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Subscription Request Exact Normalised Duplicate Audit
x402
Subscription Request Exact Normalised Duplicate Audit is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-12).
Audits up to 200 labelled subscription-request text records to identify exact normalised duplicates across upgrade, downgrade, cancel, and renew categories.
Price / call$0.01
Success—
StatusUnknown
How this service works
Subscription request - Exact normalised duplicate audit: Exact normalised duplicate audit for Subscription request. Up to 200 supplied labelled text records. Local dataset tools, evaluation and small naive-Bayes baselines; no hosted model or foundation-model training. One of 25 profiles or calculations across 20 shared operations in this sector. 0.01 USDC includes one bounded exact normalised duplicate audit deliverable.
Output
A bounded duplicate audit deliverable listing which of the supplied labelled text records are exact normalised duplicates, identified by their record IDs, across the subscription intent categories (upgrade, downgrade, cancel, renew).
Example use cases
Training data deduplication before model training
“Before I train my subscription intent classifier, can you check these 120 labelled records — upgrade, downgrade, cancel, and renew texts — for exact normalised duplicates so I don't contaminate my training set?”
Data quality audit of customer support logs
“I've labelled 80 customer support messages as upgrade, cancel, renew, or downgrade requests. Can you run a duplicate audit on them to see if any normalised texts appear more than once across the dataset?”
Benchmark dataset integrity check
“I'm building a benchmark for subscription intent classification and I need to make sure none of my 150 labelled text examples are exact normalised duplicates — can you audit the full set and flag any repeated entries?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-sector-ml-subscription-request-duplicates?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need a lightweight, inexpensive exact normalised duplicate check on a small batch of labelled subscription request text records (up to 200) — particularly useful before training or evaluating a text classifier to ensure dataset integrity. Prefer this over general-purpose deduplication tools when your data specifically involves subscription intent labels (upgrade, downgrade, cancel, renew) and you want a structured audit deliverable without deploying a hosted model.
Side effects
- Fewer than 2 records supplied — minimum item count not met
- More than 200 records supplied — exceeds maximum batch size
- Record missing required fields (id, text, actual) — validation error
- Invalid enum value for 'actual' field (must be upgrade, downgrade, cancel, or renew)
- Record ID exceeds 80 characters or is empty — schema violation
- Text field exceeds 1000 characters per record — truncation or rejection
- Payment not processed via x402 protocol — request blocked
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| records | array |
Tags
x402
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