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Proposal Preparation — Exact Row Deduplication + Category Frequencies
x402
Proposal Preparation — 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 2026-10-25).
Deduplicates proposal preparation records exactly and computes category frequencies for completed_sections and planned_sections fields across up to 200 rows.
Price / call$0.01
Success—
StatusUnknown
How this service works
Proposal preparation — Exact row deduplication + Category frequencies: Exact row deduplication + Category frequencies for supplied proposal preparation records (completed_sections, planned_sections). 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 independent analytical reports: (1) an exact row deduplication report showing which rows are unique versus duplicates and the deduplicated dataset, and (2) a category frequency report showing how often each distinct value appears in the completed_sections and planned_sections columns across the supplied rows.
Example use cases
Cleaning duplicate proposal tracking entries
“I've got a batch of proposal records with fields like row_id, document_group, date, completed_sections, and planned_sections — some rows look like exact duplicates. Can you deduplicate them and also tell me how often each category value appears across completed_sections and planned_sections?”
Auditing section completion distribution
“Here are 150 rows of proposal preparation data across a few document groups. Can you remove any exact duplicate rows and then give me a frequency count of how often each value shows up in the completed_sections and planned_sections columns?”
Comparing section categories across document groups
“I need to understand the distribution of planned versus completed section counts in our proposal dataset — run an exact deduplication first, then give me category frequencies for both fields so I can see which values are most common.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-writing-08-041?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both exact row deduplication and category frequency analysis on proposal preparation data in a single low-cost call. It is ideal for data quality checks on proposal tracking datasets with up to 200 rows containing completed_sections and planned_sections numeric fields. It is not suitable for fuzzy deduplication, live data lookups, predictions, or datasets exceeding 200 rows.
Side effects
- Input array exceeds 200 rows — request rejected
- Missing required fields (row_id, document_group, date, completed_sections, planned_sections) — validation error
- Date field does not match YYYY-MM-DD pattern — schema validation failure
- Numeric values outside allowed range (-1e12 to 1e12) — validation error
- Empty rows array — minimum items constraint violated
- Payment not included or insufficient — 402 payment required
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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