Index

A

add() (sam.data_sources.MongoWrapper method) assert_contains_nans() (in module sam.utils)

AutomaticRollingEngineering (class in sam.feature_engineering) average_winter_time() (in module sam.preprocessing)

B

BaseFeatureEngineer (class in sam.feature_engineering)

BaseValidator (class in sam.validation) BuildRollingFeatures (class in sam.feature_engineering)

C

ClipTransformer (class in sam.preprocessing) component_function (sam.feature_engineering.SimpleFeatureEngineer attribute) component_range (sam.feature_engineering.SimpleFeatureEngineer attribute) compute_diagnostics() (sam.feature_engineering.AutomaticRollingEngineering method) configure() (sam.feature_engineering.SPEITransformer method)

contains_nans() (in module sam.utils) correct_above_threshold() (in module sam.preprocessing) correct_below_threshold() (in module sam.preprocessing) correct_outside_range() (in module sam.preprocessing) create_validation_pipe() (in module sam.validation)

D

decompose_datetime() (in module sam.feature_engineering)

E

empty() (sam.data_sources.MongoWrapper method)

F

feature_engineer_() (sam.feature_engineering.BaseFeatureEngineer method) (sam.feature_engineering.FeatureEngineer method) (sam.feature_engineering.IdentityFeatureEngineer method) (sam.feature_engineering.SimpleFeatureEngineer method) FeatureEngineer (class in sam.feature_engineering) fit() (sam.feature_engineering.AutomaticRollingEngineering method) (sam.feature_engineering.BaseFeatureEngineer method) (sam.feature_engineering.BuildRollingFeatures method) (sam.feature_engineering.SPEITransformer method) (sam.preprocessing.ClipTransformer method) (sam.validation.BaseValidator method) (sam.validation.FlatlineValidator method) (sam.validation.MADValidator method) (sam.validation.OutsideRangeValidator method)

FlatlineValidator (class in sam.validation) FunctionTransformerWithNames (class in sam.utils)

G

get() (sam.data_sources.MongoWrapper method) get_feature_names_out() (sam.feature_engineering.AutomaticRollingEngineering method) (sam.feature_engineering.BaseFeatureEngineer method) (sam.feature_engineering.BuildRollingFeatures method) (sam.preprocessing.ClipTransformer method) (sam.utils.FunctionTransformerWithNames method) (sam.validation.BaseValidator method)

H

has_strictly_increasing_index() (in module sam.utils)

I

IdentityFeatureEngineer (class in sam.feature_engineering) incident_curves() (in module sam.exploration)

incident_curves_information() (in module sam.exploration) inverse_differenced_target() (in module sam.preprocessing)

L

label_dst() (in module sam.preprocessing) lag_correlation() (in module sam.exploration)

load_rainbow_beach() (in module sam.datasets) load_sewage_data() (in module sam.datasets)

M

MADValidator (class in sam.validation)

make_differenced_target() (in module sam.preprocessing) MongoWrapper (class in sam.data_sources)

N

normalize_timestamps() (in module sam.preprocessing)

O

OutsideRangeValidator (class in sam.validation)

P

plot() (sam.feature_engineering.SPEITransformer method)

R

range_lag_column() (in module sam.feature_engineering) read_knmi() (in module sam.data_sources) read_knmi_station_data() (in module sam.data_sources) read_knmi_stations() (in module sam.data_sources)

read_openweathermap() (in module sam.data_sources) read_regenradar() (in module sam.data_sources) recode_cyclical_features() (in module sam.feature_engineering) RecurrentReshaper() (in module sam.preprocessing)

S

sam_format_to_wide() (in module sam.preprocessing) set_fit_request() (sam.validation.FlatlineValidator method) (sam.validation.MADValidator method) SimpleFeatureEngineer (class in sam.feature_engineering)

SPEITransformer (class in sam.feature_engineering) sum_grouped_columns() (in module sam.utils) synthetic_date_range() (in module sam.data_sources) synthetic_timeseries() (in module sam.data_sources)

T

top_n_correlations() (in module sam.exploration) top_score_correlations() (in module sam.exploration) transform() (sam.feature_engineering.AutomaticRollingEngineering method) (sam.feature_engineering.BaseFeatureEngineer method) (sam.feature_engineering.BuildRollingFeatures method) (sam.feature_engineering.SPEITransformer method) (sam.preprocessing.ClipTransformer method) (sam.utils.FunctionTransformerWithNames method) (sam.validation.BaseValidator method)

V

valid_components (sam.feature_engineering.SimpleFeatureEngineer attribute) validate() (sam.validation.BaseValidator method) (sam.validation.FlatlineValidator method) (sam.validation.MADValidator method) (sam.validation.OutsideRangeValidator method)

W

wide_to_sam_format() (in module sam.preprocessing)