Index

_

_get_active() (in module pyESD.MLR_model)

_get_month() (in module pyESD.ESD_utils) (in module pyESD.teleconnections)

A

add_seasonal_cycle() (in module pyESD.standardizer) adjusted_r2() (pyESD.metrics.Evaluate method) alpha() (pyESD.models.MetaAttributes method)

apply_style() (in module pyESD.plot_utils) average_additional_results() (pyESD.MLR_model.ForwardSelection method) average_coefs() (pyESD.MLR_model.ForwardSelection method)

B

barplot() (in module pyESD.plot) barplot_data() (in module pyESD.plot_utils) best_estimator() (pyESD.models.HyperparameterOptimize method) (pyESD.models.MetaAttributes method) best_params() (pyESD.models.MetaAttributes method)

BootstrappedForwardSelection (class in pyESD.MLR_model) BootstrappedRegression (class in pyESD.MLR_model) boxplot() (in module pyESD.plot) boxplot_data() (in module pyESD.plot_utils) build_model() (pyESD.dense_models.DeepLearningRegressor method)

C

climate_score() (pyESD.predictand.PredictandTimeseries method) (pyESD.StationOperator.StationOperator method) coef() (pyESD.models.MetaAttributes method) compile_model() (pyESD.dense_models.DeepLearningRegressor method) ComputeStat() (in module pyESD.ESD_utils) convert_to_sklearn_regressor() (pyESD.dense_models.DeepLearningRegressor method) correlation_data() (in module pyESD.plot_utils) correlation_heatmap() (in module pyESD.plot) count_predictors() (in module pyESD.plot_utils) cross_val_predict() (pyESD.ensemble_models.EnsembleRegressor method) (pyESD.models.HyperparameterOptimize method) (pyESD.models.Regressors method)

cross_val_score() (pyESD.ensemble_models.EnsembleRegressor method) (pyESD.models.HyperparameterOptimize method) (pyESD.models.Regressors method) cross_validate() (pyESD.ensemble_models.EnsembleRegressor method) (pyESD.models.HyperparameterOptimize method) (pyESD.models.Regressors method) cross_validate_and_predict() (pyESD.predictand.PredictandTimeseries method) (pyESD.StationOperator.StationOperator method) cv_test_score() (pyESD.feature_selection.RecursiveFeatureElimination method)

D

Dataset (class in pyESD.ESD_utils)

DeepLearningRegressor (class in pyESD.dense_models)

E

EA (class in pyESD.teleconnections) EAWR (class in pyESD.teleconnections) ensemble_transform() (pyESD.predictand.PredictandTimeseries method) (pyESD.StationOperator.StationOperator method) EnsembleRegressor (class in pyESD.ensemble_models) eof_analysis() (in module pyESD.teleconnections) Evaluate (class in pyESD.metrics)

evaluate() (pyESD.predictand.PredictandTimeseries method) (pyESD.StationOperator.StationOperator method) explained_variance() (pyESD.metrics.Evaluate method) extract_comparison_data_means() (in module pyESD.plot_utils) extract_indices_around() (in module pyESD.ESD_utils) extract_region() (in module pyESD.ESD_utils) (in module pyESD.teleconnections) extract_time_series() (in module pyESD.plot_utils)

F

feature_importance() (pyESD.feature_selection.TreeBasedSelection method) fit() (pyESD.dense_models.DeepLearningRegressor method) (pyESD.ensemble_models.EnsembleRegressor method) (pyESD.feature_selection.RecursiveFeatureElimination method) (pyESD.feature_selection.SequentialFeatureSelection method) (pyESD.feature_selection.TreeBasedSelection method) (pyESD.MLR_model.BootstrappedRegression method) (pyESD.MLR_model.ForwardSelection method) (pyESD.MLR_model.MultipleLSRegression method) (pyESD.models.HyperparameterOptimize method) (pyESD.models.Regressors method) (pyESD.predictand.PredictandTimeseries method) (pyESD.Predictor_Base.Predictor method) (pyESD.standardizer.MonthlyStandardizer method) (pyESD.standardizer.NoStandardizer method) (pyESD.standardizer.PCAScaling method) (pyESD.standardizer.StandardScaling method) (pyESD.StationOperator.StationOperator method)

fit_active() (pyESD.MLR_model.ForwardSelection method) fit_predict() (pyESD.MLR_model.BootstrappedRegression method) fit_predictor() (pyESD.predictand.PredictandTimeseries method) (pyESD.StationOperator.StationOperator method) fit_transform() (pyESD.standardizer.PCAScaling method) ForwardSelection (class in pyESD.MLR_model)

