air-quality-forecast

• air_quality_forecast package
  • Submodules
  • air_quality_forecast.api_caller module
    • APICaller
      • APICaller._current_time()
      • APICaller._get_luchtmeet_data()
      • APICaller._two_days_ago()
      • APICaller.get_luchtmeet_data()
      • APICaller.get_vc_data()
      • APICaller.lag_data()
  • air_quality_forecast.data_pipeline module
    • DataLoader
      • DataLoader.save_to_csv()
    • FeatureProcessor
      • FeatureProcessor.apply_time_shift()
      • FeatureProcessor.merge_raw_data()
      • FeatureProcessor.preprocess_data()
      • FeatureProcessor.select_features()
      • FeatureProcessor.sort_data_by_date()
    • PreprocessingPipeline
      • PreprocessingPipeline.run_pipeline()
      • PreprocessingPipeline.train_test_split()
  • air_quality_forecast.get_prediction_data module
    • main()
  • air_quality_forecast.main module
  • air_quality_forecast.model_development module
    • RegressorTrainer
      • RegressorTrainer._evaluate_model()
      • RegressorTrainer._optimize_and_evaluate()
      • RegressorTrainer._perform_search()
      • RegressorTrainer._set_data()
      • RegressorTrainer._setup_mlflow()
      • RegressorTrainer.launch_mlflow_server()
      • RegressorTrainer.port_in_use()
      • RegressorTrainer.run()
    • convert_param_space()
    • run_bayesian_optimization()
    • train_all_models()
    • train_one_model()
  • air_quality_forecast.parser_ui module
    • create_parser()
    • load_data()
    • main()
    • normalize_data()
    • train_model()
  • air_quality_forecast.prediction module
    • PredictorModels
      • PredictorModels._load_models()
      • PredictorModels.decision_tree_predictions()
      • PredictorModels.random_forest_predictions()
      • PredictorModels.xgb_predictions()
  • air_quality_forecast.utils module
    • FeatureSelector
      • FeatureSelector.change_to_numeric()
      • FeatureSelector.rename_initial_columns()
      • FeatureSelector.select_cols_by_correlation()
      • FeatureSelector.uninformative_columns()
    • InputValidator
      • InputValidator.validate_file_exists()
      • InputValidator.validate_type()
  • Module contents
• streamlit_src package
  • Subpackages
    • streamlit_src.controllers package
      • Submodules
      • streamlit_src.controllers.admin_controller module
      • streamlit_src.controllers.home_controller module
      • streamlit_src.controllers.user_controller module
      • Module contents
    • streamlit_src.views package
      • Submodules
      • streamlit_src.views.admin_view module
      • streamlit_src.views.home_view module
      • streamlit_src.views.user_view module
      • Module contents
    • streamlit_src.models package
      • Submodules
      • streamlit_src.models.air_quality_model module
      • Module contents
  • Submodules
  • streamlit_src.app module
  • Module contents