{"uid":"cap_yZ13S0R5d3CwsbmYboqxk","slug":"label-review-analytics-equal-width-histogram-keyed-dataset-comparison-88bb6e54","name":"Label Review Analytics: Equal-Width Histogram + Keyed Dataset Comparison","description":"Label review — Equal-width histogram + Keyed dataset comparison: Equal-width histogram + Keyed dataset comparison 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-12-174?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"bins":{"type":"integer","default":5,"maximum":30,"minimum":1},"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}}},"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_pXxWmBFFEJSAlCcmu8UQe","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":"Generates two analytical reports—an equal-width histogram and a keyed dataset comparison—for label review records tracking reviewed_records and changed_labels, for up to 200 rows.","exampleAgentPrompt":"Run an equal-width histogram and keyed dataset comparison on my label review data — I have 50 rows with reviewed_records and changed_labels fields across two dataset groups, use 10 bins and analyze the reviewed_records field. Here's the primary dataset and a second comparison dataset with the same structure.","exampleUseCases":[{"title":"Annotation sprint quality review","prompt":"I have two weeks of label review logs, each row has a date, dataset_group, reviewed_records, and changed_labels. Can you run a histogram with 8 bins on changed_labels and compare this week's dataset against last week's by row key to see where the numbers shifted?"},{"title":"Multi-team labeling performance comparison","prompt":"Compare label review output between my two annotation teams — I'll give you both datasets with matching row IDs. Run an equal-width histogram on reviewed_records with 5 bins and show me the keyed comparison so I can spot which groups diverged."},{"title":"QA audit of relabeled records","prompt":"I'm auditing a relabeling pass on our ML training data. Run a distribution histogram (10 bins) on changed_labels across my 120-row review log, and compare it against our baseline dataset with the same row IDs to flag any unexpected differences."}],"resultDescription":"Returns two independent analytical reports: (1) an equal-width histogram showing bin boundaries and counts for the selected field (reviewed_records or changed_labels) across up to 200 rows, and (2) a keyed dataset comparison report matching rows by row_id between the primary and secondary dataset to surface differences in the numeric fields. Both reports are computed locally with no external lookups.","failureModes":["Exceeds 200 row limit — request will be rejected or truncated","Missing required fields (row_id, dataset_group, date, reviewed_records, changed_labels) cause validation errors","bins parameter outside 1–30 range returns an error","Mismatched row_id keys between primary and comparison dataset result in unmatched rows in the comparison report","Null numeric values in reviewed_records or changed_labels may be excluded from histogram bins","Invalid date format (not YYYY-MM-DD) causes schema validation failure"],"whenToPreferThis":"Choose this endpoint when you need both a statistical distribution view (histogram) and a side-by-side keyed comparison of two label review datasets in a single call, specifically for annotation/labeling workflows tracking reviewed_records and changed_labels. Ideal when you already have the data locally and need offline-style analytics without external lookups or predictions. The $0.01 flat fee covers both reports for up to 200 rows, making it cost-effective for batch label QA tasks.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T12:38:58.383Z","isFirstParty":false,"canonicalSlug":"label-review-analytics-equal-width-histogram-keyed-dataset-comparison-88bb6e54"}