{"uid":"cap_GA5LNVtYSZ7JxTuk4-XNN","slug":"transport-ridership-data-quality-audit-deduplication-grouped-summary-06c1cbbe","name":"Transport Ridership Data Quality Audit, Deduplication & Grouped Summary","description":"Transport ridership — Record quality audit + Exact row deduplication + Grouped numeric summary: Record quality audit + Exact row deduplication + Grouped numeric summary for supplied transport ridership records (passenger_count, service_count). 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-economics-05-211?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","region","date","passenger_count","service_count"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"region":{"type":"string","default":"","maxLength":80},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"service_count":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"passenger_count":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","region":"group-a","row_id":"row-1","service_count":1,"passenger_count":10},{"date":"2026-10-02","region":"group-b","row_id":"row-2","service_count":2,"passenger_count":20},{"date":"2026-10-03","region":"group-a","row_id":"row-3","service_count":3,"passenger_count":15},{"date":"2026-10-04","region":"group-b","row_id":"row-4","service_count":4,"passenger_count":30}],"maxItems":200,"minItems":1},"field":{"enum":["passenger_count","service_count"],"type":"string","default":"passenger_count"}}},"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_fa1BQ-s3tnDJJsVLTPVXM","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 analytical reports on transport ridership row data: a record quality audit, exact-row deduplication, and a grouped numeric summary of passenger_count or service_count.","exampleAgentPrompt":"I have up to 200 rows of bus ridership records with columns row_id, region, date, passenger_count, and service_count — can you run a quality audit, deduplicate exact rows, and give me a grouped numeric summary by region for passenger_count?","exampleUseCases":[{"title":"Pre-analysis data cleaning for transit agency","prompt":"Before I run my ridership analysis, can you audit these 150 transport records for data quality issues, remove any exact duplicate rows, and give me a grouped summary of passenger_count by region? Here are the rows with row_id, region, date, passenger_count, and service_count."},{"title":"Validating merged ridership datasets","prompt":"I've merged two ridership exports and I'm worried there might be duplicates and bad records. Can you check these 200 rows for quality problems, flag exact duplicates, and summarize service_count totals grouped by region?"},{"title":"Monthly ridership reporting sanity check","prompt":"Before I submit this month's ridership report, please audit the record quality, deduplicate any exact repeated rows, and show me a grouped numeric summary of passenger_count across the regions in this dataset of 80 rows."}],"resultDescription":"Returns three independent reports: (1) a record quality audit flagging missing values, nulls, and anomalies per row; (2) an exact-row deduplication report identifying and removing duplicate records; and (3) a grouped numeric summary (totals, means, counts) of the selected field (passenger_count or service_count) broken down by region and/or date. All computed locally with no external lookups.","failureModes":["Payload exceeds 200 rows — request rejected with validation error","Missing required fields (row_id, region, date, passenger_count, service_count) — schema validation failure","Invalid date format (not YYYY-MM-DD) — pattern validation error","Numeric values outside allowed range (-1T to +1T) — validation error","Empty rows array — minItems constraint violated","Payment not included or insufficient — x402 payment required error"],"whenToPreferThis":"Choose this endpoint when you have up to 200 transport ridership records and need all three of: a data quality audit, deduplication of exact rows, and a grouped numeric summary — bundled at a single flat cost of $0.01 USDC. It is ideal for pre-processing pipeline steps before downstream analysis or reporting, especially when working offline without external data sources. Prefer alternatives if you need live transit data, predictions, or more than 200 rows.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-26T12:32:09.992Z","isFirstParty":false,"canonicalSlug":"transport-ridership-data-quality-audit-deduplication-grouped-summary-06c1cbbe"}