Index

_

__ADMIN_PASSWORD_HASH (streamlit_src.controllers.home_controller.HomeController attribute) __init__() (streamlit_src.views.home_view.HomeView method) _check_data_out_of_distribution() (streamlit_src.controllers.admin_controller.AdminController method) _compare_to_who() (streamlit_src.controllers.user_controller.UserController method) _compute_distribution_statistics() (streamlit_src.controllers.admin_controller.AdminController method) _create_gauge_plot() (streamlit_src.controllers.user_controller.UserController method) _current_time() (air_quality_forecast.api_caller.APICaller method) _data_is_valid() (streamlit_src.controllers.admin_controller.AdminController method) _display_compare_who() (streamlit_src.controllers.user_controller.UserController method) _display_plots() (streamlit_src.controllers.user_controller.UserController method) _display_sources() (streamlit_src.controllers.user_controller.UserController method) _evaluate_model() (air_quality_forecast.model_development.RegressorTrainer method) _feature_importance() (streamlit_src.controllers.admin_controller.AdminController method) _get_color() (streamlit_src.controllers.user_controller.UserController method) _get_luchtmeet_data() (air_quality_forecast.api_caller.APICaller method) _get_next_three_days_dates() (streamlit_src.controllers.user_controller.UserController method) _hash_password() (streamlit_src.controllers.home_controller.HomeController method) _is_current_data_available() (streamlit_src.controllers.user_controller.UserController method) _load_models() (air_quality_forecast.prediction.PredictorModels method)

_make_custom_predictions() (streamlit_src.controllers.admin_controller.AdminController method) _make_prediction() (streamlit_src.controllers.admin_controller.AdminController method) _model_metrics() (streamlit_src.controllers.admin_controller.AdminController method) _optimize_and_evaluate() (air_quality_forecast.model_development.RegressorTrainer method) _perform_search() (air_quality_forecast.model_development.RegressorTrainer method) _prepare_awareness_content() (streamlit_src.controllers.user_controller.UserController method) _prepare_data_for_view() (streamlit_src.controllers.user_controller.UserController method) _prepare_gauge_plots() (streamlit_src.controllers.user_controller.UserController method) _prepare_line_plot() (streamlit_src.controllers.user_controller.UserController method) _quiz() (streamlit_src.controllers.user_controller.UserController method) _raise_awareness() (streamlit_src.controllers.user_controller.UserController method) _run() (streamlit_src.controllers.home_controller.HomeController method) _set_data() (air_quality_forecast.model_development.RegressorTrainer method) _setup_mlflow() (air_quality_forecast.model_development.RegressorTrainer method) _show_current_data() (streamlit_src.controllers.admin_controller.AdminController method) (streamlit_src.controllers.user_controller.UserController method) _two_days_ago() (air_quality_forecast.api_caller.APICaller method) _WHO_NO2_LEVEL (streamlit_src.models.air_quality_model.AirQualityModel attribute) _WHO_O3_LEVEL (streamlit_src.models.air_quality_model.AirQualityModel attribute)

A

AdminController (class in streamlit_src.controllers.admin_controller) AdminView (class in streamlit_src.views.admin_view) air_quality_forecast module air_quality_forecast.api_caller module air_quality_forecast.data_pipeline module air_quality_forecast.get_prediction_data module air_quality_forecast.main module

air_quality_forecast.model_development module air_quality_forecast.parser_ui module air_quality_forecast.prediction module air_quality_forecast.utils module AirQualityModel (class in streamlit_src.models.air_quality_model) APICaller (class in air_quality_forecast.api_caller) apply_time_shift() (air_quality_forecast.data_pipeline.FeatureProcessor method)

C

calculate_metrics() (streamlit_src.models.air_quality_model.AirQualityModel method) change_to_numeric() (air_quality_forecast.utils.FeatureSelector method) compare_to_who() (streamlit_src.views.user_view.UserView method)

confirm_checks() (streamlit_src.views.admin_view.AdminView method) convert_param_space() (in module air_quality_forecast.model_development) create_parser() (in module air_quality_forecast.parser_ui)

D

data_not_available() (streamlit_src.views.user_view.UserView method) DataLoader (class in air_quality_forecast.data_pipeline) decision_tree_predictions() (air_quality_forecast.prediction.PredictorModels method) display_datatable() (streamlit_src.views.admin_view.AdminView method)

display_feature_importance() (streamlit_src.views.admin_view.AdminView method) display_predictions_gaugeplot() (streamlit_src.views.user_view.UserView method) display_predictions_lineplot() (streamlit_src.views.user_view.UserView method) download_button() (streamlit_src.views.admin_view.AdminView method)

E

error() (streamlit_src.views.user_view.UserView method)

F

FeatureProcessor (class in air_quality_forecast.data_pipeline)

FeatureSelector (class in air_quality_forecast.utils)

