Index

A

adjust_hour() (in module prepare_weather) annual_plot() (in module plot)

APP_CONFIG (config.Settings attribute) AppConfig (class in config)

B

BUILDING_BATCH_PATH (config.AppConfig attribute)

BUILDING_PARAM_FILES (config.AppConfig attribute)

C

categorical_encode() (in module preprocessing) clean_data() (in module preprocessing) CLEANED_COLUMNS_FILE (config.AppConfig attribute) CLEANED_COLUMNS_FILENAME (config.AppConfig attribute) compute_building_weather_errors() (in module predict) config module convert_dataframe_to_annual() (in module predict)

corr_plot() (in module plot) COSTING (config.AppConfig attribute) COSTING_COLUMNS_FILE (config.AppConfig attribute) COSTING_PREFIX (config.AppConfig attribute) create_costing_dataset() (in module preprocessing) create_dataset() (in module preprocessing) create_directory() (in module config) create_model_mlp() (in module predict) create_model_rf() (in module predict)

D

daily_plot() (in module plot) DOCKER_INPUT_PATH (config.AppConfig attribute)

DOCKER_OUTPUT_PATH (config.AppConfig attribute) DOCKER_SRC_PATH (config.AppConfig attribute)

E

ENERGY (config.AppConfig attribute) ENERGY_PARAM_FILES (config.AppConfig attribute) ENERGY_PREFIX (config.AppConfig attribute)

env_prefix (config.Settings.Config attribute) ESTIMATOR_TYPE (config.AppConfig attribute) evaluate() (in module predict) extra (config.Settings.Config attribute)

F

feature_selection module FEATURE_SELECTION_BUCKET_NAME (config.AppConfig attribute)

FEATURE_SELECTION_FILENAME (config.AppConfig attribute) FEATURES_FILE (config.AppConfig attribute) fit_evaluate() (in module predict)

G

get_config() (in module config)

get_weather_df() (in module prepare_weather) groupsplit() (in module preprocessing)

I

initialize_run_process() (in module run_model)

is_df_col_mixed_type() (in module preprocessing)

J

json_config_settings_source() (in module config)

M

main() (in module feature_selection) (in module predict) (in module prepare_weather) (in module preprocessing) (in module run_model) (in module train_model_pipeline) model_builder() (in module predict) module config feature_selection plot predict prepare_weather preprocessing run_model train_model_pipeline

MULTILAYER_PERCEPTRON (config.AppConfig attribute)

N

norm_res() (in module plot)

norm_res_plot() (in module plot)

O

OHE_FILE (config.AppConfig attribute)

OHE_FILENAME (config.AppConfig attribute)

P

PARAM_SEARCH (config.AppConfig attribute) plot module plot_metric() (in module plot) predict module predicts_hp() (in module predict) prepare_weather module

preprocessing module PREPROCESSING_BUCKET_NAME (config.AppConfig attribute) PREPROCESSING_FILENAME (config.AppConfig attribute) process_building_files() (in module preprocessing) process_building_files_batch() (in module preprocessing) process_costing_building_files() (in module preprocessing) process_hourly_energy() (in module preprocessing) process_weather_file() (in module prepare_weather) process_weather_files() (in module prepare_weather)

R

RANDOM_FOREST (config.AppConfig attribute) RANDOM_SEED (config.AppConfig attribute) read_weather() (in module preprocessing) rmse_loss() (in module predict) RUN_BUCKET_NAME (config.AppConfig attribute)

run_model module RUNNING_AGGREGATED_RESULTS_FILENAME (config.AppConfig attribute) RUNNING_COSTING_RESULTS_FILENAME (config.AppConfig attribute) RUNNING_DAILY_RESULTS_FILENAME (config.AppConfig attribute)

S

save_epw() (in module prepare_weather) save_plot() (in module plot) SCALER_X_FILE (config.AppConfig attribute) SCALER_Y_FILE (config.AppConfig attribute) SCALERX_FILENAME (config.AppConfig attribute) SCALERY_FILENAME (config.AppConfig attribute) score() (in module predict)

select_features() (in module feature_selection) SELECTED_MODEL_TYPE (config.AppConfig attribute) Settings (class in config) Settings.Config (class in config) show_var() (in module plot) SIMULATION_END_DATE (config.AppConfig attribute) SIMULATION_START_DATE (config.AppConfig attribute)

T

target_plot() (in module plot) TRAIN_BUCKET_NAME (config.AppConfig attribute) train_model_pipeline module

TRAINED_MODEL_FILE (config.AppConfig attribute) TRAINED_MODEL_FILENAME_MLP (config.AppConfig attribute) TRAINED_MODEL_FILENAME_RF (config.AppConfig attribute) TRAINING_BUCKET_NAME (config.AppConfig attribute) TRAINING_RESULTS_FILENAME (config.AppConfig attribute)

U

USE_DROPOUT (config.AppConfig attribute)

USE_UPDATED_MODEL (config.AppConfig attribute)

V

VAL_BUILDING_PARAM_FILE (config.AppConfig attribute)

VAL_ENERGY_PARAM_FILE (config.AppConfig attribute)

W

WEATHER_BUCKET_NAME (config.AppConfig attribute)

WEATHER_DATA_STORE (config.AppConfig attribute)