Category Encoders
2.6.4
Backward Difference Coding
BaseN
Binary
CatBoost Encoder
Count Encoder
Generalized Linear Mixed Model Encoder
Gray
Hashing
Helmert Coding
James-Stein Encoder
Leave One Out
M-estimate
One Hot
Ordinal
Polynomial Coding
Quantile Encoder
RankHotEncoder
Sum Coding
Summary Encoder
Target Encoder
Weight of Evidence
Wrappers
Category Encoders
Index
Index
B
|
C
|
F
|
G
|
H
|
I
|
J
|
L
|
M
|
N
|
O
|
P
|
Q
|
R
|
S
|
T
|
W
B
BackwardDifferenceEncoder (class in category_encoders.backward_difference)
basen_encode() (category_encoders.basen.BaseNEncoder method)
(category_encoders.binary.BinaryEncoder method)
(category_encoders.gray.GrayEncoder method)
basen_to_integer() (category_encoders.basen.BaseNEncoder method)
(category_encoders.binary.BinaryEncoder method)
(category_encoders.gray.GrayEncoder method)
BaseNEncoder (class in category_encoders.basen)
BinaryEncoder (class in category_encoders.binary)
C
CatBoostEncoder (class in category_encoders.cat_boost)
col_transform() (category_encoders.basen.BaseNEncoder method)
(category_encoders.binary.BinaryEncoder method)
(category_encoders.gray.GrayEncoder method)
combine_min_categories() (category_encoders.count.CountEncoder method)
CountEncoder (class in category_encoders.count)
F
fit() (category_encoders.backward_difference.BackwardDifferenceEncoder method)
(category_encoders.basen.BaseNEncoder method)
(category_encoders.binary.BinaryEncoder method)
(category_encoders.cat_boost.CatBoostEncoder method)
(category_encoders.count.CountEncoder method)
(category_encoders.glmm.GLMMEncoder method)
(category_encoders.gray.GrayEncoder method)
(category_encoders.hashing.HashingEncoder method)
(category_encoders.helmert.HelmertEncoder method)
(category_encoders.james_stein.JamesSteinEncoder method)
(category_encoders.leave_one_out.LeaveOneOutEncoder method)
(category_encoders.m_estimate.MEstimateEncoder method)
(category_encoders.one_hot.OneHotEncoder method)
(category_encoders.ordinal.OrdinalEncoder method)
(category_encoders.polynomial.PolynomialEncoder method)
(category_encoders.quantile_encoder.QuantileEncoder method)
(category_encoders.quantile_encoder.SummaryEncoder method)
(category_encoders.rankhot.RankHotEncoder method)
(category_encoders.sum_coding.SumEncoder method)
(category_encoders.target_encoder.TargetEncoder method)
(category_encoders.woe.WOEEncoder method)
(category_encoders.wrapper.NestedCVWrapper method)
fit_transform() (category_encoders.backward_difference.BackwardDifferenceEncoder method)
(category_encoders.basen.BaseNEncoder method)
(category_encoders.binary.BinaryEncoder method)
(category_encoders.cat_boost.CatBoostEncoder method)
(category_encoders.count.CountEncoder method)
(category_encoders.glmm.GLMMEncoder method)
(category_encoders.gray.GrayEncoder method)
(category_encoders.hashing.HashingEncoder method)
(category_encoders.helmert.HelmertEncoder method)
(category_encoders.james_stein.JamesSteinEncoder method)
(category_encoders.leave_one_out.LeaveOneOutEncoder method)
(category_encoders.m_estimate.MEstimateEncoder method)
(category_encoders.one_hot.OneHotEncoder method)
(category_encoders.ordinal.OrdinalEncoder method)
(category_encoders.polynomial.PolynomialEncoder method)
(category_encoders.quantile_encoder.QuantileEncoder method)
(category_encoders.quantile_encoder.SummaryEncoder method)
(category_encoders.rankhot.RankHotEncoder method)
(category_encoders.sum_coding.SumEncoder method)
(category_encoders.target_encoder.TargetEncoder method)
(category_encoders.woe.WOEEncoder method)
(category_encoders.wrapper.NestedCVWrapper method)
(category_encoders.wrapper.PolynomialWrapper method)
