Index

_

__init__() (insolver.frame.frame.InsolverDataFrame method) _calc_metrics() (insolver.model_tools.model_comparison.ModelMetricsCompare method) _cluster_sampling() (insolver.feature_engineering.sampling.Sampling method) _create_clusters() (insolver.feature_engineering.sampling.Sampling method) _fillna_numerical() (insolver.transforms.autofillna.AutoFillNATransforms method) _fillnan_categorical() (insolver.transforms.autofillna.AutoFillNATransforms method) _hyperopt_obj_cv() (insolver.wrappers.gbm.InsolverGBMWrapper method) (insolver.wrappers.general.InsolverRFWrapper method) (insolver.wrappers.glm.InsolverGLMWrapper method) _init_default_metrics() (insolver.model_tools.model_comparison.ModelMetricsCompare method) _init_importance_dict() (insolver.feature_engineering.feature_selection.FeatureSelection method)

_init_methods() (insolver.feature_engineering.dimensionality_reduction.DimensionalityReduction method) _init_methods_dict() (insolver.feature_engineering.feature_selection.FeatureSelection method) _init_new_models() (insolver.model_tools.model_comparison.ModelMetricsCompare method) _init_source_models() (insolver.model_tools.model_comparison.ModelMetricsCompare method) _param_useless_get() (insolver.transforms.grouping_sorting.TransformParamUselessGroup static method) _simple_sampling() (insolver.feature_engineering.sampling.Sampling method) _stratified_sampling() (insolver.feature_engineering.sampling.Sampling method) _systematic_sampling() (insolver.feature_engineering.sampling.Sampling method) _transform() (insolver.discretization.discretizer_utils.CARTDiscretizer static method) (insolver.discretization.discretizer_utils.ChiMergeDiscretizer method) (insolver.discretization.discretizer_utils.SklearnDiscretizer static method)

A

AutoFillNATransforms (class in insolver.transforms) (class in insolver.transforms.autofillna)

C

CARTDiscretizer (class in insolver.discretization.discretizer_utils) ChiMergeDiscretizer (class in insolver.discretization.discretizer_utils) choice() (in module insolver.feature_engineering.sampling) coef() (insolver.wrappers.glm.InsolverGLMWrapper method) coef_norm() (insolver.wrappers.glm.InsolverGLMWrapper method) coef_to_csv() (insolver.wrappers.glm.InsolverGLMWrapper method)

compare() (insolver.model_tools.model_comparison.ModelMetricsCompare method) create_model() (insolver.feature_engineering.feature_selection.FeatureSelection method) create_new_dataset() (insolver.feature_engineering.feature_selection.FeatureSelection method) create_permutation_importance() (insolver.feature_engineering.feature_selection.FeatureSelection method) cross_val() (insolver.wrappers.gbm.InsolverGBMWrapper method) (insolver.wrappers.general.InsolverRFWrapper method)

D

DatetimeTransforms (class in insolver.transforms) (class in insolver.transforms.date_time)

DimensionalityReduction (class in insolver.feature_engineering.dimensionality_reduction)

E

EncoderTransforms (class in insolver.transforms.basic)

estimator (insolver.feature_engineering.dimensionality_reduction.DimensionalityReduction attribute)

F

FeatureSelection (class in insolver.feature_engineering.feature_selection) fit() (insolver.wrappers.gbm.InsolverGBMWrapper method) (insolver.wrappers.general.InsolverRFWrapper method) (insolver.wrappers.glm.InsolverGLMWrapper method) (insolver.wrappers.trivial.InsolverTrivialWrapper method)

G

get_meta_info() (insolver.frame.frame.InsolverDataFrame method)

H

hyperopt_cv() (insolver.wrappers.gbm.InsolverGBMWrapper method) (insolver.wrappers.general.InsolverRFWrapper method) (insolver.wrappers.glm.InsolverGLMWrapper method)

I

importances (insolver.feature_engineering.feature_selection.FeatureSelection attribute) ins_transform() (insolver.transforms.core.InsolverTransform method) insolver.discretization.discretizer module insolver.discretization.discretizer_utils module insolver.feature_engineering.dimensionality_reduction module insolver.feature_engineering.feature_selection module insolver.feature_engineering.sampling module insolver.frame.frame module insolver.model_tools.model_comparison module insolver.model_tools.model_utils module insolver.transforms.autofillna module insolver.transforms.basic module insolver.transforms.core module insolver.transforms.date_time module insolver.transforms.grouping_sorting module

insolver.transforms.insurance module insolver.transforms.person module insolver.wrappers.base module insolver.wrappers.gbm module insolver.wrappers.general module insolver.wrappers.glm module insolver.wrappers.trivial module InsolverBaseWrapper (class in insolver.wrappers.base) InsolverDataFrame (class in insolver.frame) (class in insolver.frame.frame) InsolverDiscretizer (class in insolver.discretization.discretizer) InsolverGBMWrapper (class in insolver.wrappers) (class in insolver.wrappers.gbm) InsolverGLMWrapper (class in insolver.wrappers) (class in insolver.wrappers.glm) InsolverRFWrapper (class in insolver.wrappers) (class in insolver.wrappers.general) InsolverTransform (class in insolver.transforms.core) InsolverTrivialWrapper (class in insolver.wrappers) (class in insolver.wrappers.trivial)

