Index

Symbols

--branching ballet-start-new-feature command line option --check-all ballet-validate command line option --check-feature-api ballet-validate command line option --check-project-structure ballet-validate command line option --create-github-repo ballet-quickstart command line option --evaluate-feature-acceptance ballet-validate command line option --evaluate-feature-pruning ballet-validate command line option --github-token <github_token> ballet-quickstart command line option --no-branching ballet-start-new-feature command line option --no-check-feature-api ballet-validate command line option --no-check-project-structure ballet-validate command line option --no-evaluate-feature-acceptance ballet-validate command line option

--no-evaluate-feature-pruning ballet-validate command line option --no-push ballet-update-project-template command line option --path <project_template_path> ballet-update-project-template command line option --push ballet-update-project-template command line option --quiet ballet command line option --verbose ballet command line option --version ballet command line option -A ballet-validate command line option -p ballet-update-project-template command line option -q ballet command line option -v ballet command line option

A

accept() (in module ballet.validation.sfds) AddMissingIndicator (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) adjust_λ() (in module ballet.validation.sfds) AlwaysAccepter (class in ballet.validation.feature_acceptance.validator) api() (ballet.client.Client property) (ballet.project.Project property) ArbitraryDiscretiser (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) ArbitraryNumberImputer (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) ArbitraryOutlierCapper (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) as_feature_engineering_pipeline() (ballet.Feature method) (ballet.feature.Feature method) as_input_transformer_tuple() (ballet.Feature method) (ballet.feature.Feature method)

asarray2d() (in module ballet.util) assert_array_almost_equal() (in module ballet.util.testing) assert_array_equal() (in module ballet.util.testing) assert_array_not_almost_equal() (in module ballet.util.testing) assert_array_not_equal() (in module ballet.util.testing) assert_frame_equal() (in module ballet.util.testing) assert_frame_not_equal() (in module ballet.util.testing) assert_index_equal() (in module ballet.util.testing) assert_index_not_equal() (in module ballet.util.testing) assert_pandas_object_equal() (in module ballet.util.testing) assert_pandas_object_not_equal() (in module ballet.util.testing) assert_series_equal() (in module ballet.util.testing) assert_series_not_equal() (in module ballet.util.testing) author() (ballet.Feature property) (ballet.feature.Feature property) AutoregressiveTransformer (class in ballet.eng.external) (class in ballet.eng.external.skits)

B

backward_difference_coding() (ballet.eng.external.BackwardDifferenceEncoder static method) (ballet.eng.external.category_encoders.BackwardDifferenceEncoder static method) BackwardDifferenceEncoder (class in ballet.eng.external) (class in ballet.eng.external.category_encoders) ballet module ballet command line option --quiet --verbose --version -q -v ballet-quickstart command line option --create-github-repo --github-token <github_token> ballet-start-new-feature command line option --branching --no-branching ballet-update-project-template command line option --no-push --path <project_template_path> --push -p ballet-validate command line option --check-all --check-feature-api --check-project-structure --evaluate-feature-acceptance --evaluate-feature-pruning --no-check-feature-api --no-check-project-structure --no-evaluate-feature-acceptance --no-evaluate-feature-pruning -A ballet.cli module ballet.client module ballet.compat module ballet.contrib module ballet.discovery module ballet.encoder module ballet.eng module ballet.eng.base module ballet.eng.external module ballet.eng.external.category_encoders module ballet.eng.external.feature_engine module ballet.eng.external.featuretools module ballet.eng.external.skits module ballet.eng.external.sklearn module ballet.eng.external.tsfresh module ballet.eng.misc module ballet.eng.missing module ballet.eng.ts module ballet.exc module ballet.feature module ballet.mlprimitives module ballet.pipeline module ballet.project module ballet.templating module ballet.transformer module ballet.update module

ballet.util module ballet.util.ci module ballet.util.code module ballet.util.fs module ballet.util.git module ballet.util.io module ballet.util.log module ballet.util.mod module ballet.util.testing module ballet.util.typing module ballet.validation module ballet.validation.base module ballet.validation.common module ballet.validation.entropy module ballet.validation.feature_acceptance module ballet.validation.feature_acceptance.validator module ballet.validation.feature_api module ballet.validation.feature_api.checks module ballet.validation.feature_api.validator module ballet.validation.feature_pruning module ballet.validation.feature_pruning.validator module ballet.validation.gfssf module ballet.validation.main module ballet.validation.project_structure module ballet.validation.project_structure.checks module ballet.validation.project_structure.validator module ballet.validation.sfds module ballet_features() (ballet.pipeline.FeatureEngineeringPipeline property) BalletError BalletWarning BaseCheck (class in ballet.validation.base) basen_encode() (ballet.eng.external.BaseNEncoder method) (ballet.eng.external.category_encoders.BaseNEncoder method) basen_to_integer() (ballet.eng.external.BaseNEncoder method) (ballet.eng.external.category_encoders.BaseNEncoder method) BaseNEncoder (class in ballet.eng.external) (class in ballet.eng.external.category_encoders) BaseTransformer (class in ballet.eng) (class in ballet.eng.base) BaseValidator (class in ballet.validation.base) bin_edges_ (ballet.eng.external.KBinsDiscretizer attribute) (ballet.eng.external.sklearn.KBinsDiscretizer attribute) Binarizer (class in ballet.eng.external) (class in ballet.eng.external.sklearn) BinaryEncoder (class in ballet.eng.external) (class in ballet.eng.external.category_encoders) binner_dict_ (ballet.eng.external.ArbitraryDiscretiser attribute) (ballet.eng.external.DecisionTreeDiscretiser attribute) (ballet.eng.external.EqualFrequencyDiscretiser attribute) (ballet.eng.external.EqualWidthDiscretiser attribute) (ballet.eng.external.feature_engine.ArbitraryDiscretiser attribute) (ballet.eng.external.feature_engine.DecisionTreeDiscretiser attribute) (ballet.eng.external.feature_engine.EqualFrequencyDiscretiser attribute) (ballet.eng.external.feature_engine.EqualWidthDiscretiser attribute) blacken_code() (in module ballet.util.code) BoxCoxTransformer (class in ballet.eng) (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) (class in ballet.eng.misc) branch() (ballet.project.Project property)

C

CACHE_TIMEOUT (ballet.project.FeatureEngineeringProject attribute) calc_required_digits() (ballet.eng.external.BaseNEncoder method) (ballet.eng.external.category_encoders.BaseNEncoder method) can_use_local_differ() (in module ballet.util.git) can_use_local_merge_differ() (in module ballet.util.git) can_use_travis_differ() (in module ballet.util.ci) CanDeepcopyCheck (class in ballet.validation.feature_api.checks) candidate_cmi (ballet.validation.gfssf.GFSSFIterationInfo attribute) candidate_cols (ballet.validation.gfssf.GFSSFIterationInfo attribute) candidate_feature (ballet.validation.gfssf.GFSSFIterationInfo attribute) candidate_feature_diffs (ballet.validation.common.CollectedChanges attribute) CanFitCheck (class in ballet.validation.feature_api.checks) CanFitOneRowCheck (class in ballet.validation.feature_api.checks) CanFitTransformCheck (class in ballet.validation.feature_api.checks) CanMakeMapperCheck (class in ballet.validation.feature_api.checks) CanPickleCheck (class in ballet.validation.feature_api.checks) CanTransformCheck (class in ballet.validation.feature_api.checks) CanTransformNewRowsCheck (class in ballet.validation.feature_api.checks) CanTransformOneRowCheck (class in ballet.validation.feature_api.checks) CatBoostEncoder (class in ballet.eng.external) (class in ballet.eng.external.category_encoders) catch_bare_exception_sanitize_array() (in module ballet.transformer) CategoricalImputer (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) categories_ (ballet.eng.external.OneHotEncoder attribute) (ballet.eng.external.OrdinalEncoder attribute) (ballet.eng.external.sklearn.OneHotEncoder attribute) (ballet.eng.external.sklearn.OrdinalEncoder attribute) category_mapping() (ballet.eng.external.category_encoders.OneHotEncoder property) (ballet.eng.external.category_encoders.OrdinalEncoder property) caught (ballet.transformer.ConversionApproach attribute) center_ (ballet.eng.external.RobustScaler attribute) (ballet.eng.external.sklearn.RobustScaler attribute) ChangeCollector (class in ballet.validation.common) check() (ballet.validation.base.BaseCheck method) (ballet.validation.feature_api.checks.CanDeepcopyCheck method) (ballet.validation.feature_api.checks.CanFitCheck method) (ballet.validation.feature_api.checks.CanFitOneRowCheck method) (ballet.validation.feature_api.checks.CanFitTransformCheck method) (ballet.validation.feature_api.checks.CanMakeMapperCheck method) (ballet.validation.feature_api.checks.CanPickleCheck method) (ballet.validation.feature_api.checks.CanTransformCheck method) (ballet.validation.feature_api.checks.CanTransformNewRowsCheck method) (ballet.validation.feature_api.checks.CanTransformOneRowCheck method) (ballet.validation.feature_api.checks.HasCorrectInputTypeCheck method) (ballet.validation.feature_api.checks.HasCorrectOutputDimensionsCheck method) (ballet.validation.feature_api.checks.HasTransformerInterfaceCheck method) (ballet.validation.feature_api.checks.IsFeatureCheck method) (ballet.validation.feature_api.checks.NoInfiniteValuesCheck method) (ballet.validation.feature_api.checks.NoMissingValuesCheck method) (ballet.validation.project_structure.checks.IfInitModuleThenIsEmptyCheck method) (ballet.validation.project_structure.checks.IsAdditionCheck method) (ballet.validation.project_structure.checks.IsPythonSourceCheck method) (ballet.validation.project_structure.checks.ModuleNameCheck method) (ballet.validation.project_structure.checks.RelativeNameDepthCheck method) (ballet.validation.project_structure.checks.SubpackageNameCheck method) (ballet.validation.project_structure.checks.WithinContribCheck method)

