{"uid":"cap_1lNaQ1Tkrvx7CGVb50khP","slug":"waste-monitoring-iqr-outlier-flags-f5defe5d","name":"Waste Monitoring IQR Outlier Flags","description":"Waste monitoring - IQR outlier flags: IQR outlier flags for Waste monitoring. 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 iqr outlier flags deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-analytics-waste-monitoring-outliers?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","material","date","collected_kg","recycled_kg"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"material":{"type":"string","default":"","maxLength":80},"recycled_kg":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"collected_kg":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","material":"group-a","recycled_kg":1,"collected_kg":10},{"date":"2026-10-02","row_id":"row-2","material":"group-b","recycled_kg":2,"collected_kg":20},{"date":"2026-10-03","row_id":"row-3","material":"group-a","recycled_kg":3,"collected_kg":15},{"date":"2026-10-04","row_id":"row-4","material":"group-b","recycled_kg":4,"collected_kg":30}],"maxItems":200,"minItems":1},"field":{"enum":["collected_kg","recycled_kg"],"type":"string","default":"collected_kg"}}},"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_4sWFPizMOlCn1napbjlPg","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":"Applies interquartile range (IQR) outlier detection to waste monitoring records (collected_kg or recycled_kg) and flags anomalous rows.","exampleAgentPrompt":"Can you run IQR outlier detection on my waste collection records and flag any anomalous rows? I have up to 50 records with collected_kg values for materials like plastics and paper — check the collected_kg field for outliers.","exampleUseCases":[{"title":"Flag anomalous weekly collection totals","prompt":"I have 80 weekly waste collection records by material type with collected_kg values — some readings look suspiciously high or low. Can you run IQR outlier detection on the collected_kg field and tell me which rows are flagged as outliers?"},{"title":"Quality check recycled kg data before reporting","prompt":"Before I submit our quarterly recycling report, can you check these 120 recycling records for outliers in the recycled_kg field? I want to catch any data entry errors or abnormal values using IQR analysis."},{"title":"Spot unusual waste events by material","prompt":"We had a data spike in our waste monitoring logs last month — can you analyze these 60 records grouped by material and flag which collected_kg readings fall outside the IQR bounds so we can investigate?"}],"resultDescription":"Returns row-level outlier flags for each submitted waste record, indicating which rows have collected_kg or recycled_kg values that fall outside the interquartile range, along with IQR-derived bounds used for classification.","failureModes":["Missing required fields (row_id, material, date, collected_kg, recycled_kg) causes validation error","Exceeding 200 row limit returns a 400 error","Invalid date format (non-YYYY-MM-DD) fails schema validation","Insufficient numeric variance in data may yield no flagged outliers","Null values in the selected numeric field may be excluded from IQR computation"],"whenToPreferThis":"Choose this endpoint when you need fast, local IQR-based outlier detection on structured waste monitoring records (up to 200 rows) without needing external enrichment, forecasting, or ML models. Ideal for data quality checks before reporting or pipeline ingestion.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T19:14:02.466Z","isFirstParty":false,"canonicalSlug":"waste-monitoring-iqr-outlier-flags-f5defe5d"}