Index

A

ALGORITHM (openaq_engine.config.model_settings.MatrixGeneratorConfig attribute) ALL_MODEL_FEATURES (openaq_engine.config.model_settings.BuildFeaturesConfig property) All_MODEL_FEATURES (openaq_engine.config.model_settings.ModelTrainerConfig attribute) ALL_SATELLITES (openaq_engine.config.model_settings.EEConfig property) AOD_IMAGE_BAND (openaq_engine.config.model_settings.EEConfig attribute)

AOD_IMAGE_COLLECTION (openaq_engine.config.model_settings.EEConfig attribute) AOD_IMAGE_PERIOD (openaq_engine.config.model_settings.EEConfig attribute) AOD_IMAGE_RES (openaq_engine.config.model_settings.EEConfig attribute) api_response_to_df() (in module openaq_engine.src.utils.utils) AWS_ACCESS_KEY (openaq_engine.config.model_settings.TimeSplitterConfig attribute) AWS_SECRET_ACCESS_KEY (openaq_engine.config.model_settings.TimeSplitterConfig attribute)

B

BUCKET_NAME (openaq_engine.config.model_settings.EEConfig attribute)

BuildFeaturesConfig (class in openaq_engine.config.model_settings)

C

CATEGORICAL_FEATURES (openaq_engine.config.model_settings.BuildFeaturesConfig attribute) CITY (openaq_engine.config.model_settings.BuildFeaturesConfig attribute) (openaq_engine.config.model_settings.CohortBuilderConfig attribute) (openaq_engine.config.model_settings.TimeSplitterConfig attribute) CohortBuilderConfig (class in openaq_engine.config.model_settings)

connect_to_db() (in module openaq_engine.setup_environment) CORE_FEATURES (openaq_engine.config.model_settings.BuildFeaturesConfig attribute) COUNTRY (openaq_engine.config.model_settings.BuildFeaturesConfig attribute) (openaq_engine.config.model_settings.CohortBuilderConfig attribute) (openaq_engine.config.model_settings.TimeSplitterConfig attribute)

D

DATABASE (openaq_engine.config.model_settings.TimeSplitterConfig attribute) DATE_COL (openaq_engine.config.model_settings.CohortBuilderConfig attribute) (openaq_engine.config.model_settings.EEConfig attribute) (openaq_engine.config.model_settings.TimeSplitterConfig attribute)

E

ee_array_to_df() (in module openaq_engine.src.utils.utils)

EEConfig (class in openaq_engine.config.model_settings) ENTITY_ID_COLS (openaq_engine.config.model_settings.CohortBuilderConfig attribute)

F

Filter (class in openaq_engine.src.preprocessing.filter) filter_cities() (openaq_engine.src.preprocessing.filter.Filter static method) filter_countries() (openaq_engine.src.preprocessing.filter.Filter static method) FILTER_DICT (openaq_engine.config.model_settings.CohortBuilderConfig attribute)

filter_extreme_values() (openaq_engine.src.preprocessing.filter.Filter static method) filter_no_coordinates() (openaq_engine.src.preprocessing.filter.Filter static method) filter_non_null_values() (openaq_engine.src.preprocessing.filter.Filter static method) filter_pollutant() (openaq_engine.src.preprocessing.filter.Filter static method)

G

get_athena_engine() (in module openaq_engine.setup_environment) get_categorical_feature_indices() (in module openaq_engine.src.utils.utils)

get_data() (in module openaq_engine.src.utils.utils) get_dbengine() (in module openaq_engine.setup_environment) get_s3_file_path_list() (in module openaq_engine.src.utils.utils)

H

HyperparamConfig (class in openaq_engine.config.model_settings)

I

ID_COLS_TO_REMOVE (openaq_engine.config.model_settings.ModelTrainerConfig attribute)

ID_COLUMN_LIST (openaq_engine.config.model_settings.MatrixGeneratorConfig attribute)

J

json_provider() (in module openaq_engine.src.utils.utils)

L

LAND_COVER_IMAGE_BAND (openaq_engine.config.model_settings.EEConfig attribute) LAND_COVER_IMAGE_COLLECTION (openaq_engine.config.model_settings.EEConfig attribute) LAND_COVER_IMAGE_RES (openaq_engine.config.model_settings.EEConfig attribute) LAND_COVER_PERIOD (openaq_engine.config.model_settings.EEConfig attribute) LANDSAT_IMAGE_BAND (openaq_engine.config.model_settings.EEConfig attribute)

LANDSAT_IMAGE_COLLECTION (openaq_engine.config.model_settings.EEConfig attribute) LANDSAT_PERIOD (openaq_engine.config.model_settings.EEConfig attribute) LANDSAT_RES (openaq_engine.config.model_settings.EEConfig attribute) LOCAL_DATA (openaq_engine.config.model_settings.CohortBuilderConfig attribute) (openaq_engine.config.model_settings.TimeSplitterConfig attribute) LOOKBACK_N (openaq_engine.config.model_settings.EEConfig attribute)

