{"uid":"cap_IH24PSMTZZ24znP7b1WLr","slug":"sampling-observations-analytics-record-quality-audit-exact-row-4797ec17","name":"Sampling Observations Analytics — Record Quality Audit + Exact Row Deduplication + Category Frequencies","description":"Sampling observations — Record quality audit + Exact row deduplication + Category frequencies: Record quality audit + Exact row deduplication + Category frequencies for supplied sampling observations records (sample_value, sample_weight). 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-analytics-15-212?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","sample_value","sample_weight"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"sample_value":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"dataset_group":{"type":"string","default":"","maxLength":80},"sample_weight":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","sample_value":10,"dataset_group":"group-a","sample_weight":1},{"date":"2026-10-02","row_id":"row-2","sample_value":20,"dataset_group":"group-b","sample_weight":2},{"date":"2026-10-03","row_id":"row-3","sample_value":15,"dataset_group":"group-a","sample_weight":3},{"date":"2026-10-04","row_id":"row-4","sample_value":30,"dataset_group":"group-b","sample_weight":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_YZ0XUe_eR3SPamxXrZmq7","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 sampling observation records: a record quality audit, exact row deduplication, and category frequency analysis — all on up to 200 rows of sample_value/sample_weight data.","exampleAgentPrompt":"Can you audit my sampling observation records for quality issues, find any exact duplicate rows, and tell me the frequency of each dataset_group? I have about 50 rows, each with a row_id, date, sample_value, sample_weight, and dataset_group like 'group-a' or 'group-b'.","exampleUseCases":[{"title":"Survey data quality check before analysis","prompt":"I have 120 sampling observation rows from our Q3 survey — each has a row_id, date, sample_value, sample_weight, and a dataset_group. Can you audit them for quality issues, spot any exact duplicate rows, and show me how many records fall into each dataset_group?"},{"title":"Deduplicating lab sample records","prompt":"We collected lab samples across three groups over the past month and I think there may be duplicate entries. Can you run an exact deduplication check on my 80 sample records and also give me a quality audit and a count of how many records are in each category?"},{"title":"Category frequency summary for weighted samples","prompt":"Before I hand off this sampling dataset to the statistician, I want to make sure it's clean — can you check record quality, remove exact duplicate rows, and give me a frequency breakdown by dataset_group for these 45 weighted sample observations?"}],"resultDescription":"Returns three independent analytical reports: (1) a record quality audit flagging missing, null, or malformed fields across the sample_value and sample_weight columns; (2) an exact row deduplication report identifying and removing fully identical rows; and (3) a category frequency report showing the count distribution of each unique dataset_group value.","failureModes":["Exceeding 200 rows returns a validation error","Missing required fields (row_id, dataset_group, date, sample_value, sample_weight) causes row-level errors in the quality audit","Invalid date format (not YYYY-MM-DD) triggers schema validation failure","Empty rows array or missing rows property causes request rejection","Values outside the allowed numeric range (±1,000,000,000,000) fail schema validation"],"whenToPreferThis":"Choose this endpoint when you need three simultaneous analytical reports — quality audit, deduplication, and category frequency — on sampling observation data (with sample_value and sample_weight fields) in a single API call for a flat $0.01 USDC fee. It is ideal for pre-analysis data cleaning pipelines on datasets up to 200 rows where no external lookup, prediction, or live data is needed.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T12:38:22.529Z","isFirstParty":false,"canonicalSlug":"sampling-observations-analytics-record-quality-audit-exact-row-4797ec17"}