{"uid":"cap_YowP-7HhJKe6fieiUsOsa","slug":"training-attendance-exact-row-deduplication-b5882a6b","name":"Training Attendance Exact Row Deduplication","description":"Training attendance - Exact row deduplication: Exact row deduplication for Training attendance. 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 exact row deduplication deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-analytics-training-attendance-deduplicate?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","course","date","attendees","completions"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"course":{"type":"string","default":"","maxLength":80},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"attendees":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"completions":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","course":"group-a","row_id":"row-1","attendees":10,"completions":1},{"date":"2026-10-02","course":"group-b","row_id":"row-2","attendees":20,"completions":2},{"date":"2026-10-03","course":"group-a","row_id":"row-3","attendees":15,"completions":3},{"date":"2026-10-04","course":"group-b","row_id":"row-4","attendees":30,"completions":4}],"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_AcdnxEIVCdNdbKL86gCx6","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":"Removes exact duplicate rows from training attendance records (up to 200 rows) based on all field values, returning a deduplicated dataset.","exampleAgentPrompt":"I have a list of up to 50 training attendance records with duplicate rows — can you deduplicate them exactly so only unique rows remain? Here's the data: [{\"row_id\":\"r1\",\"course\":\"Safety Basics\",\"date\":\"2026-10-01\",\"attendees\":25,\"completions\":20},{\"row_id\":\"r1\",\"course\":\"Safety Basics\",\"date\":\"2026-10-01\",\"attendees\":25,\"completions\":20},{\"row_id\":\"r2\",\"course\":\"First Aid\",\"date\":\"2026-10-02\",\"attendees\":15,\"completions\":10}]","exampleUseCases":[{"title":"Clean HR training export before reporting","prompt":"Our HR system exported training attendance records but there are a bunch of identical duplicate rows. Can you deduplicate them exactly — same course, same date, same attendee and completion counts — so I only get one copy of each unique row? I've got about 120 rows to clean up."},{"title":"Pre-analysis deduplication for LMS data","prompt":"Before we run our monthly learning analytics, I need to strip any exact duplicate rows from our LMS attendance export. Here are the records with fields like course name, date, attendees, and completions — please remove any rows where every field is identical."},{"title":"Merge two attendance datasets without duplicates","prompt":"I combined two training attendance lists and ended up with repeated entries. Can you deduplicate the merged set so exact duplicates are removed? I have around 80 rows covering courses like onboarding and compliance training."}],"resultDescription":"Returns the deduplicated set of training attendance rows, where any rows that were identical across all fields (row_id, course, date, attendees, completions) appear only once. The response represents a clean, unique-row dataset ready for downstream analysis or reporting.","failureModes":["Input array is empty (minItems:1 violated) — request rejected","More than 200 rows submitted — request rejected with validation error","Invalid date format (not YYYY-MM-DD) — schema validation failure","Missing required fields (row_id, course, date, attendees, or completions) — validation error","row_id or course exceeds maxLength of 80 characters — validation error","Network or payment failure returns HTTP 402 or 5xx with no deduplicated output"],"whenToPreferThis":"Choose this endpoint when you need fast, local exact-row deduplication of structured training attendance data (up to 200 rows) with no external enrichment or fuzzy matching. It is ideal for cleaning HR or LMS exports before analysis, reporting, or ingestion into another system. Prefer this over general-purpose deduplication tools when your data already conforms to the typed schema (row_id, course, date, attendees, completions) and you need a low-cost ($0.01 USDC), bounded, deterministic result.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-27T13:07:27.049Z","isFirstParty":false,"canonicalSlug":"training-attendance-exact-row-deduplication-b5882a6b"}