M

MatrixGeneratorConfig (class in openaq_engine.config.model_settings) METEROLOGICAL_IMAGE_BAND (openaq_engine.config.model_settings.EEConfig attribute) METEROLOGICAL_IMAGE_COLLECTION (openaq_engine.config.model_settings.EEConfig attribute) METEROLOGICAL_IMAGE_PERIOD (openaq_engine.config.model_settings.EEConfig attribute) METEROLOGICAL_IMAGE_RES (openaq_engine.config.model_settings.EEConfig attribute) MODEL_HYPERPARAMS (openaq_engine.config.model_settings.HyperparamConfig attribute) MODEL_NAMES_LIST (openaq_engine.config.model_settings.ModelTrainerConfig attribute) MODEL_TYPES (openaq_engine.config.model_settings.HyperparamConfig attribute) ModelTrainerConfig (class in openaq_engine.config.model_settings) ModelVisualizerConfig (class in openaq_engine.config.model_settings) module openaq_engine openaq_engine.config openaq_engine.config.model_settings openaq_engine.setup openaq_engine.setup_environment openaq_engine.src openaq_engine.src.preprocessing openaq_engine.src.preprocessing.filter openaq_engine.src.utils openaq_engine.src.utils.utils src src.cohort_builder src.matrix_generator src.preprocess src.preprocessing src.preprocessing.filter src.time_splitter src.train_model src.utils src.utils.utils, [1]

N

NIGHTTIME_LIGHT_IMAGE_BAND (openaq_engine.config.model_settings.EEConfig attribute) NIGHTTIME_LIGHT_IMAGE_COLLECTION (openaq_engine.config.model_settings.EEConfig attribute)

NIGHTTIME_LIGHT_PERIOD (openaq_engine.config.model_settings.EEConfig attribute) NIGHTTIME_LIGHT_RES (openaq_engine.config.model_settings.EEConfig attribute)

O

openaq_engine module openaq_engine.config module openaq_engine.config.model_settings module openaq_engine.setup module openaq_engine.setup_environment module

openaq_engine.src module openaq_engine.src.preprocessing module openaq_engine.src.preprocessing.filter module openaq_engine.src.utils module openaq_engine.src.utils.utils module

P

parametrized() (in module openaq_engine.src.utils.utils) PATH_TO_PRIVATE_KEY (openaq_engine.config.model_settings.EEConfig attribute) PLOT (openaq_engine.config.model_settings.ModelVisualizerConfig attribute) PLOT_METRICS (openaq_engine.config.model_settings.ModelVisualizerConfig attribute) PLOTS_SCHEMA_NAME (openaq_engine.config.model_settings.ModelVisualizerConfig attribute)

PLOTS_TABLE_NAME (openaq_engine.config.model_settings.ModelVisualizerConfig attribute) POPULATION_IMAGE_BAND (openaq_engine.config.model_settings.EEConfig attribute) POPULATION_IMAGE_COLLECTION (openaq_engine.config.model_settings.EEConfig attribute) POPULATION_IMAGE_RES (openaq_engine.config.model_settings.EEConfig attribute) POPULATION_PERIOD (openaq_engine.config.model_settings.EEConfig attribute)

Q

query_results_from_api() (in module openaq_engine.src.utils.utils)

query_results_from_aws() (in module openaq_engine.src.utils.utils)

R

RANDOM_STATE (openaq_engine.config.model_settings.ModelTrainerConfig attribute) read_csv() (in module openaq_engine.src.utils.utils) REGION (openaq_engine.config.model_settings.CohortBuilderConfig attribute) (openaq_engine.config.model_settings.TimeSplitterConfig attribute)

RESOURCE (openaq_engine.config.model_settings.TimeSplitterConfig attribute) RESULTS_TABLE_NAME (openaq_engine.config.model_settings.ModelVisualizerConfig attribute) run_query() (in module openaq_engine.setup_environment)

S

S3_BUCKET (openaq_engine.config.model_settings.CohortBuilderConfig attribute) (openaq_engine.config.model_settings.TimeSplitterConfig attribute) S3_OUTPUT (openaq_engine.config.model_settings.CohortBuilderConfig attribute) (openaq_engine.config.model_settings.TimeSplitterConfig attribute) SATELLITE_FEATURES (openaq_engine.config.model_settings.BuildFeaturesConfig attribute) SCHEMA_NAME (openaq_engine.config.model_settings.CohortBuilderConfig attribute) SENSOR_TYPE (openaq_engine.config.model_settings.CohortBuilderConfig attribute) (openaq_engine.config.model_settings.TimeSplitterConfig attribute) SERVICE_ACCOUNT (openaq_engine.config.model_settings.EEConfig attribute) SOURCE (openaq_engine.config.model_settings.CohortBuilderConfig attribute) (openaq_engine.config.model_settings.TimeSplitterConfig attribute) src module src.cohort_builder module

src.matrix_generator module src.preprocess module src.preprocessing module src.preprocessing.filter module src.time_splitter module src.train_model module src.utils module src.utils.utils module, [1]

T

TABLE_NAME (openaq_engine.config.model_settings.CohortBuilderConfig attribute) (openaq_engine.config.model_settings.EEConfig attribute) (openaq_engine.config.model_settings.TimeSplitterConfig attribute) TARGET_COL (openaq_engine.config.model_settings.BuildFeaturesConfig attribute) TARGET_VARIABLE (openaq_engine.config.model_settings.BuildFeaturesConfig attribute) (openaq_engine.config.model_settings.CohortBuilderConfig attribute) (openaq_engine.config.model_settings.TimeSplitterConfig attribute)

test_database_connect() (in module openaq_engine.setup_environment) TIME_WINDOW_LENGTH (openaq_engine.config.model_settings.TimeSplitterConfig attribute) TimeSplitterConfig (class in openaq_engine.config.model_settings) TRAIN_VALIDATION_DICT (openaq_engine.config.model_settings.TimeSplitterConfig attribute)

U

utils (in module src.utils)

W

WINDOW_COUNT (openaq_engine.config.model_settings.TimeSplitterConfig attribute) WITHIN_WINDOW_SAMPLER (openaq_engine.config.model_settings.TimeSplitterConfig attribute)

write_csv() (in module openaq_engine.src.utils.utils) write_dataclass() (in module openaq_engine.src.utils.utils) write_to_db() (in module openaq_engine.src.utils.utils)