G
get_dummies() (category_encoders.one_hot.OneHotEncoder method)
get_feature_names_in() (category_encoders.backward_difference.BackwardDifferenceEncoder method)
(category_encoders.basen.BaseNEncoder method)
(category_encoders.binary.BinaryEncoder method)
(category_encoders.cat_boost.CatBoostEncoder method)
(category_encoders.count.CountEncoder method)
(category_encoders.glmm.GLMMEncoder method)
(category_encoders.gray.GrayEncoder method)
(category_encoders.hashing.HashingEncoder method)
(category_encoders.helmert.HelmertEncoder method)
(category_encoders.james_stein.JamesSteinEncoder method)
(category_encoders.leave_one_out.LeaveOneOutEncoder method)
(category_encoders.m_estimate.MEstimateEncoder method)
(category_encoders.one_hot.OneHotEncoder method)
(category_encoders.ordinal.OrdinalEncoder method)
(category_encoders.polynomial.PolynomialEncoder method)
(category_encoders.quantile_encoder.QuantileEncoder method)
(category_encoders.quantile_encoder.SummaryEncoder method)
(category_encoders.rankhot.RankHotEncoder method)
(category_encoders.sum_coding.SumEncoder method)
(category_encoders.target_encoder.TargetEncoder method)
(category_encoders.woe.WOEEncoder method)
get_feature_names_out() (category_encoders.backward_difference.BackwardDifferenceEncoder method)
(category_encoders.basen.BaseNEncoder method)
(category_encoders.binary.BinaryEncoder method)
(category_encoders.cat_boost.CatBoostEncoder method)
(category_encoders.count.CountEncoder method)
(category_encoders.glmm.GLMMEncoder method)
(category_encoders.gray.GrayEncoder method)
(category_encoders.hashing.HashingEncoder method)
(category_encoders.helmert.HelmertEncoder method)
(category_encoders.james_stein.JamesSteinEncoder method)
(category_encoders.leave_one_out.LeaveOneOutEncoder method)
(category_encoders.m_estimate.MEstimateEncoder method)
(category_encoders.one_hot.OneHotEncoder method)
(category_encoders.ordinal.OrdinalEncoder method)
(category_encoders.polynomial.PolynomialEncoder method)
(category_encoders.quantile_encoder.QuantileEncoder method)
(category_encoders.quantile_encoder.SummaryEncoder method)
(category_encoders.rankhot.RankHotEncoder method)
(category_encoders.sum_coding.SumEncoder method)
(category_encoders.target_encoder.TargetEncoder method)
(category_encoders.woe.WOEEncoder method)
get_metadata_routing() (category_encoders.backward_difference.BackwardDifferenceEncoder method)
(category_encoders.basen.BaseNEncoder method)
(category_encoders.binary.BinaryEncoder method)
(category_encoders.cat_boost.CatBoostEncoder method)
(category_encoders.count.CountEncoder method)
(category_encoders.glmm.GLMMEncoder method)
(category_encoders.gray.GrayEncoder method)
(category_encoders.hashing.HashingEncoder method)
(category_encoders.helmert.HelmertEncoder method)
(category_encoders.james_stein.JamesSteinEncoder method)
(category_encoders.leave_one_out.LeaveOneOutEncoder method)
(category_encoders.m_estimate.MEstimateEncoder method)
(category_encoders.one_hot.OneHotEncoder method)
(category_encoders.ordinal.OrdinalEncoder method)
(category_encoders.polynomial.PolynomialEncoder method)
(category_encoders.quantile_encoder.QuantileEncoder method)
(category_encoders.quantile_encoder.SummaryEncoder method)
(category_encoders.rankhot.RankHotEncoder method)
(category_encoders.sum_coding.SumEncoder method)
(category_encoders.target_encoder.TargetEncoder method)
(category_encoders.woe.WOEEncoder method)
get_params() (category_encoders.backward_difference.BackwardDifferenceEncoder method)
(category_encoders.basen.BaseNEncoder method)
