Index

A

AbstractBaseModelConfig (class in iowa_forecast.models_configs)

ARIMA_PLUS_XREG_Config (class in iowa_forecast.models_configs) ARIMAConfig (class in iowa_forecast.models_configs)

B

BaseModelConfig (class in iowa_forecast.models_configs)

C

convert_to_datetime() (in module iowa_forecast.plots) create_bigquery_table_from_pandas() (in module iowa_forecast.utils) create_dataset_if_not_found() (in module iowa_forecast.utils) create_date_offset_from_parts() (in module iowa_forecast.utils) create_forecast_features_query() (in module iowa_forecast.load_data)

create_future_data() (in module iowa_forecast.load_data) create_future_feature_table() (in module iowa_forecast.load_data) create_future_feature_tables() (in module iowa_forecast.load_data) create_model_query() (in module iowa_forecast.ml_train) create_models_for_items() (in module iowa_forecast.ml_train) create_query() (in module iowa_forecast.ml_eval)

D

date_offset() (in module iowa_forecast.utils)

E

evaluate_models() (in module iowa_forecast.ml_eval) evaluate_predictions() (in module iowa_forecast.ml_eval)

execute_query_with_retries() (in module iowa_forecast.ml_train) explain_model() (in module iowa_forecast.ml_eval)

F

filter_by_date() (in module iowa_forecast.plots)

G

get_actual_data() (in module iowa_forecast.ml_eval) get_data() (in module iowa_forecast.ml_eval) get_item_names_filter() (in module iowa_forecast.load_data) get_min_datapoints_filter() (in module iowa_forecast.load_data)

get_predictions() (in module iowa_forecast.ml_eval) get_train_data() (in module iowa_forecast.ml_eval) get_training_data() (in module iowa_forecast.load_data) get_weather_query() (in module iowa_forecast.load_data) get_year_weather_query() (in module iowa_forecast.load_data)

I

include_test_on_arima_model_train() (in module iowa_forecast.ml_train) include_test_on_model_train() (in module iowa_forecast.ml_train) iowa_forecast.load_data module iowa_forecast.ml_eval module iowa_forecast.ml_train module

iowa_forecast.models_configs module iowa_forecast.plots module iowa_forecast.utils module

L

list_tables_with_pattern() (in module iowa_forecast.utils)

M

module iowa_forecast.load_data iowa_forecast.ml_eval iowa_forecast.ml_train iowa_forecast.models_configs iowa_forecast.plots iowa_forecast.utils

multi_evaluate_predictions() (in module iowa_forecast.ml_eval)

N

normalize_item_name() (in module iowa_forecast.utils)

P

parse_combined_string() (in module iowa_forecast.utils)

plot_historical_and_forecast() (in module iowa_forecast.plots) plot_series() (in module iowa_forecast.plots)

S

split_table_name_info() (in module iowa_forecast.utils) SUPPORTED_PARAMETERS (iowa_forecast.models_configs.AbstractBaseModelConfig property) (iowa_forecast.models_configs.ARIMA_PLUS_XREG_Config property) (iowa_forecast.models_configs.ARIMAConfig property) (iowa_forecast.models_configs.BaseModelConfig property)

T

train_arima_models() (in module iowa_forecast.ml_train)