Skip to main content
Ctrl+K

cleverly

  • Getting started
  • Workflow
  • User guide
  • Technical reference
  • Examples
  • Python API
    • Development reference
  • GitHub
  • Getting started
  • Workflow
  • User guide
  • Technical reference
  • Examples
  • Python API
  • Development reference
  • GitHub

Section Navigation

  • Study design and identification
  • Estimands
  • Estimation methods
  • Results and assessment
  • Learners
  • Interventions
  • Sensitivity and validation
  • Synthetic datasets
  • Exceptions and warnings
  • Object index
    • cleverly.CausalStudy
    • cleverly.StudyProtocol
    • cleverly.PointTreatment
    • cleverly.LongitudinalTreatment
    • cleverly.Repeated
    • cleverly.TimeToEvent
    • cleverly.LongPanel
    • cleverly.longitudinal.PanelLayout
    • cleverly.longitudinal.LongitudinalData.from_long_panel
    • cleverly.longitudinal.LongitudinalData.to_long_panel
    • cleverly.Estimand
    • cleverly.IdentificationProvider
    • cleverly.ExplicitAdjustmentProvider
    • cleverly.IdentifiedEffect
    • cleverly.CausalResult
    • cleverly.estimators.TMLEResult
    • cleverly.longitudinal.LongitudinalResult
    • cleverly.fluctuation.Fluctuation
    • cleverly.fluctuation.FoldFluctuation
    • cleverly.ParameterKey
    • cleverly.Provenance
    • cleverly.ATE
    • cleverly.ATT
    • cleverly.ATC
    • cleverly.BackdoorMeanContrast
    • cleverly.CounterfactualMean
    • cleverly.NaturalCourseMean
    • cleverly.PopulationAttributableRisk
    • cleverly.PopulationAttributableFraction
    • cleverly.RiskRatio
    • cleverly.OddsRatio
    • cleverly.RegimeMean
    • cleverly.RegimeContrast
    • cleverly.LearnedRuleValue
    • cleverly.ModifiedTreatmentPolicy
    • cleverly.ModifiedTreatmentPolicyEffect
    • cleverly.targets.Interpretation
    • cleverly.IncrementalMean
    • cleverly.IncrementalEffect
    • cleverly.MSMProjection
    • cleverly.ControlledDirectEffect
    • cleverly.EstimationMethod
    • cleverly.TMLEMethod
    • cleverly.CollaborativeTMLEMethod
    • cleverly.DRTMLEMethod
    • cleverly.SDRMethod
    • cleverly.IPSIMethod
    • cleverly.GComputationMethod
    • cleverly.IPWMethod
    • cleverly.ParametricGFormulaMethod
    • cleverly.ModelSpec
    • cleverly.CrossFitting
    • cleverly.SplitPlan
    • cleverly.Targeting
    • cleverly.Inference
    • cleverly.Runtime
    • cleverly.MethodAvailability
    • cleverly.ParameterEstimate
    • cleverly.AssessmentCapability
    • cleverly.AssessmentReport
    • cleverly.AssessmentStatus
    • cleverly.DiagnosticReport
    • cleverly.ValidationReport
    • cleverly.Replayability
    • cleverly.VariableImportanceEntry
    • cleverly.VariableImportanceResult
    • cleverly.variable_importance
    • cleverly.load
    • cleverly.SuperLearner
    • cleverly.CleverlyError
    • cleverly.CapabilityError
    • cleverly.DataError
    • cleverly.MethodConfigurationError
    • cleverly.NotFittedError
    • cleverly.ConvergenceWarning
    • cleverly.MonteCarloWarning
    • cleverly.ParameterSpaceWarning
    • cleverly.PositivityWarning
    • cleverly.SparseInfluenceWarning
    • cleverly.VersionMismatchWarning
    • cleverly.WeightingWarning
    • cleverly.exceptions.Refusal
    • cleverly.exceptions.RefusalReason
    • cleverly.learners.SuperLearnerDiagnostics
    • cleverly.learners.CorrelationScreener
    • cleverly.learners.ParametricOutcome
    • cleverly.learners.ParametricMechanism
    • cleverly.learners.ParametricFitDiagnostics
    • cleverly.learners.CrossFitPlan
    • cleverly.learners.Folds
    • cleverly.learners.FoldOrigin
    • cleverly.learners.ConditionalDensity
    • cleverly.learners.DensityDiagnostics
    • cleverly.learners.default_library
    • cleverly.learners.make_folds
    • cleverly.learners.random_partition
    • cleverly.learners.thread_limit
    • cleverly.learners.set_thread_limit
    • cleverly.learners.get_thread_limit
    • cleverly.interventions.Intervention
    • cleverly.interventions.Static
    • cleverly.interventions.Rule
    • cleverly.interventions.Stochastic
    • cleverly.longitudinal.DynamicRegimen
    • cleverly.longitudinal.each_node
    • cleverly.longitudinal.NodeRule
    • cleverly.interventions.LearnedRule
    • cleverly.interventions.LearnedRuleRecord
    • cleverly.interventions.RegimeSet
    • cleverly.interventions.Incremental
    • cleverly.interventions.IPSISet
    • cleverly.interventions.Shift
    • cleverly.interventions.Scale
    • cleverly.interventions.DoseQuantile
    • cleverly.interventions.SupportBoundary
    • cleverly.interventions.LinearQuantileRegression
    • cleverly.interventions.Piecewise
    • cleverly.interventions.Piece
    • cleverly.interventions.Support
    • cleverly.interventions.ModifiedPolicy
    • cleverly.interventions.Randomizer
