High-Level API

Common entry points imported from updatesupport:

updatesupport.claim(estimate_name, *, ...)	Create a claim spec using the simplified claim-first API.
updatesupport.audit_claim(data, claim, *[, ...])	Audit a declared reporting claim against tabular data.
updatesupport.calibrate_tv_radius(data, ...)	Calibrate a TV radius from history and run rolling one-step backtests.
updatesupport.design_categorical_rollup(...)	Design an exact global rollup of one categorical column.
updatesupport.claim_portfolio(*claims[, ...])	Create a claim portfolio from positional claims or one claim sequence.
updatesupport.design_shared_representation(...)	Search exact column subsets for one representation supporting all claims.
updatesupport.design_calibrated_public_report(...)	Compose historical TV calibration with public-report design intelligence.
updatesupport.minimum_claim_breaking_witness(...)	Find the closest fixed-public recomposition that fails a claim rule.
updatesupport.claim_tree(root, *[, ...])	Create a nested claim tree from a root claim and optional children.
updatesupport.audit_claim_tree(data, tree, ...)	Audit a nested claim tree against tabular data.
updatesupport.from_dataframe(data, *[, ...])	Compile tabular observations into a finite update-support problem.
updatesupport.run_audit(spec, data)	Execute a serializable AuditSpec against tabular data.

Lower-level evidence and search entry points:

updatesupport.public_descent_report(data, *)	Build an analyst-facing public-descent report.
updatesupport.audit_effects(data, *[, ...])	Audit whether public categories stably report estimated effects.
updatesupport.causal_reporting_stability(data, *)	Run the standard causal reporting-stability workflow.
updatesupport.conformal_reporting_stability(...)	Audit useful conformal-derived aggregate targets in one report.
updatesupport.sensitivity_report(data, *, ...)	Run robustness checks over Q presets, hidden sets, and cell thresholds.
updatesupport.recommend_refinements(data, *, ...)	Rank one-column public refinements by transport-ambiguity reduction.
updatesupport.recommend_refinement_interactions(...)	Rank small refinement sets and expose interaction gains.
updatesupport.attribute_refinement_ambiguity(...)	Attribute joint ambiguity reduction to refinement columns.
updatesupport.recommend_refinements_sensitivity(...)	Aggregate one-column refinement rankings over a sensitivity grid.
updatesupport.public_representation_frontier(data, *)	Search public-column refinements and return the Pareto frontier.
updatesupport.certify_public_representation(...)	Certify a public representation against a frontier stress-test search.

Core result objects:

updatesupport.ClaimSpec(estimate_name, ...)	Declarative claim that a reported aggregate is stable enough to defend.
updatesupport.ClaimAudit(claim, primary[, ...])	Review artifact that certifies, breaks, or repairs a reporting claim.
updatesupport.HistoricalTVCalibrationReport(...)	Historical TV-radius calibration with rolling one-step backtests.
updatesupport.CategoricalRollupDesign(claim, ...)	Exact reporting design over rollups of one categorical column.
updatesupport.ClaimPortfolio(claims[, name, ...])	Claims that must share one public reporting representation.
updatesupport.SharedRepresentationDesign(...)	Exact shared public-representation search for a claim portfolio.
updatesupport.CalibratedPublicReportDesign(...)	Calibrated stress, rollup, schema, and breaking-witness design report.
updatesupport.MinimumClaimBreakingWitnessReport(...)	Closest fixed-public hidden composition that falsifies a claim rule.
updatesupport.ClaimNode(claim[, children, ...])	One node in a nested claim tree.
updatesupport.ClaimNodeAudit(node, audit[, ...])	Audit result for one claim-tree node and its descendants.
updatesupport.ClaimTree(root[, name, ...])	Nested collection of claims audited as one hierarchy.
updatesupport.ClaimTreeAudit(tree, root[, title])	Nested claim report for hierarchical or multi-level review workflows.
updatesupport.ClaimRefinementRecommendation(...)	Claim-centered public-refinement recommendation.
updatesupport.RefinementAttributionReport(...)	Shapley-style attribution of ambiguity reduction across refinements.
updatesupport.RefinementAttribution(column, ...)	Shapley-style ambiguity-reduction attribution for one refinement column.
updatesupport.RefinementCoalitionEvaluation(...)	Ambiguity result for one candidate refinement coalition.
updatesupport.ConformalReportingStabilityReport(...)	Multi-target stability report for conformal-prediction outputs.
updatesupport.GroupedProblem(problem, ...[, ...])	A finite problem compiled from grouped tabular observations.
updatesupport.PublicDescentReport(grouped, ...)	Structured public-descent audit with Markdown rendering.
updatesupport.PublicRepresentationFrontier(...)	Pareto frontier over public-cell complexity and transport stability.
updatesupport.RepresentationStabilityCertificate(...)	Review-ready decision artifact for a public reporting representation.
updatesupport.AuditSpec(public, hidden, target)	Serializable configuration for a standard update-support audit.
updatesupport.AuditRun(spec, report)	Executed audit, preserving both the spec and generated report.