L

load_model() (insolver.wrappers.base.InsolverBaseWrapper method) (insolver.wrappers.gbm.InsolverGBMWrapper method) (insolver.wrappers.general.InsolverRFWrapper method) (insolver.wrappers.glm.InsolverGLMWrapper method) (insolver.wrappers.trivial.InsolverTrivialWrapper method)

M

method (insolver.feature_engineering.dimensionality_reduction.DimensionalityReduction attribute) methods_dict (insolver.feature_engineering.dimensionality_reduction.DimensionalityReduction attribute) model (insolver.feature_engineering.feature_selection.FeatureSelection attribute) ModelMetricsCompare (class in insolver.model_tools.model_comparison) module insolver.discretization.discretizer insolver.discretization.discretizer_utils insolver.feature_engineering.dimensionality_reduction insolver.feature_engineering.feature_selection insolver.feature_engineering.sampling insolver.frame.frame insolver.model_tools.model_comparison insolver.model_tools.model_utils insolver.transforms.autofillna insolver.transforms.basic insolver.transforms.core insolver.transforms.date_time insolver.transforms.grouping_sorting insolver.transforms.insurance insolver.transforms.person insolver.wrappers.base insolver.wrappers.gbm insolver.wrappers.general insolver.wrappers.glm insolver.wrappers.trivial

N

new_dataframe (insolver.feature_engineering.feature_selection.FeatureSelection attribute)

O

OneHotEncoderTransforms (class in insolver.transforms.basic)

optimize_hyperparam() (insolver.wrappers.glm.InsolverGLMWrapper method)

P

permutation_model (insolver.feature_engineering.feature_selection.FeatureSelection attribute) plot_importance() (insolver.feature_engineering.feature_selection.FeatureSelection method) plot_transformed() (insolver.feature_engineering.dimensionality_reduction.DimensionalityReduction method)

predict() (insolver.wrappers.gbm.InsolverGBMWrapper method) (insolver.wrappers.general.InsolverRFWrapper method) (insolver.wrappers.glm.InsolverGLMWrapper method) (insolver.wrappers.trivial.InsolverTrivialWrapper method)

S

sample_dataset() (insolver.feature_engineering.sampling.Sampling method) sample_request() (insolver.frame.frame.InsolverDataFrame method) Sampling (class in insolver.feature_engineering.sampling) save_model() (insolver.wrappers.base.InsolverBaseWrapper method) (insolver.wrappers.gbm.InsolverGBMWrapper method) (insolver.wrappers.general.InsolverRFWrapper method) (insolver.wrappers.glm.InsolverGLMWrapper method) (insolver.wrappers.trivial.InsolverTrivialWrapper method)

shap() (insolver.wrappers.gbm.InsolverGBMWrapper method) shap_explain() (insolver.wrappers.gbm.InsolverGBMWrapper method) SklearnDiscretizer (class in insolver.discretization.discretizer_utils) split_frame() (insolver.frame.frame.InsolverDataFrame method)

T

train_test_column_split() (in module insolver.model_tools.model_utils) train_val_test_split() (in module insolver.model_tools.model_utils) transform() (insolver.discretization.discretizer.InsolverDiscretizer method) (insolver.feature_engineering.dimensionality_reduction.DimensionalityReduction method) TransformAge (class in insolver.transforms.person) TransformAgeExpDiff (class in insolver.transforms.insurance) TransformAgeGender (class in insolver.transforms.person) TransformAgeGetFromBirthday (class in insolver.transforms.person) TransformCarFleetSize (class in insolver.transforms.insurance) TransformExp (class in insolver.transforms.insurance) TransformGenderGetFromName (class in insolver.transforms.person) TransformGetDummies (class in insolver.transforms.basic)

TransformMapValues (class in insolver.transforms.basic) TransformNameCheck (class in insolver.transforms.person) TransformParamSortAC (class in insolver.transforms.grouping_sorting) TransformParamSortFreq (class in insolver.transforms.grouping_sorting) TransformParamUselessGroup (class in insolver.transforms.grouping_sorting) TransformPolynomizer (class in insolver.transforms.basic) TransformRegionGetFromKladr (class in insolver.transforms.insurance) TransformsWarning TransformToNumeric (class in insolver.transforms.basic) TransformVehAge (class in insolver.transforms.insurance) TransformVehAgeGetFromIssueYear (class in insolver.transforms.insurance) TransformVehPower (class in insolver.transforms.insurance)

X

X_transformed (insolver.feature_engineering.dimensionality_reduction.DimensionalityReduction attribute)