check_from_class() (in module ballet.validation.common) Client (class in ballet.client) col_transform() (ballet.eng.external.BaseNEncoder method) (ballet.eng.external.category_encoders.BaseNEncoder method) collect_changes() (ballet.validation.common.ChangeCollector method) collect_contrib_features() (in module ballet.contrib) CollectedChanges (class in ballet.validation.common) ColumnSelector (class in ballet.eng) (class in ballet.eng.misc) combination_dict_ (ballet.eng.external.feature_engine.MathematicalCombination attribute) (ballet.eng.external.MathematicalCombination attribute) combine_min_categories() (ballet.eng.external.category_encoders.CountEncoder method) (ballet.eng.external.CountEncoder method) CombineWithReferenceFeature (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) components_ (ballet.eng.external.GaussianRandomProjection attribute) (ballet.eng.external.sklearn.GaussianRandomProjection attribute) (ballet.eng.external.sklearn.SparseRandomProjection attribute) (ballet.eng.external.SparseRandomProjection attribute) CompoundAccepter (class in ballet.validation.feature_acceptance.validator) ComputedValueTransformer (class in ballet.eng) (class in ballet.eng.misc) concat() (in module ballet.validation.sfds) ConditionalTransformer (class in ballet.eng) (class in ballet.eng.base) config (ballet.project.Project attribute) ConfigurationError CONVERSION_APPROACHES (ballet.transformer.DelegatingRobustTransformer attribute) ConversionApproach (class in ballet.transformer) convert (ballet.transformer.ConversionApproach attribute) CountEncoder (class in ballet.eng.external) (class in ballet.eng.external.category_encoders) CountFrequencyEncoder (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) countunique() (in module ballet.discovery) create_github_repo() (in module ballet.util.git) CustomDiffer (class in ballet.util.git)

D

data_max_ (ballet.eng.external.MinMaxScaler attribute) (ballet.eng.external.sklearn.MinMaxScaler attribute) data_min_ (ballet.eng.external.MinMaxScaler attribute) (ballet.eng.external.sklearn.MinMaxScaler attribute) data_range_ (ballet.eng.external.MinMaxScaler attribute) (ballet.eng.external.sklearn.MinMaxScaler attribute) DecisionTreeDiscretiser (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) DecisionTreeEncoder (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) DeepcopyMixin (class in ballet.util) DEFAULT_CAUGHT (ballet.transformer.DelegatingRobustTransformer attribute) DelegatingRobustTransformer (class in ballet.transformer) delta (ballet.validation.gfssf.GFSSFIterationInfo attribute) density_ (ballet.eng.external.sklearn.SparseRandomProjection attribute) (ballet.eng.external.SparseRandomProjection attribute) desugar_transformer() (in module ballet.transformer) detect_differ() (in module ballet.validation.common) detect_github_username() (in module ballet.project)

dfilter() (in module ballet.util) DFSTransformer (class in ballet.eng.external) (class in ballet.eng.external.featuretools) did_git_push_succeed() (in module ballet.util.git) diff() (ballet.util.git.Differ method) (ballet.util.git.NoOpDiffer method) Differ (class in ballet.util.git) DifferenceTransformer (class in ballet.eng.external) (class in ballet.eng.external.skits) discover() (ballet.client.Client method) (in module ballet.discovery) do_check() (ballet.validation.base.BaseCheck method) dont_log_nonnegative() (in module ballet.util) drop_idx_ (ballet.eng.external.OneHotEncoder attribute) (ballet.eng.external.sklearn.OneHotEncoder attribute) DropMissingData (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) DropMissingTargets (class in ballet.mlprimitives) dump_travis_env_vars() (in module ballet.util.ci)

E

enable() (in module ballet.util.log) encoder (ballet.pipeline.EngineerFeaturesResult attribute) encoder_ (ballet.eng.external.DecisionTreeEncoder attribute) (ballet.eng.external.feature_engine.DecisionTreeEncoder attribute) encoder_dict_ (ballet.eng.external.CountFrequencyEncoder attribute) (ballet.eng.external.feature_engine.CountFrequencyEncoder attribute) (ballet.eng.external.feature_engine.MeanEncoder attribute) (ballet.eng.external.feature_engine.OneHotEncoder attribute) (ballet.eng.external.feature_engine.OrdinalEncoder attribute) (ballet.eng.external.feature_engine.PRatioEncoder attribute) (ballet.eng.external.feature_engine.RareLabelEncoder attribute) (ballet.eng.external.feature_engine.WoEEncoder attribute) (ballet.eng.external.MeanEncoder attribute) (ballet.eng.external.PRatioEncoder attribute) (ballet.eng.external.RareLabelEncoder attribute) (ballet.eng.external.WoEEncoder attribute)

EncoderPipeline (class in ballet.encoder) EndTailImputer (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) engineer_features() (ballet.project.FeatureEngineeringProject method) EngineerFeaturesResult (class in ballet.pipeline) ensure_expected_travis_env_vars() (in module ballet.util.ci) EqualFrequencyDiscretiser (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) EqualWidthDiscretiser (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) estimate_conditional_information() (in module ballet.validation.entropy) estimate_entropy() (in module ballet.validation.entropy) estimate_mutual_information() (in module ballet.validation.entropy) EXPECTED_TRAVIS_ENV_VARS (ballet.util.ci.TravisPullRequestBuildDiffer attribute)

