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Page Change Observations — Exact Row Deduplication + Explicit Missing-Value Fill
x402
Page Change Observations — Exact Row Deduplication + 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 2026-11-05).
Deduplicates exact rows and fills missing values in page change observation records (changed_blocks, total_blocks) for up to 200 rows, producing 2 analytical reports.
Price / call$0.01
Success—
StatusUnknown
How this service works
Page change observations — Exact row deduplication + Explicit missing-value fill: Exact row deduplication + Explicit missing-value fill for supplied page change observations records (changed_blocks, total_blocks). 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 2 independent analytical reports based on the supplied page change observation records after performing exact row deduplication and explicit missing-value fill for the specified field (changed_blocks or total_blocks) using the chosen fill method (zero, mean, or median). No external lookups or predictions are made; all analysis is local.
Example use cases
Clean website crawl change data
“I have a batch of page change records with some duplicate rows and missing changed_blocks values — can you deduplicate them exactly and fill in the missing values using median? The rows have site_group, date, changed_blocks, and total_blocks.”
Impute missing total_blocks with mean
“My page monitoring dataset has nulls in total_blocks for some rows. Can you run exact row deduplication and fill those missing total_blocks values using mean imputation, then give me the two analytical reports?”
Prepare site group data for reporting
“Before I run my weekly site analytics report, I need to clean up these 120 page change observation rows — deduplicate any exact duplicates and fill missing changed_blocks entries with zero, then give me the summary reports.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-web-12-054?utm_source=zero.xyzWhen to prefer
Use this endpoint when you need to clean page change observation data by removing exact duplicate rows and imputing missing numeric values (changed_blocks or total_blocks) with zero, mean, or median, and want two local analytical reports back — all without any live lookup, external data, or prediction. Ideal for lightweight, offline data quality pipelines on web monitoring datasets of up to 200 rows.
Side effects
- Input array exceeds 200 rows — request rejected
- Missing required fields (row_id, site_group, date) cause validation errors
- Invalid date format (not YYYY-MM-DD) causes schema rejection
- Numeric values outside allowed range (-1e12 to 1e12) cause validation errors
- Empty rows array causes minItems violation
- Invalid enum for field or method causes schema rejection
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string | |
| method | string |
Tags
x402
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