G

get() (pyESD.ESD_utils.Dataset method) (pyESD.predictand.PredictandTimeseries method) (pyESD.Predictor_Base.Predictor method) get_annual_mean_cycle() (in module pyESD.standardizer) get_explained_variance() (pyESD.StationOperator.StationOperator method)

get_mean_prediction() (in module pyESD.standardizer) get_n_splits() (pyESD.splitter.Splitter method) get_params() (pyESD.ensemble_models.EnsembleRegressor method) (pyESD.models.MetaAttributes method) get_var() (pyESD.StationOperator.StationOperator method)

H

haversine() (in module pyESD.ESD_utils)

heatmaps() (in module pyESD.plot) HyperparameterOptimize (class in pyESD.models)

I

intercept() (pyESD.models.MetaAttributes method) inverse_transform() (pyESD.standardizer.MonthlyStandardizer method) (pyESD.standardizer.NoStandardizer method) (pyESD.standardizer.PCAScaling method) (pyESD.standardizer.StandardScaling method)

L

levene_test() (in module pyESD.ESD_utils) lineplot() (in module pyESD.plot) load() (pyESD.Predictor_Base.Predictor method)

load_all_stations() (in module pyESD.ESD_utils) load_csv() (in module pyESD.ESD_utils) load_pickle() (in module pyESD.ESD_utils) load_station() (in module pyESD.StationOperator)

M

MAE() (pyESD.metrics.Evaluate method) map_to_xarray() (in module pyESD.ESD_utils) max_error() (pyESD.metrics.Evaluate method) MEI (class in pyESD.teleconnections) MetaAttributes (class in pyESD.models) MidpointNormalize (class in pyESD.ESD_utils) module pyESD pyESD.dense_models pyESD.ensemble_models pyESD.ESD_utils pyESD.feature_selection pyESD.metrics pyESD.MLR_model pyESD.models pyESD.plot pyESD.plot_utils pyESD.predictand pyESD.Predictor_Base pyESD.Predictor_Generator pyESD.splitter pyESD.standardizer pyESD.StationOperator pyESD.teleconnections pyESD.Weatherstation

monthly_mean() (in module pyESD.plot_utils) MonthlyBooststrapper (class in pyESD.splitter) MonthlyStandardizer (class in pyESD.standardizer) MSE() (pyESD.metrics.Evaluate method) MultipleLSRegression (class in pyESD.MLR_model)

N

NAO (class in pyESD.teleconnections)

NoStandardizer (class in pyESD.standardizer) NSE() (pyESD.metrics.Evaluate method)

P

PCAScaling (class in pyESD.standardizer) permutation_importance_() (pyESD.feature_selection.TreeBasedSelection method) plot() (pyESD.Predictor_Base.Predictor method) plot_background() (in module pyESD.ESD_utils) plot_cov_matrix() (pyESD.teleconnections.EA method) (pyESD.teleconnections.EAWR method) (pyESD.teleconnections.NAO method) (pyESD.teleconnections.SCAN method) plot_ks_stats() (in module pyESD.ESD_utils) plot_monthly_mean() (in module pyESD.plot) plot_network() (pyESD.dense_models.DeepLearningRegressor method) plot_projection_comparison() (in module pyESD.plot) plot_time_series() (in module pyESD.plot) predict() (pyESD.dense_models.DeepLearningRegressor method) (pyESD.ensemble_models.EnsembleRegressor method) (pyESD.MLR_model.BootstrappedRegression method) (pyESD.MLR_model.ForwardSelection method) (pyESD.MLR_model.MultipleLSRegression method) (pyESD.models.Regressors method) (pyESD.predictand.PredictandTimeseries method) (pyESD.StationOperator.StationOperator method) predict_active() (pyESD.MLR_model.ForwardSelection method) predict_average() (pyESD.ensemble_models.EnsembleRegressor method) predict_log_proba() (pyESD.models.HyperparameterOptimize method) PredictandTimeseries (class in pyESD.predictand) prediction_example_data() (in module pyESD.plot_utils) Predictor (class in pyESD.Predictor_Base) predictor_correlation() (pyESD.predictand.PredictandTimeseries method) (pyESD.StationOperator.StationOperator method) print_selected_features() (pyESD.feature_selection.RecursiveFeatureElimination method) (pyESD.feature_selection.SequentialFeatureSelection method) (pyESD.feature_selection.TreeBasedSelection method) pyESD module