F

falsy() (in module ballet.util) Feature (class in ballet) (class in ballet.feature) feature_names_in_ (ballet.eng.external.Binarizer attribute) (ballet.eng.external.FunctionTransformer attribute) (ballet.eng.external.GaussianRandomProjection attribute) (ballet.eng.external.KBinsDiscretizer attribute) (ballet.eng.external.KNNImputer attribute) (ballet.eng.external.MaxAbsScaler attribute) (ballet.eng.external.MinMaxScaler attribute) (ballet.eng.external.MissingIndicator attribute) (ballet.eng.external.Normalizer attribute) (ballet.eng.external.OneHotEncoder attribute) (ballet.eng.external.OrdinalEncoder attribute) (ballet.eng.external.PolynomialFeatures attribute) (ballet.eng.external.PowerTransformer attribute) (ballet.eng.external.QuantileTransformer attribute) (ballet.eng.external.RobustScaler attribute) (ballet.eng.external.SimpleImputer attribute) (ballet.eng.external.sklearn.Binarizer attribute) (ballet.eng.external.sklearn.FunctionTransformer attribute) (ballet.eng.external.sklearn.GaussianRandomProjection attribute) (ballet.eng.external.sklearn.KBinsDiscretizer attribute) (ballet.eng.external.sklearn.KNNImputer attribute) (ballet.eng.external.sklearn.MaxAbsScaler attribute) (ballet.eng.external.sklearn.MinMaxScaler attribute) (ballet.eng.external.sklearn.MissingIndicator attribute) (ballet.eng.external.sklearn.Normalizer attribute) (ballet.eng.external.sklearn.OneHotEncoder attribute) (ballet.eng.external.sklearn.OrdinalEncoder attribute) (ballet.eng.external.sklearn.PolynomialFeatures attribute) (ballet.eng.external.sklearn.PowerTransformer attribute) (ballet.eng.external.sklearn.QuantileTransformer attribute) (ballet.eng.external.sklearn.RobustScaler attribute) (ballet.eng.external.sklearn.SimpleImputer attribute) (ballet.eng.external.sklearn.SparseRandomProjection attribute) (ballet.eng.external.sklearn.StandardScaler attribute) (ballet.eng.external.SparseRandomProjection attribute) (ballet.eng.external.StandardScaler attribute) FeatureAcceptanceMixin (class in ballet.validation.base) FeatureAccepter (class in ballet.validation.base) FeatureApiCheck (class in ballet.validation.feature_api.checks) FeatureApiValidator (class in ballet.validation.feature_api.validator) FeatureAugmenter (class in ballet.eng.external) (class in ballet.eng.external.tsfresh) FeatureCollectionError FeatureEngineeringPipeline (class in ballet.pipeline) FeatureEngineeringProject (class in ballet.project) FeaturePerformanceEvaluator (class in ballet.validation.base) FeaturePruner (class in ballet.validation.base) FeaturePruningMixin (class in ballet.validation.base) FeatureRejected features (ballet.pipeline.EngineerFeaturesResult attribute) features() (ballet.project.FeatureEngineeringProject property) features_ (ballet.eng.external.MissingIndicator attribute) (ballet.eng.external.sklearn.MissingIndicator attribute) FeatureValidationError file_diffs (ballet.validation.common.CollectedChanges attribute) filter() (ballet.util.log.LevelFilter method) fit() (ballet.encoder.EncoderPipeline method) (ballet.eng.base.ConditionalTransformer method) (ballet.eng.base.GroupwiseTransformer method) (ballet.eng.base.NoFitMixin method) (ballet.eng.ComputedValueTransformer method) (ballet.eng.ConditionalTransformer method) (ballet.eng.external.AddMissingIndicator method) (ballet.eng.external.ArbitraryDiscretiser method) (ballet.eng.external.ArbitraryNumberImputer method) (ballet.eng.external.ArbitraryOutlierCapper method) (ballet.eng.external.AutoregressiveTransformer method) (ballet.eng.external.BackwardDifferenceEncoder method) (ballet.eng.external.BaseNEncoder method) (ballet.eng.external.Binarizer method) (ballet.eng.external.BinaryEncoder method) (ballet.eng.external.BoxCoxTransformer method) (ballet.eng.external.CatBoostEncoder method) (ballet.eng.external.CategoricalImputer method) (ballet.eng.external.category_encoders.BackwardDifferenceEncoder method) (ballet.eng.external.category_encoders.BaseNEncoder method) (ballet.eng.external.category_encoders.BinaryEncoder method) (ballet.eng.external.category_encoders.CatBoostEncoder method) (ballet.eng.external.category_encoders.CountEncoder method) (ballet.eng.external.category_encoders.GLMMEncoder method) (ballet.eng.external.category_encoders.HashingEncoder method) (ballet.eng.external.category_encoders.HelmertEncoder method) (ballet.eng.external.category_encoders.JamesSteinEncoder method) (ballet.eng.external.category_encoders.LeaveOneOutEncoder method) (ballet.eng.external.category_encoders.MEstimateEncoder method) (ballet.eng.external.category_encoders.OneHotEncoder method) (ballet.eng.external.category_encoders.OrdinalEncoder method) (ballet.eng.external.category_encoders.PolynomialEncoder method) (ballet.eng.external.category_encoders.SumEncoder method) (ballet.eng.external.category_encoders.TargetEncoder method) (ballet.eng.external.category_encoders.WOEEncoder method) (ballet.eng.external.CombineWithReferenceFeature method) (ballet.eng.external.CountEncoder method) (ballet.eng.external.CountFrequencyEncoder method) (ballet.eng.external.DecisionTreeDiscretiser method) (ballet.eng.external.DecisionTreeEncoder method) (ballet.eng.external.DFSTransformer method) (ballet.eng.external.DifferenceTransformer method) (ballet.eng.external.DropMissingData method) (ballet.eng.external.EndTailImputer method) (ballet.eng.external.EqualFrequencyDiscretiser method) (ballet.eng.external.EqualWidthDiscretiser method) (ballet.eng.external.feature_engine.AddMissingIndicator method) (ballet.eng.external.feature_engine.ArbitraryDiscretiser method) (ballet.eng.external.feature_engine.ArbitraryNumberImputer method) (ballet.eng.external.feature_engine.ArbitraryOutlierCapper method) (ballet.eng.external.feature_engine.BoxCoxTransformer method) (ballet.eng.external.feature_engine.CategoricalImputer method) (ballet.eng.external.feature_engine.CombineWithReferenceFeature method) (ballet.eng.external.feature_engine.CountFrequencyEncoder method) (ballet.eng.external.feature_engine.DecisionTreeDiscretiser method) (ballet.eng.external.feature_engine.DecisionTreeEncoder method) (ballet.eng.external.feature_engine.DropMissingData method) (ballet.eng.external.feature_engine.EndTailImputer method) (ballet.eng.external.feature_engine.EqualFrequencyDiscretiser method) (ballet.eng.external.feature_engine.EqualWidthDiscretiser method) (ballet.eng.external.feature_engine.LogTransformer method) (ballet.eng.external.feature_engine.MathematicalCombination method) (ballet.eng.external.feature_engine.MeanEncoder method) (ballet.eng.external.feature_engine.MeanMedianImputer method) (ballet.eng.external.feature_engine.OneHotEncoder method) (ballet.eng.external.feature_engine.OrdinalEncoder method) (ballet.eng.external.feature_engine.PowerTransformer method) (ballet.eng.external.feature_engine.PRatioEncoder method) (ballet.eng.external.feature_engine.RandomSampleImputer method) (ballet.eng.external.feature_engine.RareLabelEncoder method) (ballet.eng.external.feature_engine.ReciprocalTransformer method) (ballet.eng.external.feature_engine.Winsorizer method) (ballet.eng.external.feature_engine.WoEEncoder method) (ballet.eng.external.feature_engine.YeoJohnsonTransformer method) (ballet.eng.external.FeatureAugmenter method) (ballet.eng.external.featuretools.DFSTransformer method) (ballet.eng.external.FourierTransformer method) (ballet.eng.external.FunctionTransformer method) (ballet.eng.external.GLMMEncoder method) (ballet.eng.external.HashingEncoder method) (ballet.eng.external.HelmertEncoder method) (ballet.eng.external.HorizonTransformer method) (ballet.eng.external.IntegratedTransformer method) (ballet.eng.external.JamesSteinEncoder method) (ballet.eng.external.KBinsDiscretizer method) (ballet.eng.external.KNNImputer method) (ballet.eng.external.LeaveOneOutEncoder method) (ballet.eng.external.LogTransformer method) (ballet.eng.external.MathematicalCombination method) (ballet.eng.external.MaxAbsScaler method) (ballet.eng.external.MeanEncoder method) (ballet.eng.external.MeanMedianImputer method) (ballet.eng.external.MEstimateEncoder method) (ballet.eng.external.MinMaxScaler method) (ballet.eng.external.MissingIndicator method) (ballet.eng.external.Normalizer method) (ballet.eng.external.OneHotEncoder method) (ballet.eng.external.OrdinalEncoder method) (ballet.eng.external.PolynomialEncoder method) (ballet.eng.external.PolynomialFeatures method) (ballet.eng.external.PowerTransformer method) (ballet.eng.external.PRatioEncoder method) (ballet.eng.external.QuantileTransformer method) (ballet.eng.external.RandomSampleImputer method) (ballet.eng.external.RareLabelEncoder method) (ballet.eng.external.ReciprocalTransformer method) (ballet.eng.external.ReversibleImputer method) (ballet.eng.external.RobustScaler method) (ballet.eng.external.RollingMeanTransformer method) (ballet.eng.external.SimpleImputer method) (ballet.eng.external.skits.AutoregressiveTransformer method) (ballet.eng.external.skits.DifferenceTransformer method) (ballet.eng.external.skits.FourierTransformer method) (ballet.eng.external.skits.HorizonTransformer method) (ballet.eng.external.skits.IntegratedTransformer method) (ballet.eng.external.skits.LogTransformer method) (ballet.eng.external.skits.ReversibleImputer method) (ballet.eng.external.skits.RollingMeanTransformer method) (ballet.eng.external.skits.TrendTransformer method) (ballet.eng.external.sklearn.Binarizer method) (ballet.eng.external.sklearn.FunctionTransformer method) (ballet.eng.external.sklearn.KBinsDiscretizer method) (ballet.eng.external.sklearn.KNNImputer method) (ballet.eng.external.sklearn.MaxAbsScaler method) (ballet.eng.external.sklearn.MinMaxScaler method) (ballet.eng.external.sklearn.MissingIndicator method) (ballet.eng.external.sklearn.Normalizer method) (ballet.eng.external.sklearn.OneHotEncoder method) (ballet.eng.external.sklearn.OrdinalEncoder method) (ballet.eng.external.sklearn.PolynomialFeatures method) (ballet.eng.external.sklearn.PowerTransformer method) (ballet.eng.external.sklearn.QuantileTransformer method) (ballet.eng.external.sklearn.RobustScaler method) (ballet.eng.external.sklearn.SimpleImputer method) (ballet.eng.external.sklearn.StandardScaler method) (ballet.eng.external.StandardScaler method) (ballet.eng.external.SumEncoder method) (ballet.eng.external.TargetEncoder method) (ballet.eng.external.TrendTransformer method) (ballet.eng.external.tsfresh.FeatureAugmenter method) (ballet.eng.external.Winsorizer method) (ballet.eng.external.WOEEncoder method) (ballet.eng.external.WoEEncoder method) (ballet.eng.external.YeoJohnsonTransformer method) (ballet.eng.GroupwiseTransformer method) (ballet.eng.misc.ComputedValueTransformer method) (ballet.eng.NoFitMixin method) (ballet.Feature method) (ballet.feature.Feature method) (ballet.mlprimitives.DropMissingTargets method) (ballet.transformer.DelegatingRobustTransformer method)

fit_backward_difference_coding() (ballet.eng.external.BackwardDifferenceEncoder static method) (ballet.eng.external.category_encoders.BackwardDifferenceEncoder static method) fit_base_n_encoding() (ballet.eng.external.BaseNEncoder method) (ballet.eng.external.category_encoders.BaseNEncoder method) fit_column_map() (ballet.eng.external.category_encoders.LeaveOneOutEncoder method) (ballet.eng.external.LeaveOneOutEncoder method) fit_helmert_coding() (ballet.eng.external.category_encoders.HelmertEncoder static method) (ballet.eng.external.HelmertEncoder static method) fit_leave_one_out() (ballet.eng.external.category_encoders.LeaveOneOutEncoder method) (ballet.eng.external.LeaveOneOutEncoder method) fit_polynomial_coding() (ballet.eng.external.category_encoders.PolynomialEncoder static method) (ballet.eng.external.PolynomialEncoder static method) fit_sum_coding() (ballet.eng.external.category_encoders.SumEncoder static method) (ballet.eng.external.SumEncoder static method) fit_target_encoding() (ballet.eng.external.category_encoders.TargetEncoder method) (ballet.eng.external.TargetEncoder method) fit_transform() (ballet.encoder.EncoderPipeline method) (ballet.eng.external.HorizonTransformer method) (ballet.eng.external.MissingIndicator method) (ballet.eng.external.OneHotEncoder method) (ballet.eng.external.PowerTransformer method) (ballet.eng.external.skits.HorizonTransformer method) (ballet.eng.external.sklearn.MissingIndicator method) (ballet.eng.external.sklearn.OneHotEncoder method) (ballet.eng.external.sklearn.PowerTransformer method) (ballet.Feature method) (ballet.feature.Feature method) FourierTransformer (class in ballet.eng.external) (class in ballet.eng.external.skits) from_cwd() (ballet.project.Project class method) from_path() (ballet.project.Project class method) FunctionTransformer (class in ballet.eng.external) (class in ballet.eng.external.sklearn)