(category_encoders.binary.BinaryEncoder method)
(category_encoders.cat_boost.CatBoostEncoder method)
(category_encoders.count.CountEncoder method)
(category_encoders.glmm.GLMMEncoder method)
(category_encoders.gray.GrayEncoder method)
(category_encoders.hashing.HashingEncoder method)
(category_encoders.helmert.HelmertEncoder method)
(category_encoders.james_stein.JamesSteinEncoder method)
(category_encoders.leave_one_out.LeaveOneOutEncoder method)
(category_encoders.m_estimate.MEstimateEncoder method)
(category_encoders.one_hot.OneHotEncoder method)
(category_encoders.ordinal.OrdinalEncoder method)
(category_encoders.polynomial.PolynomialEncoder method)
(category_encoders.quantile_encoder.QuantileEncoder method)
(category_encoders.quantile_encoder.SummaryEncoder method)
(category_encoders.rankhot.RankHotEncoder method)
(category_encoders.sum_coding.SumEncoder method)
(category_encoders.target_encoder.TargetEncoder method)
(category_encoders.woe.WOEEncoder method)
GLMMEncoder (class in category_encoders.glmm)
GrayEncoder (class in category_encoders.gray)
H
hashing_trick() (category_encoders.hashing.HashingEncoder method)
HashingEncoder (class in category_encoders.hashing)
HelmertEncoder (class in category_encoders.helmert)
I
inverse_transform() (category_encoders.basen.BaseNEncoder method)
(category_encoders.binary.BinaryEncoder method)
(category_encoders.gray.GrayEncoder method)
(category_encoders.one_hot.OneHotEncoder method)
(category_encoders.ordinal.OrdinalEncoder method)
J
JamesSteinEncoder (class in category_encoders.james_stein)
L
LeaveOneOutEncoder (class in category_encoders.leave_one_out)
M
MEstimateEncoder (class in category_encoders.m_estimate)
N
NestedCVWrapper (class in category_encoders.wrapper)
O
OneHotEncoder (class in category_encoders.one_hot)
ordinal_encoding() (category_encoders.ordinal.OrdinalEncoder static method)
OrdinalEncoder (class in category_encoders.ordinal)
P
PolynomialEncoder (class in category_encoders.polynomial)
PolynomialWrapper (class in category_encoders.wrapper)
Q
QuantileEncoder (class in category_encoders.quantile_encoder)
R
RankHotEncoder (class in category_encoders.rankhot)
reverse_dummies() (category_encoders.one_hot.OneHotEncoder method)
S
set_inverse_transform_request() (category_encoders.basen.BaseNEncoder method)
(category_encoders.binary.BinaryEncoder method)
(category_encoders.gray.GrayEncoder method)
(category_encoders.one_hot.OneHotEncoder method)
(category_encoders.ordinal.OrdinalEncoder method)
(category_encoders.rankhot.RankHotEncoder method)
set_output() (category_encoders.backward_difference.BackwardDifferenceEncoder method)
(category_encoders.basen.BaseNEncoder method)
(category_encoders.binary.BinaryEncoder method)
(category_encoders.cat_boost.CatBoostEncoder method)
(category_encoders.count.CountEncoder method)
(category_encoders.glmm.GLMMEncoder method)
(category_encoders.gray.GrayEncoder method)
(category_encoders.hashing.HashingEncoder method)
(category_encoders.helmert.HelmertEncoder method)
(category_encoders.james_stein.JamesSteinEncoder method)
(category_encoders.leave_one_out.LeaveOneOutEncoder method)
(category_encoders.m_estimate.MEstimateEncoder method)
(category_encoders.one_hot.OneHotEncoder method)
(category_encoders.ordinal.OrdinalEncoder method)
(category_encoders.polynomial.PolynomialEncoder method)
(category_encoders.quantile_encoder.QuantileEncoder method)
(category_encoders.rankhot.RankHotEncoder method)
(category_encoders.sum_coding.SumEncoder method)
(category_encoders.target_encoder.TargetEncoder method)
(category_encoders.woe.WOEEncoder method)