G

get_all_data_last_three_days() (streamlit_src.models.air_quality_model.AirQualityModel method) get_last_three_days() (streamlit_src.models.air_quality_model.AirQualityModel method)

get_luchtmeet_data() (air_quality_forecast.api_caller.APICaller method) get_today_data() (streamlit_src.models.air_quality_model.AirQualityModel method) get_vc_data() (air_quality_forecast.api_caller.APICaller method)

H

HomeController (class in streamlit_src.controllers.home_controller)

HomeView (class in streamlit_src.views.home_view)

I

InputValidator (class in air_quality_forecast.utils)

L

lag_data() (air_quality_forecast.api_caller.APICaller method)

launch_mlflow_server() (air_quality_forecast.model_development.RegressorTrainer static method) load_data() (in module air_quality_forecast.parser_ui)

M

main() (in module air_quality_forecast.get_prediction_data) (in module air_quality_forecast.parser_ui) merge_raw_data() (air_quality_forecast.data_pipeline.FeatureProcessor method) module air_quality_forecast air_quality_forecast.api_caller air_quality_forecast.data_pipeline air_quality_forecast.get_prediction_data air_quality_forecast.main air_quality_forecast.model_development air_quality_forecast.parser_ui air_quality_forecast.prediction air_quality_forecast.utils streamlit_src streamlit_src.app streamlit_src.controllers streamlit_src.controllers.admin_controller streamlit_src.controllers.home_controller streamlit_src.controllers.user_controller streamlit_src.models streamlit_src.models.air_quality_model streamlit_src.views streamlit_src.views.admin_view streamlit_src.views.home_view streamlit_src.views.user_view

N

next_three_day_predictions() (streamlit_src.models.air_quality_model.AirQualityModel method)

None (streamlit_src.views.home_view.HomeView attribute) normalize_data() (in module air_quality_forecast.parser_ui)

P

port_in_use() (air_quality_forecast.model_development.RegressorTrainer static method) PredictorModels (class in air_quality_forecast.prediction) preprocess_data() (air_quality_forecast.data_pipeline.FeatureProcessor method)

PreprocessingPipeline (class in air_quality_forecast.data_pipeline) print_sources() (streamlit_src.views.user_view.UserView method) prompt_admin_password() (streamlit_src.views.home_view.HomeView method), [1]

Q

quiz() (streamlit_src.views.user_view.UserView method)

R

raise_awareness() (streamlit_src.views.user_view.UserView method) random_forest_predictions() (air_quality_forecast.prediction.PredictorModels method) RegressorTrainer (class in air_quality_forecast.model_development)

rename_initial_columns() (air_quality_forecast.utils.FeatureSelector method) run() (air_quality_forecast.model_development.RegressorTrainer method) run_bayesian_optimization() (in module air_quality_forecast.model_development) run_pipeline() (air_quality_forecast.data_pipeline.PreprocessingPipeline method)

S

save_to_csv() (air_quality_forecast.data_pipeline.DataLoader method) select_cols_by_correlation() (air_quality_forecast.utils.FeatureSelector method) select_features() (air_quality_forecast.data_pipeline.FeatureProcessor method) set_layout() (streamlit_src.views.home_view.HomeView method), [1] show_admin_pages() (streamlit_src.views.admin_view.AdminView method) show_current_data() (streamlit_src.views.user_view.UserView method) show_dashboard() (streamlit_src.controllers.admin_controller.AdminController method) (streamlit_src.controllers.user_controller.UserController method) show_dashboard_switch() (streamlit_src.views.home_view.HomeView method), [1] sort_data_by_date() (air_quality_forecast.data_pipeline.FeatureProcessor method) streamlit_src module streamlit_src.app module streamlit_src.controllers module streamlit_src.controllers.admin_controller module

streamlit_src.controllers.home_controller module streamlit_src.controllers.user_controller module streamlit_src.models module streamlit_src.models.air_quality_model module streamlit_src.views module streamlit_src.views.admin_view module streamlit_src.views.home_view module streamlit_src.views.user_view module success() (streamlit_src.views.user_view.UserView method)

T

train_all_models() (in module air_quality_forecast.model_development) train_model() (in module air_quality_forecast.parser_ui)

train_one_model() (in module air_quality_forecast.model_development) train_test_split() (air_quality_forecast.data_pipeline.PreprocessingPipeline method) two_columns_layout() (streamlit_src.views.user_view.UserView method)

U

uninformative_columns() (air_quality_forecast.utils.FeatureSelector method) upload_dataset() (streamlit_src.views.admin_view.AdminView method)

upload_instructions() (streamlit_src.views.admin_view.AdminView method) UserController (class in streamlit_src.controllers.user_controller) UserView (class in streamlit_src.views.user_view)

V

validate_file_exists() (air_quality_forecast.utils.InputValidator static method)

validate_type() (air_quality_forecast.utils.InputValidator static method) view_option_selection() (streamlit_src.views.user_view.UserView method)

X

xgb_predictions() (air_quality_forecast.prediction.PredictorModels method)