{"uid":"cap__zz_2jpy-xtABmx_G8EJj","slug":"air-quality-observations-record-quality-audit-string-normalisation-71535c05","name":"Air Quality Observations — Record Quality Audit + String Normalisation + Keyed Dataset Comparison","description":"Air quality observations — Record quality audit + String normalisation + Keyed dataset comparison: Record quality audit + String normalisation + Keyed dataset comparison for supplied air quality observations records (concentration, observation_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-weather-10-207?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","station_group","date","concentration","observation_count"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"concentration":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"station_group":{"type":"string","default":"","maxLength":80},"observation_count":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","concentration":10,"station_group":"group-a","observation_count":1},{"date":"2026-10-02","row_id":"row-2","concentration":20,"station_group":"group-b","observation_count":2},{"date":"2026-10-03","row_id":"row-3","concentration":15,"station_group":"group-a","observation_count":3},{"date":"2026-10-04","row_id":"row-4","concentration":30,"station_group":"group-b","observation_count":4}],"maxItems":200,"minItems":1},"other":{"type":"array","items":{"type":"object","required":["row_id","station_group","date","concentration","observation_count"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"concentration":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"station_group":{"type":"string","default":"","maxLength":80},"observation_count":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","concentration":10,"station_group":"group-a","observation_count":1},{"date":"2026-10-02","row_id":"row-2","concentration":21,"station_group":"group-b","observation_count":2},{"date":"2026-10-03","row_id":"row-3","concentration":17,"station_group":"group-a","observation_count":3},{"date":"2026-10-04","row_id":"row-4","concentration":33,"station_group":"group-b","observation_count":4}],"maxItems":200,"minItems":0}}},"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_IOd-65X8nLU3l0o5GnW3S","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 supplied air quality observation records: a record quality audit, string normalisation, and keyed dataset comparison — up to 200 rows, no external lookups.","exampleAgentPrompt":"Can you audit the quality of these air quality observation records, normalise the station group strings, and compare them against this second dataset? I have up to 50 rows with fields like row_id, station_group, date, concentration, and observation_count in each dataset.","exampleUseCases":[{"title":"Pre-load air quality data validation","prompt":"Before I load this batch of 80 air quality observation rows into our database, can you run a quality audit on them and flag any records with bad strings or nulls in the concentration or observation_count fields? Here are the rows with station_group, date, concentration, and observation_count."},{"title":"Reconciling two sensor dataset versions","prompt":"I have two versions of my air quality dataset — the original and an updated one, both with up to 120 rows keyed by row_id — can you compare them and tell me which records changed between the two, while also normalising the station_group names?"},{"title":"Spotting dirty strings in monitoring station labels","prompt":"Our air quality monitoring data has messy station_group names with inconsistent casing and spacing. Can you run a string normalisation report on these 60 observation records so I can see what the cleaned values should look like?"}],"resultDescription":"Three independent reports: (1) a record quality audit identifying issues such as nulls, out-of-range values, or malformed fields across the supplied rows; (2) a string normalisation report showing cleaned and standardised versions of text fields like station_group; (3) a keyed dataset comparison report identifying differences between the primary and secondary datasets matched by row_id. All processing is local with no external lookups.","failureModes":["Exceeding 200 rows returns a validation error","Missing required fields (row_id, station_group, date, concentration, observation_count) cause row-level errors","Invalid date format (not YYYY-MM-DD) fails pattern validation","Rows in 'other' dataset without matching row_ids in 'rows' may show as unmatched in comparison report","Payment of 0.01 USDC not received results in 402 payment required response"],"whenToPreferThis":"Choose this endpoint when you need three analytical reports — quality audit, string normalisation, and keyed comparison — on air quality observation data (concentration and observation_count fields) in a single cheap call. Prefer it over generic data validation tools when your data specifically involves air quality monitoring records with station_group labels and you want all three reports bundled for $0.01. Not suitable for live sensor data lookup, forecasting, or professional environmental assessments.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-24T12:49:55.868Z","isFirstParty":false,"canonicalSlug":"air-quality-observations-record-quality-audit-string-normalisation-71535c05"}