G

GaussianRandomProjection (class in ballet.eng.external) (class in ballet.eng.external.sklearn) generate_mapping() (ballet.eng.external.category_encoders.OneHotEncoder method) get_accepted_features() (in module ballet.validation.common) get_arr_desc() (in module ballet.util) get_branch() (in module ballet.util.git) get_diff_endpoints_from_commit_range() (in module ballet.util.git) get_dummies() (ballet.eng.external.category_encoders.OneHotEncoder method) get_feature_names() (ballet.eng.external.BackwardDifferenceEncoder method) (ballet.eng.external.BaseNEncoder method) (ballet.eng.external.BinaryEncoder method) (ballet.eng.external.CatBoostEncoder method) (ballet.eng.external.category_encoders.BackwardDifferenceEncoder method) (ballet.eng.external.category_encoders.BaseNEncoder method) (ballet.eng.external.category_encoders.BinaryEncoder method) (ballet.eng.external.category_encoders.CatBoostEncoder method) (ballet.eng.external.category_encoders.CountEncoder method) (ballet.eng.external.category_encoders.GLMMEncoder method) (ballet.eng.external.category_encoders.HashingEncoder method) (ballet.eng.external.category_encoders.HelmertEncoder method) (ballet.eng.external.category_encoders.JamesSteinEncoder method) (ballet.eng.external.category_encoders.LeaveOneOutEncoder method) (ballet.eng.external.category_encoders.MEstimateEncoder method) (ballet.eng.external.category_encoders.OneHotEncoder method) (ballet.eng.external.category_encoders.OrdinalEncoder method) (ballet.eng.external.category_encoders.PolynomialEncoder method) (ballet.eng.external.category_encoders.SumEncoder method) (ballet.eng.external.category_encoders.TargetEncoder method) (ballet.eng.external.category_encoders.WOEEncoder method) (ballet.eng.external.CountEncoder method) (ballet.eng.external.GLMMEncoder method) (ballet.eng.external.HashingEncoder method) (ballet.eng.external.HelmertEncoder method) (ballet.eng.external.JamesSteinEncoder method) (ballet.eng.external.LeaveOneOutEncoder method) (ballet.eng.external.MEstimateEncoder method) (ballet.eng.external.OneHotEncoder method) (ballet.eng.external.PolynomialEncoder method) (ballet.eng.external.PolynomialFeatures method) (ballet.eng.external.sklearn.OneHotEncoder method) (ballet.eng.external.sklearn.PolynomialFeatures method) (ballet.eng.external.SumEncoder method) (ballet.eng.external.TargetEncoder method) (ballet.eng.external.WOEEncoder method) get_feature_names_out() (ballet.eng.external.KBinsDiscretizer method) (ballet.eng.external.OneHotEncoder method) (ballet.eng.external.PolynomialFeatures method) (ballet.eng.external.sklearn.KBinsDiscretizer method) (ballet.eng.external.sklearn.OneHotEncoder method) (ballet.eng.external.sklearn.PolynomialFeatures method)

get_names() (ballet.pipeline.FeatureEngineeringPipeline method) get_params() (ballet.eng.external.DFSTransformer method) (ballet.eng.external.featuretools.DFSTransformer method) (ballet.transformer.DelegatingRobustTransformer method) get_proposed_feature() (in module ballet.validation.common) get_pull_request_outcomes() (in module ballet.util.git) get_pull_requests() (in module ballet.util.git) get_repo() (in module ballet.util.git) get_source() (in module ballet.util.code) get_subclasses() (in module ballet.validation.common) get_target_python_versions() (in module ballet.util.code) get_transformer_primitives() (in module ballet.transformer) get_travis_branch() (in module ballet.util.ci) get_travis_env_or_fail() (in module ballet.util.ci) get_travis_env_vars() (in module ballet.util.ci) get_travis_pr_num() (in module ballet.util.ci) GFSSFAccepter (class in ballet.validation.feature_acceptance.validator) GFSSFIterationInfo (class in ballet.validation.gfssf) GFSSFPerformanceEvaluator (class in ballet.validation.gfssf) GFSSFPruner (class in ballet.validation.feature_pruning.validator) give_advice() (ballet.validation.base.BaseCheck method) (ballet.validation.feature_api.checks.CanDeepcopyCheck method) (ballet.validation.feature_api.checks.CanFitCheck method) (ballet.validation.feature_api.checks.CanFitOneRowCheck method) (ballet.validation.feature_api.checks.CanFitTransformCheck method) (ballet.validation.feature_api.checks.CanMakeMapperCheck method) (ballet.validation.feature_api.checks.CanPickleCheck method) (ballet.validation.feature_api.checks.CanTransformCheck method) (ballet.validation.feature_api.checks.CanTransformNewRowsCheck method) (ballet.validation.feature_api.checks.CanTransformOneRowCheck method) (ballet.validation.feature_api.checks.HasCorrectInputTypeCheck method) (ballet.validation.feature_api.checks.HasCorrectOutputDimensionsCheck method) (ballet.validation.feature_api.checks.HasTransformerInterfaceCheck method) (ballet.validation.feature_api.checks.IsFeatureCheck method) (ballet.validation.feature_api.checks.NoInfiniteValuesCheck method) (ballet.validation.feature_api.checks.NoMissingValuesCheck method) GLMMEncoder (class in ballet.eng.external) (class in ballet.eng.external.category_encoders) GroupedFunctionTransformer (class in ballet.eng) (class in ballet.eng.base) GroupwiseTransformer (class in ballet.eng) (class in ballet.eng.base)

H

H() (in module ballet.validation.sfds) has_nans() (in module ballet.util) HasCorrectInputTypeCheck (class in ballet.validation.feature_api.checks) HasCorrectOutputDimensionsCheck (class in ballet.validation.feature_api.checks) hashing_trick() (ballet.eng.external.category_encoders.HashingEncoder static method) (ballet.eng.external.HashingEncoder static method) HashingEncoder (class in ballet.eng.external) (class in ballet.eng.external.category_encoders)

HasTransformerInterfaceCheck (class in ballet.validation.feature_api.checks) helmert_coding() (ballet.eng.external.category_encoders.HelmertEncoder static method) (ballet.eng.external.HelmertEncoder static method) HelmertEncoder (class in ballet.eng.external) (class in ballet.eng.external.category_encoders) HorizonTransformer (class in ballet.eng.external) (class in ballet.eng.external.skits)

I

i (ballet.validation.gfssf.GFSSFIterationInfo attribute) I() (in module ballet.validation.sfds) IdentityTransformer (class in ballet.eng) (class in ballet.eng.misc) IfInitModuleThenIsEmptyCheck (class in ballet.validation.project_structure.checks) import_module_at_path() (in module ballet.util.mod) import_module_from_modname() (in module ballet.util.mod) import_module_from_relpath() (in module ballet.util.mod) importer (ballet.validation.common.NewFeatureInfo attribute) imputer_dict_ (ballet.eng.external.ArbitraryNumberImputer attribute) (ballet.eng.external.CategoricalImputer attribute) (ballet.eng.external.EndTailImputer attribute) (ballet.eng.external.feature_engine.ArbitraryNumberImputer attribute) (ballet.eng.external.feature_engine.CategoricalImputer attribute) (ballet.eng.external.feature_engine.EndTailImputer attribute) (ballet.eng.external.feature_engine.MeanMedianImputer attribute) (ballet.eng.external.MeanMedianImputer attribute) in_travis() (in module ballet.util.ci) inadmissible_diffs (ballet.validation.common.CollectedChanges attribute) indent() (in module ballet.util) indicator_ (ballet.eng.external.KNNImputer attribute) (ballet.eng.external.SimpleImputer attribute) (ballet.eng.external.sklearn.KNNImputer attribute) (ballet.eng.external.sklearn.SimpleImputer attribute) IntegratedTransformer (class in ballet.eng.external) (class in ballet.eng.external.skits) InvalidFeatureApi InvalidProjectStructure inverse_transform() (ballet.eng.external.AutoregressiveTransformer method) (ballet.eng.external.BaseNEncoder method) (ballet.eng.external.BinaryEncoder method) (ballet.eng.external.category_encoders.BaseNEncoder method) (ballet.eng.external.category_encoders.BinaryEncoder method) (ballet.eng.external.category_encoders.OneHotEncoder method) (ballet.eng.external.category_encoders.OrdinalEncoder method) (ballet.eng.external.CountFrequencyEncoder method) (ballet.eng.external.DecisionTreeEncoder method) (ballet.eng.external.DifferenceTransformer method) (ballet.eng.external.feature_engine.CountFrequencyEncoder method) (ballet.eng.external.feature_engine.DecisionTreeEncoder method) (ballet.eng.external.feature_engine.LogTransformer method) (ballet.eng.external.feature_engine.MeanEncoder method) (ballet.eng.external.feature_engine.OneHotEncoder method) (ballet.eng.external.feature_engine.OrdinalEncoder method) (ballet.eng.external.feature_engine.PowerTransformer method) (ballet.eng.external.feature_engine.PRatioEncoder method) (ballet.eng.external.feature_engine.RareLabelEncoder method) (ballet.eng.external.feature_engine.ReciprocalTransformer method) (ballet.eng.external.feature_engine.WoEEncoder method) (ballet.eng.external.FunctionTransformer method) (ballet.eng.external.HorizonTransformer method) (ballet.eng.external.KBinsDiscretizer method) (ballet.eng.external.LogTransformer method) (ballet.eng.external.MaxAbsScaler method) (ballet.eng.external.MeanEncoder method) (ballet.eng.external.MinMaxScaler method) (ballet.eng.external.OneHotEncoder method) (ballet.eng.external.OrdinalEncoder method) (ballet.eng.external.PowerTransformer method) (ballet.eng.external.PRatioEncoder method) (ballet.eng.external.QuantileTransformer method) (ballet.eng.external.RareLabelEncoder method) (ballet.eng.external.ReciprocalTransformer method) (ballet.eng.external.ReversibleImputer method) (ballet.eng.external.RobustScaler method) (ballet.eng.external.SimpleImputer method) (ballet.eng.external.skits.AutoregressiveTransformer method) (ballet.eng.external.skits.DifferenceTransformer method) (ballet.eng.external.skits.HorizonTransformer method) (ballet.eng.external.skits.LogTransformer method) (ballet.eng.external.skits.ReversibleImputer method) (ballet.eng.external.sklearn.FunctionTransformer method) (ballet.eng.external.sklearn.KBinsDiscretizer method) (ballet.eng.external.sklearn.MaxAbsScaler method) (ballet.eng.external.sklearn.MinMaxScaler method) (ballet.eng.external.sklearn.OneHotEncoder method) (ballet.eng.external.sklearn.OrdinalEncoder method) (ballet.eng.external.sklearn.PowerTransformer method) (ballet.eng.external.sklearn.QuantileTransformer method) (ballet.eng.external.sklearn.RobustScaler method) (ballet.eng.external.sklearn.SimpleImputer method) (ballet.eng.external.sklearn.StandardScaler method) (ballet.eng.external.StandardScaler method) (ballet.eng.external.WoEEncoder method)