pyESD.dense_models module pyESD.ensemble_models module pyESD.ESD_utils module pyESD.feature_selection module pyESD.metrics module pyESD.MLR_model module pyESD.models module pyESD.plot module pyESD.plot_utils module pyESD.predictand module pyESD.Predictor_Base module pyESD.Predictor_Generator module pyESD.splitter module pyESD.standardizer module pyESD.StationOperator module pyESD.teleconnections module pyESD.Weatherstation module

R

R2_score() (pyESD.metrics.Evaluate method) ranksums_test() (in module pyESD.ESD_utils) read_station_csv() (in module pyESD.Weatherstation) read_weatherstationnames() (in module pyESD.Weatherstation) read_weatherstations() (in module pyESD.Weatherstation) RecursiveFeatureElimination (class in pyESD.feature_selection) RegionalAverage (class in pyESD.Predictor_Generator)

Regressors (class in pyESD.models) relative_predictor_importance() (pyESD.predictand.PredictandTimeseries method) (pyESD.StationOperator.StationOperator method) remove_seasonal_cycle() (in module pyESD.standardizer) resample_monthly() (in module pyESD.plot_utils) resample_seasonally() (in module pyESD.plot_utils) RMSE() (pyESD.metrics.Evaluate method)

S

save() (pyESD.Predictor_Base.Predictor method) (pyESD.StationOperator.StationOperator method) SCAN (class in pyESD.teleconnections) scatterplot() (in module pyESD.plot) score() (pyESD.ensemble_models.EnsembleRegressor method) (pyESD.feature_selection.RecursiveFeatureElimination method) (pyESD.feature_selection.SequentialFeatureSelection method) (pyESD.models.HyperparameterOptimize method) (pyESD.models.Regressors method) seasonal_mean() (in module pyESD.plot_utils) selected_names() (pyESD.predictand.PredictandTimeseries method) (pyESD.StationOperator.StationOperator method) SequentialFeatureSelection (class in pyESD.feature_selection) set_additional_results() (pyESD.MLR_model.ForwardSelection method) set_expand_coefs() (pyESD.MLR_model.MultipleLSRegression method) set_model() (pyESD.models.Regressors method) (pyESD.predictand.PredictandTimeseries method) (pyESD.StationOperator.StationOperator method)

set_params() (pyESD.models.MetaAttributes method) set_predictors() (pyESD.predictand.PredictandTimeseries method) (pyESD.StationOperator.StationOperator method) set_standardizer() (pyESD.predictand.PredictandTimeseries method) (pyESD.StationOperator.StationOperator method) set_transform() (pyESD.predictand.PredictandTimeseries method) (pyESD.StationOperator.StationOperator method) split() (pyESD.splitter.MonthlyBooststrapper method) (pyESD.splitter.Splitter method) (pyESD.splitter.YearlyBootstrapper method) Splitter (class in pyESD.splitter) StackArray() (in module pyESD.ESD_utils) StandardScaling (class in pyESD.standardizer) StationOperator (class in pyESD.StationOperator) StatTest() (in module pyESD.ESD_utils) store_csv() (in module pyESD.ESD_utils) store_pickle() (in module pyESD.ESD_utils)

T

transform() (pyESD.ensemble_models.EnsembleRegressor method) (pyESD.feature_selection.RecursiveFeatureElimination method) (pyESD.feature_selection.SequentialFeatureSelection method) (pyESD.feature_selection.TreeBasedSelection method) (pyESD.models.HyperparameterOptimize method) (pyESD.standardizer.MonthlyStandardizer method) (pyESD.standardizer.NoStandardizer method) (pyESD.standardizer.PCAScaling method) (pyESD.standardizer.StandardScaling method)

tree_based_feature_importance() (pyESD.predictand.PredictandTimeseries method) (pyESD.StationOperator.StationOperator method) tree_based_feature_permutation_importance() (pyESD.predictand.PredictandTimeseries method) (pyESD.StationOperator.StationOperator method) TreeBasedSelection (class in pyESD.feature_selection)

Y

YearlyBootstrapper (class in pyESD.splitter)