{"uid":"cap_J0-xNiPoQjPtrkoeWi5KW","slug":"survey-participation-data-quality-suite-audit-normalise-deduplicate-b3bfd352","name":"Survey Participation Data Quality Suite — Audit, Normalise & Deduplicate","description":"Survey participation — Record quality audit + String normalisation + Exact row deduplication: Record quality audit + String normalisation + Exact row deduplication for supplied survey participation records (respondents, invitations). Up to 200 rows; 3 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 3 supplied-data reports for up to 200 rows.","url":"https://market.datapackvibe.com/x402/assistant-ib26-education-10-191?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","course_group","date","respondents","invitations"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"invitations":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"respondents":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"course_group":{"type":"string","default":"","maxLength":80}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","invitations":1,"respondents":10,"course_group":"group-a"},{"date":"2026-10-02","row_id":"row-2","invitations":2,"respondents":20,"course_group":"group-b"},{"date":"2026-10-03","row_id":"row-3","invitations":3,"respondents":15,"course_group":"group-a"},{"date":"2026-10-04","row_id":"row-4","invitations":4,"respondents":30,"course_group":"group-b"}],"maxItems":200,"minItems":1}}},"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_HMeCfcobZqKwJz1Z2gLfE","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":"Runs three local analytical reports on survey participation records: record quality audit, string normalisation, and exact row deduplication — up to 200 rows, no external lookups.","exampleAgentPrompt":"Can you audit, normalise the strings, and deduplicate my survey participation records? I have rows for course groups like 'group-a' and 'group-b' with dates, respondent counts, and invitation counts — up to 50 rows — and I want all three reports back.","exampleUseCases":[{"title":"Education survey data cleanup","prompt":"I've got about 80 rows of survey participation data from our course groups with dates, respondent counts, and invitation numbers. Can you run a quality audit, fix up any string inconsistencies, and flag any exact duplicate rows for me?"},{"title":"Pre-analysis deduplication check","prompt":"Before I analyse our survey results, can you check these 120 participation records for duplicate rows and also audit them for data quality issues? Each row has a course group, date, respondents, and invitations."},{"title":"String normalisation for merged survey datasets","prompt":"We merged two survey datasets and the course group strings are a mess — different capitalisations and whitespace. Can you normalise the strings and run a quality audit on all 150 rows of respondent and invitation data?"}],"resultDescription":"Three independent reports returned together: (1) a record quality audit flagging missing, null, or out-of-range values; (2) a string normalisation report detailing changes made to text fields like course_group; (3) an exact row deduplication report identifying and removing fully duplicate rows. All processing is done locally with no external lookups.","failureModes":["Payload exceeds 200 rows — request rejected","Row missing required fields (row_id, course_group, date, respondents, invitations) — validation error","Date field does not match YYYY-MM-DD pattern — schema rejection","Numeric fields outside allowed range (±1,000,000,000,000) — schema error","Empty rows array — minimum items constraint violated","Payment of 0.01 USDC not provided — 402 Payment Required"],"whenToPreferThis":"Choose this endpoint when you need a bundled, low-cost data quality pass on survey participation records (respondents and invitations by course group and date) — specifically when you want all three operations (quality audit, string normalisation, exact deduplication) in a single call for up to 200 rows without any external API lookups or ML predictions.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-11-02T12:35:06.092Z","isFirstParty":false,"canonicalSlug":"survey-participation-data-quality-suite-audit-normalise-deduplicate-b3bfd352"}