is_merge_commit() (in module ballet.util.git) is_travis_pr() (in module ballet.util.ci) is_valid_python() (in module ballet.util.code) IsAdditionCheck (class in ballet.validation.project_structure.checks) isemptyfile() (in module ballet.util.fs) IsFeatureCheck (class in ballet.validation.feature_api.checks) isokay (ballet.transformer.ConversionApproach attribute) IsPythonSourceCheck (class in ballet.validation.project_structure.checks)

J

JamesSteinEncoder (class in ballet.eng.external) (class in ballet.eng.external.category_encoders) judge() (ballet.validation.base.FeatureAcceptanceMixin method) (ballet.validation.feature_acceptance.validator.AlwaysAccepter method) (ballet.validation.feature_acceptance.validator.CompoundAccepter method) (ballet.validation.feature_acceptance.validator.GFSSFAccepter method) (ballet.validation.feature_acceptance.validator.MutualInformationAccepter method) (ballet.validation.feature_acceptance.validator.NeverAccepter method) (ballet.validation.feature_acceptance.validator.RandomAccepter method) (ballet.validation.feature_acceptance.validator.VarianceThresholdAccepter method)

K

KBinsDiscretizer (class in ballet.eng.external) (class in ballet.eng.external.sklearn)

KNNImputer (class in ballet.eng.external) (class in ballet.eng.external.sklearn)

L

LagImputer (class in ballet.eng) (class in ballet.eng.missing) lambda_1_adjustment (ballet.validation.gfssf.GFSSFPerformanceEvaluator attribute) lambda_2_adjustment (ballet.validation.gfssf.GFSSFPerformanceEvaluator attribute) lambda_dict_ (ballet.eng.external.BoxCoxTransformer attribute) (ballet.eng.external.feature_engine.BoxCoxTransformer attribute) (ballet.eng.external.feature_engine.YeoJohnsonTransformer attribute) (ballet.eng.external.YeoJohnsonTransformer attribute) lambdas_ (ballet.eng.external.PowerTransformer attribute) (ballet.eng.external.sklearn.PowerTransformer attribute) LeaveOneOutEncoder (class in ballet.eng.external) (class in ballet.eng.external.category_encoders) left_tail_caps_ (ballet.eng.external.ArbitraryOutlierCapper attribute) (ballet.eng.external.feature_engine.ArbitraryOutlierCapper attribute) (ballet.eng.external.feature_engine.OutlierTrimmer attribute) (ballet.eng.external.feature_engine.Winsorizer attribute) (ballet.eng.external.OutlierTrimmer attribute) (ballet.eng.external.Winsorizer attribute)

LevelFilter (class in ballet.util.log) lmbda_1 (ballet.validation.gfssf.GFSSFPerformanceEvaluator attribute) lmbda_2 (ballet.validation.gfssf.GFSSFPerformanceEvaluator attribute) load_config() (in module ballet.project) load_config_at_path() (in module ballet.project) load_config_in_dir() (in module ballet.project) load_data() (ballet.project.FeatureEngineeringProject method) load_sklearn_df() (in module ballet.util) load_spec() (in module ballet.validation.common) load_table_from_config() (in module ballet.util.io) LocalMergeBuildDiffer (class in ballet.util.git) LocalPullRequestBuildDiffer (class in ballet.util.git) log_seed_on_error() (in module ballet.util.testing) LoggingContext (class in ballet.util.log) LogTransformer (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) (class in ballet.eng.external.skits)

M

make_commit_range() (in module ballet.util.git) make_encode_target() (in module ballet.mlprimitives) make_encoder_pipeline() (in module ballet.encoder) make_engineer_features() (in module ballet.mlprimitives) (in module ballet.pipeline) make_feature_path() (in module ballet.project) make_multi_lagger() (in module ballet.eng) (in module ballet.eng.ts) make_plural_suffix() (in module ballet.util) make_robust_encoder() (in module ballet.encoder) make_robust_transformer() (in module ballet.transformer) make_transformer_pipeline() (in module ballet.transformer) math_operations_ (ballet.eng.external.feature_engine.MathematicalCombination attribute) (ballet.eng.external.MathematicalCombination attribute) MathematicalCombination (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) max_abs_ (ballet.eng.external.MaxAbsScaler attribute) (ballet.eng.external.sklearn.MaxAbsScaler attribute) MaxAbsScaler (class in ballet.eng.external) (class in ballet.eng.external.sklearn) mean_ (ballet.eng.external.sklearn.StandardScaler attribute) (ballet.eng.external.StandardScaler attribute) MeanEncoder (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) MeanMedianImputer (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) MEstimateEncoder (class in ballet.eng.external) (class in ballet.eng.external.category_encoders) min_ (ballet.eng.external.MinMaxScaler attribute) (ballet.eng.external.sklearn.MinMaxScaler attribute) MinMaxScaler (class in ballet.eng.external) (class in ballet.eng.external.sklearn) MissingIndicator (class in ballet.eng.external) (class in ballet.eng.external.sklearn) modname (ballet.validation.common.NewFeatureInfo attribute) modname_to_relpath() (in module ballet.util.mod) modpath (ballet.validation.common.NewFeatureInfo attribute) module ballet ballet.cli ballet.client ballet.compat ballet.contrib ballet.discovery ballet.encoder ballet.eng ballet.eng.base ballet.eng.external ballet.eng.external.category_encoders ballet.eng.external.feature_engine ballet.eng.external.featuretools ballet.eng.external.skits ballet.eng.external.sklearn ballet.eng.external.tsfresh ballet.eng.misc ballet.eng.missing ballet.eng.ts ballet.exc ballet.feature ballet.mlprimitives ballet.pipeline ballet.project ballet.templating ballet.transformer ballet.update ballet.util ballet.util.ci ballet.util.code ballet.util.fs ballet.util.git ballet.util.io ballet.util.log ballet.util.mod ballet.util.testing ballet.util.typing ballet.validation ballet.validation.base ballet.validation.common ballet.validation.entropy ballet.validation.feature_acceptance ballet.validation.feature_acceptance.validator ballet.validation.feature_api ballet.validation.feature_api.checks ballet.validation.feature_api.validator ballet.validation.feature_pruning ballet.validation.feature_pruning.validator ballet.validation.gfssf ballet.validation.main ballet.validation.project_structure ballet.validation.project_structure.checks ballet.validation.project_structure.validator ballet.validation.sfds

ModuleNameCheck (class in ballet.validation.project_structure.checks) MutualInformationAccepter (class in ballet.validation.feature_acceptance.validator)

