{"uid":"cap_IZsEyXpNzNduqJs7CRUzh","slug":"csv-training-data-whitespace-audit-0e3e7c6a","name":"CSV Training Data Whitespace Audit","description":"Training example metadata — Whitespace audit: Whitespace audit for Training example metadata. Validate a declared CSV table contract, up to 1000 rows. Quoted cells supported; no external enrichment. Specialised preset in a shared 50-profile, 20-operation engine. 0.01 USDC includes one CSV whitespace audit report.","url":"https://market.datapackvibe.com/x402/assistant-bx-csv-training-data-whitespace?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"csv":{"type":"string","default":"example_id,created_on,label,text_length,sample_weight\nrecord-a,2026-01-01,group-a,10,2\nrecord-b,2026-01-02,group-b,20,3","maxLength":100000,"minLength":1},"maximum":{"type":"number","default":1000000000000,"maximum":1000000000000,"minimum":-1000000000000},"minimum":{"type":"number","default":-1000000000000,"maximum":1000000000000,"minimum":-1000000000000},"delimiter":{"enum":[",",";","\t"],"type":"string","default":","},"max_cell_length":{"type":"integer","default":1000,"maximum":5000,"minimum":1},"allowed_categories":{"type":"array","items":{"type":"string","default":"","maxLength":100,"minLength":1},"default":["group-a","group-b"],"maxItems":100,"minItems":0}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.01","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.01/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_L4RoiCGmaIguy_6MtQNtN","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.01","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Validates a CSV file's whitespace formatting and declared table contract, checking up to 1000 rows for whitespace issues in cells, headers, and values.","exampleAgentPrompt":"Can you audit this CSV for whitespace issues — it's my ML training data with columns example_id, created_on, label, text_length, and sample_weight, using a comma delimiter, and the only allowed label categories are group-a and group-b?","exampleUseCases":[{"title":"ML training data pre-flight check","prompt":"Before I kick off my model training run, can you audit this CSV for whitespace problems? It has comma-separated columns and the only valid labels are 'cat' and 'dog' — flag anything that looks off in terms of extra spaces or bad cell lengths."},{"title":"Data pipeline quality gate","prompt":"I need to validate this semicolon-delimited training dataset CSV for whitespace issues before it goes into our pipeline — max cell length should be 500, and the allowed category values are 'positive', 'negative', and 'neutral'."},{"title":"Checking imported CSV from external source","prompt":"We just got a CSV export from a third-party vendor for our training data — can you run a whitespace audit on it with a tab delimiter and make sure none of the cells exceed 200 characters? Allowed categories are just 'A' and 'B'."}],"resultDescription":"Returns a whitespace audit report for the submitted CSV, identifying cells, rows, or headers with leading/trailing whitespace, unexpected spacing, or values that violate the declared contract (allowed categories, numeric bounds, or max cell length), covering up to 1000 rows.","failureModes":["CSV exceeds 100,000 character limit — request rejected","CSV has fewer than 1 character — rejected as empty","Delimiter not one of comma, semicolon, or tab — validation error","max_cell_length outside 1–5000 range — parameter error","allowed_categories list exceeds 100 items — parameter error","Malformed CSV that cannot be parsed — error response","Payment of 0.01 USDC not provided — 402 payment required"],"whenToPreferThis":"Choose this endpoint when you need a fast, low-cost whitespace-specific audit of a CSV training dataset (up to 1000 rows) before ingesting it into a machine learning pipeline. It is purpose-built for training data quality checks including category validation, numeric bounds, and cell length limits, and supports quoted cells — making it more appropriate than a generic CSV linter when the focus is on whitespace hygiene and declared schema contracts for ML data.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-12T00:42:10.266Z","isFirstParty":false,"canonicalSlug":"csv-training-data-whitespace-audit-0e3e7c6a"}