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Manufacturing Output Category Frequencies
x402
Manufacturing Output 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 2026-10-16).
Computes category frequency distributions across manufacturing output records (line, date, units, defects) for up to 200 typed rows using local numeric processing.
Price / call$0.01
Success—
StatusUnknown
How this service works
Manufacturing output - Category frequencies: Category frequencies for Manufacturing output. Up to 200 supplied typed records. Local numeric and data-quality processing; no external enrichment or forecasting. One of 25 profiles or calculations across 20 shared operations in this sector. 0.01 USDC includes one bounded category frequencies deliverable.
Output
A bounded category frequencies deliverable: a frequency table or distribution object showing how many records fall into each distinct category (e.g. each unique production line or date bucket) across the supplied manufacturing output rows. Computed locally with no external enrichment.
Example use cases
Production line activity frequency audit
“Here are 150 rows of daily manufacturing output for our four production lines. Can you calculate how often each line appears in this dataset so I can see which lines are most active over the period?”
Defect category distribution check
“I've got manufacturing records with defect counts per line per day — can you give me a category frequency breakdown of the production lines and dates so I see how entries are distributed across my dataset?”
Quality reporting — batch category counts
“I need a frequency summary for this batch of 80 manufacturing records from October 2026 — tell me how many records fall into each production line group so I can put it in my weekly quality report.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-sector-analytics-manufacturing-output-category-counts?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you have up to 200 manufacturing output records (with line, date, units, defects fields) and need a quick, cheap ($0.01 USDC) local frequency count of categories — no external API, no forecasting, no enrichment needed. Ideal for lightweight batch summarization, QA checks, or feeding into a downstream reporting workflow where raw category counts are the required input.
Side effects
- Fewer than 1 row supplied — minItems constraint violated, request rejected
- More than 200 rows supplied — maxItems exceeded, request rejected
- Missing required fields (row_id, line, date, units, defects) in any row — validation error
- Invalid date format (not YYYY-MM-DD) — pattern validation failure
- Numeric values out of range (±1 trillion) — schema rejection
- Malformed JSON body — parse error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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