N

n_bins_ (ballet.eng.external.KBinsDiscretizer attribute) (ballet.eng.external.sklearn.KBinsDiscretizer attribute) n_components_ (ballet.eng.external.GaussianRandomProjection attribute) (ballet.eng.external.sklearn.GaussianRandomProjection attribute) (ballet.eng.external.sklearn.SparseRandomProjection attribute) (ballet.eng.external.SparseRandomProjection attribute) n_features_in_ (ballet.eng.external.AddMissingIndicator attribute) (ballet.eng.external.ArbitraryDiscretiser attribute) (ballet.eng.external.ArbitraryNumberImputer attribute) (ballet.eng.external.ArbitraryOutlierCapper attribute) (ballet.eng.external.Binarizer attribute) (ballet.eng.external.BoxCoxTransformer attribute) (ballet.eng.external.CategoricalImputer attribute) (ballet.eng.external.CombineWithReferenceFeature attribute) (ballet.eng.external.CountFrequencyEncoder attribute) (ballet.eng.external.DecisionTreeDiscretiser attribute) (ballet.eng.external.DecisionTreeEncoder attribute) (ballet.eng.external.DropMissingData attribute) (ballet.eng.external.EndTailImputer attribute) (ballet.eng.external.EqualFrequencyDiscretiser attribute) (ballet.eng.external.EqualWidthDiscretiser attribute) (ballet.eng.external.feature_engine.AddMissingIndicator attribute) (ballet.eng.external.feature_engine.ArbitraryDiscretiser attribute) (ballet.eng.external.feature_engine.ArbitraryNumberImputer attribute) (ballet.eng.external.feature_engine.ArbitraryOutlierCapper attribute) (ballet.eng.external.feature_engine.BoxCoxTransformer attribute) (ballet.eng.external.feature_engine.CategoricalImputer attribute) (ballet.eng.external.feature_engine.CombineWithReferenceFeature attribute) (ballet.eng.external.feature_engine.CountFrequencyEncoder attribute) (ballet.eng.external.feature_engine.DecisionTreeDiscretiser attribute) (ballet.eng.external.feature_engine.DecisionTreeEncoder attribute) (ballet.eng.external.feature_engine.DropMissingData attribute) (ballet.eng.external.feature_engine.EndTailImputer attribute) (ballet.eng.external.feature_engine.EqualFrequencyDiscretiser attribute) (ballet.eng.external.feature_engine.EqualWidthDiscretiser attribute) (ballet.eng.external.feature_engine.LogTransformer attribute) (ballet.eng.external.feature_engine.MathematicalCombination attribute) (ballet.eng.external.feature_engine.MeanEncoder attribute) (ballet.eng.external.feature_engine.MeanMedianImputer attribute) (ballet.eng.external.feature_engine.OneHotEncoder attribute) (ballet.eng.external.feature_engine.OrdinalEncoder attribute) (ballet.eng.external.feature_engine.OutlierTrimmer attribute) (ballet.eng.external.feature_engine.PowerTransformer attribute) (ballet.eng.external.feature_engine.PRatioEncoder attribute) (ballet.eng.external.feature_engine.RandomSampleImputer attribute) (ballet.eng.external.feature_engine.RareLabelEncoder attribute) (ballet.eng.external.feature_engine.ReciprocalTransformer attribute) (ballet.eng.external.feature_engine.Winsorizer attribute) (ballet.eng.external.feature_engine.WoEEncoder attribute) (ballet.eng.external.feature_engine.YeoJohnsonTransformer attribute) (ballet.eng.external.FunctionTransformer attribute) (ballet.eng.external.GaussianRandomProjection attribute) (ballet.eng.external.KBinsDiscretizer attribute) (ballet.eng.external.KNNImputer attribute) (ballet.eng.external.MathematicalCombination attribute) (ballet.eng.external.MaxAbsScaler attribute) (ballet.eng.external.MeanEncoder attribute) (ballet.eng.external.MeanMedianImputer attribute) (ballet.eng.external.MinMaxScaler attribute) (ballet.eng.external.MissingIndicator attribute) (ballet.eng.external.Normalizer attribute) (ballet.eng.external.OneHotEncoder attribute) (ballet.eng.external.OrdinalEncoder attribute) (ballet.eng.external.OutlierTrimmer attribute) (ballet.eng.external.PolynomialFeatures attribute) (ballet.eng.external.PowerTransformer attribute) (ballet.eng.external.PRatioEncoder attribute) (ballet.eng.external.QuantileTransformer attribute) (ballet.eng.external.RandomSampleImputer attribute) (ballet.eng.external.RareLabelEncoder attribute) (ballet.eng.external.ReciprocalTransformer attribute) (ballet.eng.external.RobustScaler attribute) (ballet.eng.external.SimpleImputer attribute) (ballet.eng.external.sklearn.Binarizer attribute) (ballet.eng.external.sklearn.FunctionTransformer attribute) (ballet.eng.external.sklearn.GaussianRandomProjection attribute) (ballet.eng.external.sklearn.KBinsDiscretizer attribute) (ballet.eng.external.sklearn.KNNImputer attribute) (ballet.eng.external.sklearn.MaxAbsScaler attribute) (ballet.eng.external.sklearn.MinMaxScaler attribute) (ballet.eng.external.sklearn.MissingIndicator attribute) (ballet.eng.external.sklearn.Normalizer attribute) (ballet.eng.external.sklearn.OneHotEncoder attribute) (ballet.eng.external.sklearn.OrdinalEncoder attribute) (ballet.eng.external.sklearn.PolynomialFeatures attribute) (ballet.eng.external.sklearn.PowerTransformer attribute) (ballet.eng.external.sklearn.QuantileTransformer attribute) (ballet.eng.external.sklearn.RobustScaler attribute) (ballet.eng.external.sklearn.SimpleImputer attribute) (ballet.eng.external.sklearn.SparseRandomProjection attribute) (ballet.eng.external.sklearn.StandardScaler attribute) (ballet.eng.external.SparseRandomProjection attribute) (ballet.eng.external.StandardScaler attribute) (ballet.eng.external.Winsorizer attribute) (ballet.eng.external.WoEEncoder attribute) (ballet.eng.external.YeoJohnsonTransformer attribute)

n_input_features_ (ballet.eng.external.PolynomialFeatures attribute) (ballet.eng.external.sklearn.PolynomialFeatures attribute) n_input_features_() (ballet.eng.external.PolynomialFeatures property) (ballet.eng.external.sklearn.PolynomialFeatures property) n_output_features_ (ballet.eng.external.PolynomialFeatures attribute) (ballet.eng.external.sklearn.PolynomialFeatures attribute) n_quantiles_ (ballet.eng.external.QuantileTransformer attribute) (ballet.eng.external.sklearn.QuantileTransformer attribute) n_samples (ballet.validation.gfssf.GFSSFIterationInfo attribute) n_samples_seen_ (ballet.eng.external.MaxAbsScaler attribute) (ballet.eng.external.MinMaxScaler attribute) (ballet.eng.external.sklearn.MaxAbsScaler attribute) (ballet.eng.external.sklearn.MinMaxScaler attribute) (ballet.eng.external.sklearn.StandardScaler attribute) (ballet.eng.external.StandardScaler attribute) name (ballet.transformer.ConversionApproach attribute) NamedFramer (class in ballet.eng) (class in ballet.eng.misc) needs_refit (ballet.eng.external.DifferenceTransformer attribute) (ballet.eng.external.HorizonTransformer attribute) (ballet.eng.external.LogTransformer attribute) (ballet.eng.external.ReversibleImputer attribute) (ballet.eng.external.skits.DifferenceTransformer attribute) (ballet.eng.external.skits.HorizonTransformer attribute) (ballet.eng.external.skits.LogTransformer attribute) (ballet.eng.external.skits.ReversibleImputer attribute) NeverAccepter (class in ballet.validation.feature_acceptance.validator) new_feature_info (ballet.validation.common.CollectedChanges attribute) NewFeatureInfo (class in ballet.validation.common) NoFeaturesCollectedError NoFitMixin (class in ballet.eng) (class in ballet.eng.base) NoInfiniteValuesCheck (class in ballet.validation.feature_api.checks) NoMissingValuesCheck (class in ballet.validation.feature_api.checks) nonnegative() (in module ballet.util) NoOpDiffer (class in ballet.util.git) NoOpPruner (class in ballet.validation.feature_pruning.validator) Normalizer (class in ballet.eng.external) (class in ballet.eng.external.sklearn) NullFiller (class in ballet.eng) (class in ballet.eng.missing) NullIndicator (class in ballet.eng) (class in ballet.eng.missing) number_to_base() (ballet.eng.external.BaseNEncoder static method) (ballet.eng.external.category_encoders.BaseNEncoder static method)

O

omitted_cmi (ballet.validation.gfssf.GFSSFIterationInfo attribute) omitted_cols (ballet.validation.gfssf.GFSSFIterationInfo attribute) omitted_feature (ballet.validation.gfssf.GFSSFIterationInfo attribute) on_master() (ballet.project.Project property) one_or_raise() (in module ballet.util) OneHotEncoder (class in ballet.eng.external) (class in ballet.eng.external.category_encoders) (class in ballet.eng.external.feature_engine) (class in ballet.eng.external.sklearn)

ordinal_encoding() (ballet.eng.external.category_encoders.OrdinalEncoder static method) OrdinalEncoder (class in ballet.eng.external) (class in ballet.eng.external.category_encoders) (class in ballet.eng.external.feature_engine) (class in ballet.eng.external.sklearn) OutlierTrimmer (class in ballet.eng.external) (class in ballet.eng.external.feature_engine)

P

partial_fit() (ballet.eng.external.MaxAbsScaler method) (ballet.eng.external.MinMaxScaler method) (ballet.eng.external.sklearn.MaxAbsScaler method) (ballet.eng.external.sklearn.MinMaxScaler method) (ballet.eng.external.sklearn.StandardScaler method) (ballet.eng.external.StandardScaler method) path (ballet.project.Project attribute) pipeline (ballet.pipeline.EngineerFeaturesResult attribute) pipeline() (ballet.Feature property) (ballet.feature.Feature property) (ballet.project.FeatureEngineeringProject property) polynomial_coding() (ballet.eng.external.category_encoders.PolynomialEncoder static method) (ballet.eng.external.PolynomialEncoder static method) PolynomialEncoder (class in ballet.eng.external) (class in ballet.eng.external.category_encoders) PolynomialFeatures (class in ballet.eng.external) (class in ballet.eng.external.sklearn) powers_ (ballet.eng.external.PolynomialFeatures attribute) (ballet.eng.external.sklearn.PolynomialFeatures attribute)

powers_() (ballet.eng.external.PolynomialFeatures property) (ballet.eng.external.sklearn.PolynomialFeatures property) PowerTransformer (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) (class in ballet.eng.external.sklearn) PRatioEncoder (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) project (ballet.client.Client attribute) (ballet.project.FeatureEngineeringProject attribute) Project (class in ballet.project) ProjectStructureCheck (class in ballet.validation.project_structure.checks) ProjectStructureValidator (class in ballet.validation.project_structure.validator) prune() (ballet.validation.base.FeaturePruningMixin method) (ballet.validation.feature_pruning.validator.GFSSFPruner method) (ballet.validation.feature_pruning.validator.NoOpPruner method) (ballet.validation.feature_pruning.validator.RandomPruner method) (in module ballet.validation.sfds) PullRequestBuildDiffer (class in ballet.util.git) push_branches_to_remote() (in module ballet.util.git) pwalk() (in module ballet.util.fs)

Q

quantiles_ (ballet.eng.external.QuantileTransformer attribute) (ballet.eng.external.sklearn.QuantileTransformer attribute)

QuantileTransformer (class in ballet.eng.external) (class in ballet.eng.external.sklearn) quiet() (in module ballet.util)