set_params() (category_encoders.backward_difference.BackwardDifferenceEncoder method)
(category_encoders.basen.BaseNEncoder method)
(category_encoders.binary.BinaryEncoder method)
(category_encoders.cat_boost.CatBoostEncoder method)
(category_encoders.count.CountEncoder method)
(category_encoders.glmm.GLMMEncoder method)
(category_encoders.gray.GrayEncoder method)
(category_encoders.hashing.HashingEncoder method)
(category_encoders.helmert.HelmertEncoder method)
(category_encoders.james_stein.JamesSteinEncoder method)
(category_encoders.leave_one_out.LeaveOneOutEncoder method)
(category_encoders.m_estimate.MEstimateEncoder method)
(category_encoders.one_hot.OneHotEncoder method)
(category_encoders.ordinal.OrdinalEncoder method)
(category_encoders.polynomial.PolynomialEncoder method)
(category_encoders.quantile_encoder.QuantileEncoder method)
(category_encoders.quantile_encoder.SummaryEncoder method)
(category_encoders.rankhot.RankHotEncoder method)
(category_encoders.sum_coding.SumEncoder method)
(category_encoders.target_encoder.TargetEncoder method)
(category_encoders.woe.WOEEncoder method)
set_transform_request() (category_encoders.backward_difference.BackwardDifferenceEncoder method)
(category_encoders.basen.BaseNEncoder method)
(category_encoders.binary.BinaryEncoder method)
(category_encoders.cat_boost.CatBoostEncoder method)
(category_encoders.count.CountEncoder method)
(category_encoders.glmm.GLMMEncoder method)
(category_encoders.gray.GrayEncoder method)
(category_encoders.hashing.HashingEncoder method)
(category_encoders.helmert.HelmertEncoder method)
(category_encoders.james_stein.JamesSteinEncoder method)
(category_encoders.leave_one_out.LeaveOneOutEncoder method)
(category_encoders.m_estimate.MEstimateEncoder method)
(category_encoders.one_hot.OneHotEncoder method)
(category_encoders.ordinal.OrdinalEncoder method)
(category_encoders.polynomial.PolynomialEncoder method)
(category_encoders.quantile_encoder.QuantileEncoder method)
(category_encoders.quantile_encoder.SummaryEncoder method)
(category_encoders.rankhot.RankHotEncoder method)
(category_encoders.sum_coding.SumEncoder method)
(category_encoders.target_encoder.TargetEncoder method)
(category_encoders.woe.WOEEncoder method)
SumEncoder (class in category_encoders.sum_coding)
SummaryEncoder (class in category_encoders.quantile_encoder)
T
TargetEncoder (class in category_encoders.target_encoder)
transform() (category_encoders.backward_difference.BackwardDifferenceEncoder method)
(category_encoders.basen.BaseNEncoder method)
(category_encoders.binary.BinaryEncoder method)
(category_encoders.cat_boost.CatBoostEncoder method)
(category_encoders.count.CountEncoder method)
(category_encoders.glmm.GLMMEncoder method)
(category_encoders.gray.GrayEncoder method)
(category_encoders.hashing.HashingEncoder method)
(category_encoders.helmert.HelmertEncoder method)
(category_encoders.james_stein.JamesSteinEncoder method)
(category_encoders.leave_one_out.LeaveOneOutEncoder method)
(category_encoders.m_estimate.MEstimateEncoder method)
(category_encoders.one_hot.OneHotEncoder method)
(category_encoders.ordinal.OrdinalEncoder method)
(category_encoders.polynomial.PolynomialEncoder method)
(category_encoders.quantile_encoder.QuantileEncoder method)
(category_encoders.rankhot.RankHotEncoder method)
(category_encoders.sum_coding.SumEncoder method)
(category_encoders.target_encoder.TargetEncoder method)
(category_encoders.woe.WOEEncoder method)
(category_encoders.wrapper.NestedCVWrapper method)
transform_leave_one_out() (category_encoders.leave_one_out.LeaveOneOutEncoder method)
W
WOEEncoder (class in category_encoders.woe)