Index

A

accumulate_screenings() (in module tools.labeler) AlarmDataLoader (class in tools.data_loader) analysis.evaluate_balance module analysis.evaluate_classification_cases module analysis.evaluate_gender_bias module analysis.evaluate_preprocessing module analysis.evaluate_survival_case module

analysis.find_best_ats_resolution module analysis.find_best_features module annotate_falls() (in module tools.labeler) api.bearer module api.main module assert_datetime() (in module utility.time)

B

BaseClassifer (class in tools.classifiers) BaseCleaner (class in tools.cleaner) BaseDataLoader (class in tools.data_loader)

BaseRawLoader2021 (class in tools.raw_loader) BoxCoxNormalizer (class in analysis.evaluate_preprocessing) BoxCoxNormalizerNoGender (class in analysis.evaluate_preprocessing)

C

check_batch_size() (in module utility.embedder) check_epochs() (in module utility.embedder) check_not_empty_dataframe() (in module utility.embedder) check_target_existent_in_df() (in module utility.embedder) check_target_name() (in module utility.embedder) check_train_ratio() (in module utility.embedder) clean_assistive_aids() (tools.cleaner.BaseCleaner method) (tools.cleaner.Cleaner2021 method) clean_patient_data() (tools.cleaner.BaseCleaner method) (tools.cleaner.Cleaner2021 method) clean_screening_content() (tools.cleaner.BaseCleaner method) (tools.cleaner.Cleaner2021 method)

clean_status_set() (tools.cleaner.BaseCleaner method) (tools.cleaner.Cleaner2021 method) clean_training_cancelled() (tools.cleaner.BaseCleaner method) (tools.cleaner.Cleaner2021 method) clean_training_done() (tools.cleaner.BaseCleaner method) (tools.cleaner.Cleaner2021 method) Cleaner2021 (class in tools.cleaner) CompleteDataLoader (class in tools.data_loader) ComplianceDataLoader (class in tools.data_loader) compute_mean() (in module utility.metrics) compute_std() (in module utility.metrics) convert_date_to_datetime() (in module tools.inputter)

D

Data (class in utility.data) data.load_and_clean_data module data.make_alarm_data module data.make_dataset_count module data.make_dataset_emb module data.make_dataset_full module data.make_dataset_ohe module

data.make_dataset_ordinal module data.make_screening_data module db.insert_data_into_db module do_citizens_complete_sessions() (in module tools.labeler) do_citizens_fall() (in module tools.labeler) do_citizens_reach_compliance() (in module tools.labeler) DummyNormalizer (class in analysis.evaluate_preprocessing) DummyScaler (class in analysis.evaluate_preprocessing)

E

encode_dataframe() (in module utility.embedder) encode_vector_label() (in module tools.preprocessor)

eval_gini() (in module utility.metrics) evaluate() (tools.classifiers.BaseClassifer method) extract_cat_count() (in module tools.preprocessor)

F

FallDataLoader (class in tools.data_loader) fit() (tools.neural_embedder.NeuralEmbedder method) fit_transform() (analysis.evaluate_preprocessing.BoxCoxNormalizer method) (analysis.evaluate_preprocessing.BoxCoxNormalizerNoGender method) (analysis.evaluate_preprocessing.DummyNormalizer method) (analysis.evaluate_preprocessing.DummyScaler method)

G

get_all_columns_except() (in module utility.embedder) get_ats() (in module tools.inputter) get_ats_list() (in module tools.preprocessor) get_avg_loan_period() (in module tools.inputter) get_birth_year() (in module tools.inputter) get_cancels_week() (in module tools.inputter) get_citizen_data() (in module tools.inputter) get_class_weight() (in module tools.preprocessor) get_cm_by_protected_variable() (in module utility.metrics) get_data() (tools.data_loader.BaseDataLoader method) get_embedded_weights() (tools.neural_embedder.NeuralEmbedder method) get_embedding_size() (in module utility.embedder) (tools.neural_embedder.NetworkCategory method) get_exercise_content() (in module tools.inputter) get_features() (tools.data_loader.BaseDataLoader method) get_gender() (in module tools.inputter) get_interval_length() (in module tools.inputter) get_labels_path() (tools.neural_embedder.NeuralEmbedder method) get_max_evaluation() (in module tools.inputter) get_mean_cancels_week() (in module tools.inputter) get_mean_evaluation() (in module tools.inputter) get_mean_time_between_cancels() (in module tools.inputter) get_min_evaluation() (in module tools.inputter)

get_n_cancel_week_min() (in module tools.inputter) get_n_training_week() (in module tools.inputter) get_n_training_week_max() (in module tools.inputter) get_n_training_week_min() (in module tools.inputter) get_n_training_window() (in module tools.inputter) get_n_weeks_with_training() (in module tools.inputter) get_n_weeks_without_training() (in module tools.inputter) get_needs() (in module tools.inputter) get_needs_reason() (in module tools.inputter) get_number_ats() (in module tools.inputter) get_number_exercises() (in module tools.inputter) get_numerical_cols() (in module utility.embedder) get_physics() (in module tools.inputter) get_physics_reason() (in module tools.inputter) get_scaler_path() (tools.neural_embedder.NeuralEmbedder method) get_screening_data() (in module tools.inputter) get_std_evaluation() (in module tools.inputter) get_time_between_training_mean() (in module tools.inputter) get_training_week() (in module tools.inputter) get_visualizations_dir() (tools.neural_embedder.NeuralEmbedder method) get_weights_path() (tools.neural_embedder.NeuralEmbedder method) get_X_y() (in module tools.preprocessor) (in module utility.embedder) gini_xgb() (in module utility.metrics)