R

raiseifnone() (in module ballet.util) RandomAccepter (class in ballet.validation.feature_acceptance.validator) RandomFeaturePerformanceEvaluator (class in ballet.validation.common) RandomPruner (class in ballet.validation.feature_pruning.validator) RandomSampleImputer (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) RareLabelEncoder (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) read_tabular() (in module ballet.util.io) ReciprocalTransformer (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) references_ (ballet.eng.external.QuantileTransformer attribute) (ballet.eng.external.sklearn.QuantileTransformer attribute) relative_to_contrib() (in module ballet.project) RelativeNameDepthCheck (class in ballet.validation.project_structure.checks) relpath_to_modname() (in module ballet.util.mod) render_feature_template() (in module ballet.templating) render_project_template() (in module ballet.templating) replaceext() (in module ballet.util.fs)

repo (ballet.project.Project attribute) (ballet.util.git.LocalMergeBuildDiffer attribute) require_data() (ballet.eng.external.category_encoders.HashingEncoder static method) (ballet.eng.external.HashingEncoder static method) resolve() (ballet.project.Project method) return_na_data() (ballet.eng.external.DropMissingData method) (ballet.eng.external.feature_engine.DropMissingData method) reverse_dummies() (ballet.eng.external.category_encoders.OneHotEncoder method) ReversibleImputer (class in ballet.eng.external) (class in ballet.eng.external.skits) right_tail_caps_ (ballet.eng.external.ArbitraryOutlierCapper attribute) (ballet.eng.external.feature_engine.ArbitraryOutlierCapper attribute) (ballet.eng.external.feature_engine.OutlierTrimmer attribute) (ballet.eng.external.feature_engine.Winsorizer attribute) (ballet.eng.external.OutlierTrimmer attribute) (ballet.eng.external.Winsorizer attribute) RobustScaler (class in ballet.eng.external) (class in ballet.eng.external.sklearn) RollingMeanTransformer (class in ballet.eng.external) (class in ballet.eng.external.skits)

S

save_features() (in module ballet.util.io) save_model() (in module ballet.util.io) save_predictions() (in module ballet.util.io) save_targets() (in module ballet.util.io) scale_ (ballet.eng.external.MaxAbsScaler attribute) (ballet.eng.external.MinMaxScaler attribute) (ballet.eng.external.RobustScaler attribute) (ballet.eng.external.sklearn.MaxAbsScaler attribute) (ballet.eng.external.sklearn.MinMaxScaler attribute) (ballet.eng.external.sklearn.RobustScaler attribute) (ballet.eng.external.sklearn.StandardScaler attribute) (ballet.eng.external.StandardScaler attribute) scores_dict_ (ballet.eng.external.DecisionTreeDiscretiser attribute) (ballet.eng.external.feature_engine.DecisionTreeDiscretiser attribute) SeasonalTransformer (class in ballet.eng.external) (class in ballet.eng.external.skits) seeded() (in module ballet.util.testing) set_config_variables() (in module ballet.util.git) set_timeseries_container() (ballet.eng.external.FeatureAugmenter method) (ballet.eng.external.tsfresh.FeatureAugmenter method) sfds() (in module ballet.validation.sfds) SimpleFunctionTransformer (class in ballet.eng) (class in ballet.eng.base) SimpleImputer (class in ballet.eng.external) (class in ballet.eng.external.sklearn)

SingleLagger (class in ballet.eng) (class in ballet.eng.ts) skipna() (in module ballet.util) SkippedValidationTest SparseRandomProjection (class in ballet.eng.external) (class in ballet.eng.external.sklearn) spliceext() (in module ballet.util.fs) splitext2() (in module ballet.util.fs) StandardScaler (class in ballet.eng.external) (class in ballet.eng.external.sklearn) start_new_feature() (in module ballet.templating) statistic (ballet.validation.gfssf.GFSSFIterationInfo attribute) statistics_ (ballet.eng.external.SimpleImputer attribute) (ballet.eng.external.sklearn.SimpleImputer attribute) steps (ballet.encoder.EncoderPipeline attribute) SubpackageNameCheck (class in ballet.validation.project_structure.checks) subsample_data_for_validation() (in module ballet.validation.common) SubsetTransformer (class in ballet.eng) (class in ballet.eng.base) sum_coding() (ballet.eng.external.category_encoders.SumEncoder static method) (ballet.eng.external.SumEncoder static method) SumEncoder (class in ballet.eng.external) (class in ballet.eng.external.category_encoders) switch_to_new_branch() (in module ballet.util.git) synctree() (in module ballet.util.fs)

T

target_encode() (ballet.eng.external.category_encoders.TargetEncoder method) (ballet.eng.external.TargetEncoder method) TargetEncoder (class in ballet.eng.external) (class in ballet.eng.external.category_encoders) threshold (ballet.validation.gfssf.GFSSFIterationInfo attribute) transform() (ballet.encoder.EncoderPipeline method) (ballet.eng.base.ConditionalTransformer method) (ballet.eng.base.GroupedFunctionTransformer method) (ballet.eng.base.GroupwiseTransformer method) (ballet.eng.ColumnSelector method) (ballet.eng.ComputedValueTransformer method) (ballet.eng.ConditionalTransformer method) (ballet.eng.external.AddMissingIndicator method) (ballet.eng.external.ArbitraryDiscretiser method) (ballet.eng.external.ArbitraryNumberImputer method) (ballet.eng.external.ArbitraryOutlierCapper method) (ballet.eng.external.AutoregressiveTransformer method) (ballet.eng.external.BackwardDifferenceEncoder method) (ballet.eng.external.BaseNEncoder method) (ballet.eng.external.Binarizer method) (ballet.eng.external.BinaryEncoder method) (ballet.eng.external.BoxCoxTransformer method) (ballet.eng.external.CatBoostEncoder method) (ballet.eng.external.CategoricalImputer method) (ballet.eng.external.category_encoders.BackwardDifferenceEncoder method) (ballet.eng.external.category_encoders.BaseNEncoder method) (ballet.eng.external.category_encoders.BinaryEncoder method) (ballet.eng.external.category_encoders.CatBoostEncoder method) (ballet.eng.external.category_encoders.CountEncoder method) (ballet.eng.external.category_encoders.GLMMEncoder method) (ballet.eng.external.category_encoders.HashingEncoder method) (ballet.eng.external.category_encoders.HelmertEncoder method) (ballet.eng.external.category_encoders.JamesSteinEncoder method) (ballet.eng.external.category_encoders.LeaveOneOutEncoder method) (ballet.eng.external.category_encoders.MEstimateEncoder method) (ballet.eng.external.category_encoders.OneHotEncoder method) (ballet.eng.external.category_encoders.OrdinalEncoder method) (ballet.eng.external.category_encoders.PolynomialEncoder method) (ballet.eng.external.category_encoders.SumEncoder method) (ballet.eng.external.category_encoders.TargetEncoder method) (ballet.eng.external.category_encoders.WOEEncoder method) (ballet.eng.external.CombineWithReferenceFeature method) (ballet.eng.external.CountEncoder method) (ballet.eng.external.CountFrequencyEncoder method) (ballet.eng.external.DecisionTreeDiscretiser method) (ballet.eng.external.DecisionTreeEncoder method) (ballet.eng.external.DFSTransformer method) (ballet.eng.external.DifferenceTransformer method) (ballet.eng.external.DropMissingData method) (ballet.eng.external.EndTailImputer method) (ballet.eng.external.EqualFrequencyDiscretiser method) (ballet.eng.external.EqualWidthDiscretiser method) (ballet.eng.external.feature_engine.AddMissingIndicator method) (ballet.eng.external.feature_engine.ArbitraryDiscretiser method) (ballet.eng.external.feature_engine.ArbitraryNumberImputer method) (ballet.eng.external.feature_engine.ArbitraryOutlierCapper method) (ballet.eng.external.feature_engine.BoxCoxTransformer method) (ballet.eng.external.feature_engine.CategoricalImputer method) (ballet.eng.external.feature_engine.CombineWithReferenceFeature method) (ballet.eng.external.feature_engine.CountFrequencyEncoder method) (ballet.eng.external.feature_engine.DecisionTreeDiscretiser method) (ballet.eng.external.feature_engine.DecisionTreeEncoder method) (ballet.eng.external.feature_engine.DropMissingData method) (ballet.eng.external.feature_engine.EndTailImputer method) (ballet.eng.external.feature_engine.EqualFrequencyDiscretiser method) (ballet.eng.external.feature_engine.EqualWidthDiscretiser method) (ballet.eng.external.feature_engine.LogTransformer method) (ballet.eng.external.feature_engine.MathematicalCombination method) (ballet.eng.external.feature_engine.MeanEncoder method) (ballet.eng.external.feature_engine.MeanMedianImputer method) (ballet.eng.external.feature_engine.OneHotEncoder method) (ballet.eng.external.feature_engine.OrdinalEncoder method) (ballet.eng.external.feature_engine.OutlierTrimmer method) (ballet.eng.external.feature_engine.PowerTransformer method) (ballet.eng.external.feature_engine.PRatioEncoder method) (ballet.eng.external.feature_engine.RandomSampleImputer method) (ballet.eng.external.feature_engine.RareLabelEncoder method) (ballet.eng.external.feature_engine.ReciprocalTransformer method) (ballet.eng.external.feature_engine.Winsorizer method) (ballet.eng.external.feature_engine.WoEEncoder method) (ballet.eng.external.feature_engine.YeoJohnsonTransformer method) (ballet.eng.external.FeatureAugmenter method) (ballet.eng.external.featuretools.DFSTransformer method) (ballet.eng.external.FourierTransformer method) (ballet.eng.external.FunctionTransformer method) (ballet.eng.external.GLMMEncoder method) (ballet.eng.external.HashingEncoder method) (ballet.eng.external.HelmertEncoder method) (ballet.eng.external.HorizonTransformer method) (ballet.eng.external.IntegratedTransformer method) (ballet.eng.external.JamesSteinEncoder method) (ballet.eng.external.KBinsDiscretizer method) (ballet.eng.external.KNNImputer method) (ballet.eng.external.LeaveOneOutEncoder method) (ballet.eng.external.LogTransformer method) (ballet.eng.external.MathematicalCombination method) (ballet.eng.external.MaxAbsScaler method) (ballet.eng.external.MeanEncoder method) (ballet.eng.external.MeanMedianImputer method) (ballet.eng.external.MEstimateEncoder method) (ballet.eng.external.MinMaxScaler method) (ballet.eng.external.MissingIndicator method) (ballet.eng.external.Normalizer method) (ballet.eng.external.OneHotEncoder method) (ballet.eng.external.OrdinalEncoder method) (ballet.eng.external.OutlierTrimmer method) (ballet.eng.external.PolynomialEncoder method) (ballet.eng.external.PolynomialFeatures method) (ballet.eng.external.PowerTransformer method) (ballet.eng.external.PRatioEncoder method) (ballet.eng.external.QuantileTransformer method) (ballet.eng.external.RandomSampleImputer method) (ballet.eng.external.RareLabelEncoder method) (ballet.eng.external.ReciprocalTransformer method) (ballet.eng.external.ReversibleImputer method) (ballet.eng.external.RobustScaler method) (ballet.eng.external.RollingMeanTransformer method) (ballet.eng.external.SimpleImputer method) (ballet.eng.external.skits.AutoregressiveTransformer method) (ballet.eng.external.skits.DifferenceTransformer method) (ballet.eng.external.skits.FourierTransformer method) (ballet.eng.external.skits.HorizonTransformer method) (ballet.eng.external.skits.IntegratedTransformer method) (ballet.eng.external.skits.LogTransformer method) (ballet.eng.external.skits.ReversibleImputer method) (ballet.eng.external.skits.RollingMeanTransformer method) (ballet.eng.external.skits.TrendTransformer method) (ballet.eng.external.sklearn.Binarizer method) (ballet.eng.external.sklearn.FunctionTransformer method) (ballet.eng.external.sklearn.KBinsDiscretizer method) (ballet.eng.external.sklearn.KNNImputer method) (ballet.eng.external.sklearn.MaxAbsScaler method) (ballet.eng.external.sklearn.MinMaxScaler method) (ballet.eng.external.sklearn.MissingIndicator method) (ballet.eng.external.sklearn.Normalizer method) (ballet.eng.external.sklearn.OneHotEncoder method) (ballet.eng.external.sklearn.OrdinalEncoder method) (ballet.eng.external.sklearn.PolynomialFeatures method) (ballet.eng.external.sklearn.PowerTransformer method) (ballet.eng.external.sklearn.QuantileTransformer method) (ballet.eng.external.sklearn.RobustScaler method) (ballet.eng.external.sklearn.SimpleImputer method) (ballet.eng.external.sklearn.StandardScaler method) (ballet.eng.external.StandardScaler method) (ballet.eng.external.SumEncoder method) (ballet.eng.external.TargetEncoder method) (ballet.eng.external.TrendTransformer method) (ballet.eng.external.tsfresh.FeatureAugmenter method) (ballet.eng.external.Winsorizer method) (ballet.eng.external.WOEEncoder method) (ballet.eng.external.WoEEncoder method) (ballet.eng.external.YeoJohnsonTransformer method) (ballet.eng.GroupedFunctionTransformer method) (ballet.eng.GroupwiseTransformer method) (ballet.eng.misc.ColumnSelector method) (ballet.eng.misc.ComputedValueTransformer method) (ballet.eng.misc.NamedFramer method) (ballet.eng.misc.ValueReplacer method) (ballet.eng.missing.NullFiller method) (ballet.eng.missing.NullIndicator method) (ballet.eng.NamedFramer method) (ballet.eng.NullFiller method) (ballet.eng.NullIndicator method) (ballet.eng.ValueReplacer method) (ballet.Feature method) (ballet.feature.Feature method) (ballet.mlprimitives.DropMissingTargets method) (ballet.transformer.DelegatingRobustTransformer method)