    • cleverly.interventions.RiskRatioTilt
    • cleverly.interventions.JointPolicy
    • cleverly.interventions.PolicySet
    • cleverly.interventions.SupportReport
    • cleverly.interventions.RegimeSupport
    • cleverly.interventions.IncrementalSupport
    • cleverly.interventions.PolicySupport
    • cleverly.interventions.check_support
    • cleverly.interventions.check_incremental_support
    • cleverly.interventions.check_policy_support
    • cleverly.assessment.SensitivityFacade
    • cleverly.sensitivity.PositivityReport
    • cleverly.sensitivity.SensitivityBounds
    • cleverly.sensitivity.SensitivityElements
    • cleverly.sensitivity.BenchmarkResult
    • cleverly.sensitivity.ConfounderStrengthGrid
    • cleverly.sensitivity.ObservedConfounderCalibration
    • cleverly.sensitivity.SimulatedConfoundingCell
    • cleverly.sensitivity.SimulatedConfoundingResult
    • cleverly.sensitivity.EValue
    • cleverly.sensitivity.positivity_report
    • cleverly.sensitivity.truncation_curve
    • cleverly.sensitivity.omitted_variable_bounds
    • cleverly.sensitivity.robustness_value
    • cleverly.sensitivity.benchmark
    • cleverly.sensitivity.evalue.evalue
    • cleverly.sensitivity.missingness_tilt
    • cleverly.sensitivity.tipping_gamma
    • cleverly.sensitivity.simulated_confounding
    • cleverly.assessment.DiagnosticsFacade
    • cleverly.validation.ScoreCheck
    • cleverly.validation.ScoreCheckRow
    • cleverly.validation.NuisanceDiagnostics
    • cleverly.validation.NuisanceModelReport
    • cleverly.validation.RepeatSpreadRow
    • cleverly.validation.GaussianNoise
    • cleverly.validation.GaussianIndependentOutcome
    • cleverly.validation.GaussianAdjustmentOutcome
    • cleverly.validation.RelativeGaussianNoise
    • cleverly.validation.BootstrapMeasurementError
    • cleverly.validation.EmpiricalInclusionRule
    • cleverly.validation.EmpiricalRefitRecord
    • cleverly.validation.RefutationTest
    • cleverly.validation.RefutationResult
    • cleverly.validation.CoverageStudy
    • cleverly.validation.StudyResult
    • cleverly.validation.ReplicationRecord
    • cleverly.validation.ReplicationFailure
    • cleverly.validation.ReplicationCheckpoint
    • cleverly.validation.DirectoryCheckpoint
    • cleverly.validation.score_check
    • cleverly.validation.nuisance_diagnostics
    • cleverly.validation.refute
    • cleverly.inference.BootstrapResult
    • cleverly.inference.SimultaneousBands
    • cleverly.inference.delta_method
    • cleverly.inference.influence_covariance
    • cleverly.inference.influence_variance
    • cleverly.inference.multiplier_critical_value
    • cleverly.inference.simultaneous_bands
    • cleverly.inference.run_bootstrap
    • cleverly.datasets.available
    • cleverly.datasets.make_linear_ate
    • cleverly.datasets.make_nonlinear_ate
    • cleverly.datasets.make_nonlinear_bounded
    • cleverly.datasets.make_binary_outcome
    • cleverly.datasets.make_multi_arm
    • cleverly.datasets.make_heterogeneous
    • cleverly.datasets.make_instrument
    • cleverly.datasets.make_shift_dose
    • cleverly.datasets.make_missing_outcome
    • cleverly.datasets.make_missing_outcome_binary
    • cleverly.datasets.make_missing_outcome_bounded
    • cleverly.datasets.make_cde
    • cleverly.datasets.make_clustered
    • cleverly.datasets.make_biased_sample
    • cleverly.datasets.make_weak_overlap
    • cleverly.datasets.make_longitudinal
    • cleverly.datasets.make_longitudinal_survival
    • cleverly.datasets.make_longitudinal_repeated
    • cleverly.datasets.make_longitudinal_competing
    • cleverly.datasets.make_longitudinal_weighted
    • cleverly.datasets.make_point_survival
    • cleverly.datasets.point_survival_truth
    • cleverly.datasets.navigation_data
    • cleverly.datasets.navigation_protocol
    • cleverly.datasets.longitudinal_navigation_protocol
    • cleverly.datasets.make_sequential_offers
    • cleverly.datasets.offers_truth
    • cleverly.datasets.offers_protocol
    • cleverly.datasets.win_back
    • cleverly.datasets.win_back_then_ship
    • cleverly.datasets.make_sequential_pricing
    • cleverly.datasets.pricing_truth
    • cleverly.datasets.pricing_protocol
    • cleverly.datasets.price_rise
  • Python API
  • Object index
  • cleverly.DataError

cleverly.DataError#

exception cleverly.DataError(condition: str | None = None, /, *, reason: RefusalReason | None = None, alternative: str | None = None, roadmap: str | None = None, refusal: Refusal | None = None)[source]#

The supplied data violates an assumption the estimator relies on.

previous

cleverly.CapabilityError

next

cleverly.MethodConfigurationError

On this page
  • DataError
Edit on GitHub

This Page

  • Show Source

© Copyright 2026, cleverly contributors.

Created using Sphinx 8.2.3.

Built with the PyData Sphinx Theme 0.16.1.