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you have transcript preparation data (transcribed_minutes, source_minutes) and need both a category frequency breakdown by document group AND missing-value imputation in a single low-cost call. It is ideal for small-to-medium datasets (up to 200 rows) where you want local, deterministic statistical analysis without any external lookups, predictions, or side effects. Prefer this over general-purpose data tools when your data specifically uses the transcript preparation schema with document_group, transcribed_minutes, and source_minutes fields.
Side effects
- Fewer than 1 row or more than 200 rows submitted — request rejected
- Invalid date format (not YYYY-MM-DD) — validation error
- Field value out of allowed numeric range — schema rejection
- Missing required fields (row_id, document_group, date) — error response
- Invalid method enum value (not zero/mean/median) — rejected
- Invalid field enum value (not transcribed_minutes/source_minutes) — rejected
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string | |
| method | string |
Tags
x402
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