transform_leave_one_out() (ballet.eng.external.category_encoders.LeaveOneOutEncoder method) (ballet.eng.external.LeaveOneOutEncoder method) TravisPullRequestBuildDiffer (class in ballet.util.ci) TrendTransformer (class in ballet.eng.external) (class in ballet.eng.external.skits) truthy() (in module ballet.util)

U

UnexpectedTravisEnvironmentError

UnsuccessfulInputConversionError update_project_template() (in module ballet.update)

V

valid_init_diffs (ballet.validation.common.CollectedChanges attribute) validate() (ballet.validation.base.BaseValidator method) (ballet.validation.feature_api.validator.FeatureApiValidator method) (ballet.validation.project_structure.validator.ProjectStructureValidator method) (in module ballet.validation.main) validate_feature_acceptance() (ballet.client.Client method) (in module ballet.validation.feature_acceptance) validate_feature_api() (ballet.client.Client method) (in module ballet.validation.feature_api) validation_stage() (in module ballet.validation.main) ValueReplacer (class in ballet.eng) (class in ballet.eng.misc) var_ (ballet.eng.external.sklearn.StandardScaler attribute) (ballet.eng.external.StandardScaler attribute) variables_ (ballet.eng.external.AddMissingIndicator attribute) (ballet.eng.external.ArbitraryDiscretiser attribute) (ballet.eng.external.ArbitraryNumberImputer attribute) (ballet.eng.external.ArbitraryOutlierCapper attribute) (ballet.eng.external.BoxCoxTransformer attribute) (ballet.eng.external.CategoricalImputer attribute) (ballet.eng.external.CountFrequencyEncoder attribute) (ballet.eng.external.DecisionTreeDiscretiser attribute) (ballet.eng.external.DecisionTreeEncoder attribute) (ballet.eng.external.DropMissingData attribute) (ballet.eng.external.EndTailImputer attribute) (ballet.eng.external.EqualFrequencyDiscretiser attribute) (ballet.eng.external.EqualWidthDiscretiser attribute) (ballet.eng.external.feature_engine.AddMissingIndicator attribute) (ballet.eng.external.feature_engine.ArbitraryDiscretiser attribute) (ballet.eng.external.feature_engine.ArbitraryNumberImputer attribute) (ballet.eng.external.feature_engine.ArbitraryOutlierCapper attribute) (ballet.eng.external.feature_engine.BoxCoxTransformer attribute) (ballet.eng.external.feature_engine.CategoricalImputer attribute) (ballet.eng.external.feature_engine.CountFrequencyEncoder attribute) (ballet.eng.external.feature_engine.DecisionTreeDiscretiser attribute) (ballet.eng.external.feature_engine.DecisionTreeEncoder attribute) (ballet.eng.external.feature_engine.DropMissingData attribute) (ballet.eng.external.feature_engine.EndTailImputer attribute) (ballet.eng.external.feature_engine.EqualFrequencyDiscretiser attribute) (ballet.eng.external.feature_engine.EqualWidthDiscretiser attribute) (ballet.eng.external.feature_engine.LogTransformer attribute) (ballet.eng.external.feature_engine.MeanEncoder attribute) (ballet.eng.external.feature_engine.MeanMedianImputer attribute) (ballet.eng.external.feature_engine.OneHotEncoder attribute) (ballet.eng.external.feature_engine.OrdinalEncoder attribute) (ballet.eng.external.feature_engine.OutlierTrimmer attribute) (ballet.eng.external.feature_engine.PowerTransformer attribute) (ballet.eng.external.feature_engine.PRatioEncoder attribute) (ballet.eng.external.feature_engine.RandomSampleImputer attribute) (ballet.eng.external.feature_engine.RareLabelEncoder attribute) (ballet.eng.external.feature_engine.ReciprocalTransformer attribute) (ballet.eng.external.feature_engine.Winsorizer attribute) (ballet.eng.external.feature_engine.WoEEncoder attribute) (ballet.eng.external.feature_engine.YeoJohnsonTransformer attribute) (ballet.eng.external.MeanEncoder attribute) (ballet.eng.external.MeanMedianImputer attribute) (ballet.eng.external.OutlierTrimmer attribute) (ballet.eng.external.PRatioEncoder attribute) (ballet.eng.external.RandomSampleImputer attribute) (ballet.eng.external.RareLabelEncoder attribute) (ballet.eng.external.ReciprocalTransformer attribute) (ballet.eng.external.Winsorizer attribute) (ballet.eng.external.WoEEncoder attribute) (ballet.eng.external.YeoJohnsonTransformer attribute)

variables_binary_ (ballet.eng.external.feature_engine.OneHotEncoder attribute) VarianceThresholdAccepter (class in ballet.validation.feature_acceptance.validator) version() (ballet.project.Project property)

W

warn() (in module ballet.util) Winsorizer (class in ballet.eng.external) (class in ballet.eng.external.feature_engine) WithinContribCheck (class in ballet.validation.project_structure.checks)

WOEEncoder (class in ballet.eng.external) WoEEncoder (class in ballet.eng.external) WOEEncoder (class in ballet.eng.external.category_encoders) WoEEncoder (class in ballet.eng.external.feature_engine) write_tabular() (in module ballet.util.io)

X

X (ballet.pipeline.EngineerFeaturesResult attribute) X_ (ballet.eng.external.feature_engine.RandomSampleImputer attribute) (ballet.eng.external.RandomSampleImputer attribute)

X_df (ballet.pipeline.EngineerFeaturesResult attribute)

Y

y (ballet.pipeline.EngineerFeaturesResult attribute) y_df (ballet.pipeline.EngineerFeaturesResult attribute) y_only (ballet.eng.external.HorizonTransformer attribute) (ballet.eng.external.skits.HorizonTransformer attribute)

YeoJohnsonTransformer (class in ballet.eng.external) (class in ballet.eng.external.feature_engine)