I

is_not_single_embedding() (in module utility.embedder)

K

KnnClassifier (class in tools.classifiers)

L

load_assistive_aids() (tools.raw_loader.BaseRawLoader2021 method) (tools.raw_loader.RawLoader2021 method) load_config() (in module utility.config) load_data() (tools.data_loader.AlarmDataLoader method) (tools.data_loader.BaseDataLoader method) (tools.data_loader.CompleteDataLoader method) (tools.data_loader.ComplianceDataLoader method) (tools.data_loader.FallDataLoader method) (tools.data_loader.RiskDataLoader method) load_iso_classes() (tools.raw_loader.BaseRawLoader2021 method) (tools.raw_loader.RawLoader2021 method)

load_screening_content() (tools.raw_loader.BaseRawLoader2021 method) (tools.raw_loader.RawLoader2021 method) load_status_set() (tools.raw_loader.BaseRawLoader2021 method) (tools.raw_loader.RawLoader2021 method) load_training_cancelled() (tools.raw_loader.BaseRawLoader2021 method) (tools.raw_loader.RawLoader2021 method) load_training_done() (tools.raw_loader.BaseRawLoader2021 method) (tools.raw_loader.RawLoader2021 method) LrClassifier (class in tools.classifiers)

M

make_complete_label() (in module tools.labeler) make_compliance_label() (in module tools.labeler) make_fall_label() (in module tools.labeler) make_model() (tools.classifiers.BaseClassifer method) (tools.classifiers.KnnClassifier method) (tools.classifiers.LrClassifier method) (tools.classifiers.MlpClassifier method) (tools.classifiers.RfClassifier method) (tools.classifiers.SvmClassifier method) (tools.classifiers.XgbClassifier method) make_plot_from_history() (in module utility.embedder) make_risk_label() (in module tools.labeler) make_visualizations() (in module utility.embedder) make_visualizations_from_network() (tools.neural_embedder.NeuralEmbedder method) MlpClassifier (class in tools.classifiers) model.train_alarm_model module model.train_complete_model module model.train_compliance_model module module analysis.evaluate_balance analysis.evaluate_classification_cases analysis.evaluate_gender_bias analysis.evaluate_preprocessing analysis.evaluate_survival_case analysis.find_best_ats_resolution analysis.find_best_features api.bearer api.main data.load_and_clean_data data.make_alarm_data data.make_dataset_count data.make_dataset_emb data.make_dataset_full data.make_dataset_ohe data.make_dataset_ordinal data.make_screening_data db.insert_data_into_db model.train_alarm_model model.train_complete_model model.train_compliance_model tools.classifiers tools.cleaner tools.data_loader tools.file_reader tools.file_writer tools.inputter tools.labeler tools.neural_embedder tools.preprocessor tools.raw_loader tuning.tune_alarm_boost_wb tuning.tune_alarm_rsf_wb tuning.tune_complete_rf_wb tuning.tune_complete_xgb_wb tuning.tune_compliance_rf_wb tuning.tune_compliance_xgb_wb utility.config utility.data utility.embedder utility.metrics utility.time

N

NetworkCategory (class in tools.neural_embedder)

NeuralEmbedder (class in tools.neural_embedder) normalize_data() (in module tools.preprocessor)

O

one_hot_encode() (in module tools.preprocessor)

P

prepare_data() (tools.data_loader.BaseDataLoader method)

prepare_data_for_emb() (in module tools.preprocessor) prepare_data_split() (tools.data_loader.BaseDataLoader method)

R

RawLoader2021 (class in tools.raw_loader) read_array() (in module tools.file_reader) read_csv() (in module tools.file_reader) (in module utility.data) read_embedding() (in module tools.file_reader) read_excelfile() (in module tools.file_reader)

read_excelfile_sheets() (in module tools.file_reader) read_joblib() (in module tools.file_reader) read_pickle() (in module tools.file_reader) (in module utility.data) replace_cat_values() (in module tools.preprocessor) RfClassifier (class in tools.classifiers) RiskDataLoader (class in tools.data_loader)

S

sample() (in module tools.preprocessor) save_labels() (tools.neural_embedder.NeuralEmbedder method) save_model() (tools.neural_embedder.NeuralEmbedder method) save_weights() (tools.neural_embedder.NeuralEmbedder method)

scale_data() (in module tools.preprocessor) series_to_list() (in module tools.preprocessor) (in module utility.embedder) split_cat_columns() (in module tools.preprocessor) SvmClassifier (class in tools.classifiers)

T

tools.classifiers module tools.cleaner module tools.data_loader module tools.file_reader module tools.file_writer module tools.inputter module tools.labeler module tools.neural_embedder module tools.preprocessor module

tools.raw_loader module transpose_to_list() (in module tools.preprocessor) (in module utility.embedder) tuning.tune_alarm_boost_wb module tuning.tune_alarm_rsf_wb module tuning.tune_complete_rf_wb module tuning.tune_complete_xgb_wb module tuning.tune_compliance_rf_wb module tuning.tune_compliance_xgb_wb module

U

utility.config module utility.data module utility.embedder module

utility.metrics module utility.time module

W

write_array() (in module tools.file_writer) write_csv() (in module tools.file_writer) (in module utility.data) write_cv_plot() (in module tools.file_writer) write_embedding() (in module tools.file_writer) (in module utility.data)

write_joblib() (in module tools.file_writer) write_pickle() (in module tools.file_writer) (in module utility.data) write_shap_importance_plot() (in module tools.file_writer)

X

XgbClassifier (class in tools.classifiers)