{"uid":"cap_Wl4DA_OzJequohEmJKH5S","slug":"label-review-dataset-comparison-with-missing-value-fill-40747c64","name":"Label Review Dataset Comparison with Missing-Value Fill","description":"Label review — Keyed dataset comparison + Explicit missing-value fill: Keyed dataset comparison + Explicit missing-value fill for supplied label review records (reviewed_records, changed_labels). Up to 200 rows; 2 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 2 supplied-data reports for up to 200 rows.","url":"https://market.datapackvibe.com/x402/assistant-ib26-analytics-12-190?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","reviewed_records","changed_labels"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"dataset_group":{"type":"string","default":"","maxLength":80},"changed_labels":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"reviewed_records":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","dataset_group":"group-a","changed_labels":1,"reviewed_records":10},{"date":"2026-10-02","row_id":"row-2","dataset_group":"group-b","changed_labels":2,"reviewed_records":20},{"date":"2026-10-03","row_id":"row-3","dataset_group":"group-a","changed_labels":3,"reviewed_records":15},{"date":"2026-10-04","row_id":"row-4","dataset_group":"group-b","changed_labels":4,"reviewed_records":30}],"maxItems":200,"minItems":1},"field":{"enum":["reviewed_records","changed_labels"],"type":"string","default":"reviewed_records"},"other":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","reviewed_records","changed_labels"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"dataset_group":{"type":"string","default":"","maxLength":80},"changed_labels":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"reviewed_records":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","dataset_group":"group-a","changed_labels":1,"reviewed_records":10},{"date":"2026-10-02","row_id":"row-2","dataset_group":"group-b","changed_labels":2,"reviewed_records":21},{"date":"2026-10-03","row_id":"row-3","dataset_group":"group-a","changed_labels":3,"reviewed_records":17},{"date":"2026-10-04","row_id":"row-4","dataset_group":"group-b","changed_labels":4,"reviewed_records":33}],"maxItems":200,"minItems":0},"method":{"enum":["zero","mean","median"],"type":"string","default":"median"}}},"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_7GZ8TVZMeKNqeQHl3IJXS","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":"Compares two keyed label-review datasets and fills missing values, producing two analytical reports covering reviewed records and changed labels across dataset groups.","exampleAgentPrompt":"Compare these two sets of label review records — my primary dataset has rows for group-a and group-b from 2026-10-01 through 2026-10-04, and my comparison dataset has slightly different reviewed_records and changed_labels values — run a keyed comparison and fill any missing values, focusing on the reviewed_records field, and give me both reports.","exampleUseCases":[{"title":"Audit label changes between annotation rounds","prompt":"I have two snapshots of our annotation team's label review output from last week — the original pass and the revised pass. Can you run a keyed comparison on reviewed_records and fill any missing values so I can see exactly which rows changed and by how much?"},{"title":"QA check on changed-labels counts across groups","prompt":"We have two exports of label review data for dataset groups A and B dated 2026-10-01 to 2026-10-04 — compare them on the changed_labels field, fill in any nulls, and give me both summary reports so I can spot discrepancies before we ship to production."},{"title":"Reconcile two team members' review datasets","prompt":"My two annotators submitted separate label review CSVs covering the same rows and dataset groups, but the counts don't match up. Can you do a keyed dataset comparison on reviewed_records, handle any missing values, and produce the two analytical reports so I can reconcile the differences?"}],"resultDescription":"Two analytical reports generated from the supplied primary and comparison datasets: a keyed dataset comparison report identifying value differences per row/group, and an explicit missing-value fill report. Both cover up to 200 rows and focus on either reviewed_records or changed_labels as selected. No external lookups or predictions are made — all analysis is performed on the provided data.","failureModes":["Missing required fields (row_id, dataset_group, date, reviewed_records, or changed_labels) cause validation errors","Submitting more than 200 rows exceeds the maxItems limit and will be rejected","Invalid date format (not YYYY-MM-DD) fails pattern validation","row_id missing or empty string fails minLength constraint","Field selector not one of 'reviewed_records' or 'changed_labels' causes enum validation error","Mismatched row_id keys between primary and comparison datasets may result in empty or partial comparison output"],"whenToPreferThis":"Use this endpoint when you need to programmatically compare two keyed label-review datasets (up to 200 rows) for differences in reviewed_records or changed_labels, and simultaneously fill any missing values — all in a single API call that returns two structured analytical reports. Prefer this over generic data tools when your data conforms to the label review schema (row_id, dataset_group, date, reviewed_records, changed_labels) and you need both a comparison and a null-fill report without external data lookups or model predictions.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-24T00:39:40.781Z","isFirstParty":false,"canonicalSlug":"label-review-dataset-comparison-with-missing-value-fill-40747c64"}