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Air Quality Forecast
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<li class="toctree-l1 current"><a class="current reference internal" href="#">air-quality-forecast</a><ul>
<li class="toctree-l2"><a class="reference internal" href="air_quality_forecast.html">air_quality_forecast package</a></li>
<li class="toctree-l2"><a class="reference internal" href="streamlit_src.html">streamlit_src package</a></li>
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<section id="air-quality-forecast">
<h1>air-quality-forecast<a class="headerlink" href="#air-quality-forecast" title="Link to this heading"></a></h1>
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<li class="toctree-l1"><a class="reference internal" href="air_quality_forecast.html">air_quality_forecast package</a><ul>
<li class="toctree-l2"><a class="reference internal" href="air_quality_forecast.html#submodules">Submodules</a></li>
<li class="toctree-l2"><a class="reference internal" href="air_quality_forecast.html#module-air_quality_forecast.api_caller">air_quality_forecast.api_caller module</a><ul>
<li class="toctree-l3"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.api_caller.APICaller"><code class="docutils literal notranslate"><span class="pre">APICaller</span></code></a><ul>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.api_caller.APICaller._current_time"><code class="docutils literal notranslate"><span class="pre">APICaller._current_time()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.api_caller.APICaller._get_luchtmeet_data"><code class="docutils literal notranslate"><span class="pre">APICaller._get_luchtmeet_data()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.api_caller.APICaller._two_days_ago"><code class="docutils literal notranslate"><span class="pre">APICaller._two_days_ago()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.api_caller.APICaller.get_luchtmeet_data"><code class="docutils literal notranslate"><span class="pre">APICaller.get_luchtmeet_data()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.api_caller.APICaller.get_vc_data"><code class="docutils literal notranslate"><span class="pre">APICaller.get_vc_data()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.api_caller.APICaller.lag_data"><code class="docutils literal notranslate"><span class="pre">APICaller.lag_data()</span></code></a></li>
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<li class="toctree-l2"><a class="reference internal" href="air_quality_forecast.html#module-air_quality_forecast.data_pipeline">air_quality_forecast.data_pipeline module</a><ul>
<li class="toctree-l3"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.data_pipeline.DataLoader"><code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a><ul>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.data_pipeline.DataLoader.save_to_csv"><code class="docutils literal notranslate"><span class="pre">DataLoader.save_to_csv()</span></code></a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.data_pipeline.FeatureProcessor"><code class="docutils literal notranslate"><span class="pre">FeatureProcessor</span></code></a><ul>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.data_pipeline.FeatureProcessor.apply_time_shift"><code class="docutils literal notranslate"><span class="pre">FeatureProcessor.apply_time_shift()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.data_pipeline.FeatureProcessor.merge_raw_data"><code class="docutils literal notranslate"><span class="pre">FeatureProcessor.merge_raw_data()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.data_pipeline.FeatureProcessor.preprocess_data"><code class="docutils literal notranslate"><span class="pre">FeatureProcessor.preprocess_data()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.data_pipeline.FeatureProcessor.select_features"><code class="docutils literal notranslate"><span class="pre">FeatureProcessor.select_features()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.data_pipeline.FeatureProcessor.sort_data_by_date"><code class="docutils literal notranslate"><span class="pre">FeatureProcessor.sort_data_by_date()</span></code></a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.data_pipeline.PreprocessingPipeline"><code class="docutils literal notranslate"><span class="pre">PreprocessingPipeline</span></code></a><ul>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.data_pipeline.PreprocessingPipeline.run_pipeline"><code class="docutils literal notranslate"><span class="pre">PreprocessingPipeline.run_pipeline()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.data_pipeline.PreprocessingPipeline.train_test_split"><code class="docutils literal notranslate"><span class="pre">PreprocessingPipeline.train_test_split()</span></code></a></li>
</ul>
</li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="air_quality_forecast.html#module-air_quality_forecast.get_prediction_data">air_quality_forecast.get_prediction_data module</a><ul>
<li class="toctree-l3"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.get_prediction_data.main"><code class="docutils literal notranslate"><span class="pre">main()</span></code></a></li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="air_quality_forecast.html#module-air_quality_forecast.main">air_quality_forecast.main module</a></li>
<li class="toctree-l2"><a class="reference internal" href="air_quality_forecast.html#module-air_quality_forecast.model_development">air_quality_forecast.model_development module</a><ul>
<li class="toctree-l3"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.model_development.RegressorTrainer"><code class="docutils literal notranslate"><span class="pre">RegressorTrainer</span></code></a><ul>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.model_development.RegressorTrainer._evaluate_model"><code class="docutils literal notranslate"><span class="pre">RegressorTrainer._evaluate_model()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.model_development.RegressorTrainer._optimize_and_evaluate"><code class="docutils literal notranslate"><span class="pre">RegressorTrainer._optimize_and_evaluate()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.model_development.RegressorTrainer._perform_search"><code class="docutils literal notranslate"><span class="pre">RegressorTrainer._perform_search()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.model_development.RegressorTrainer._set_data"><code class="docutils literal notranslate"><span class="pre">RegressorTrainer._set_data()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.model_development.RegressorTrainer._setup_mlflow"><code class="docutils literal notranslate"><span class="pre">RegressorTrainer._setup_mlflow()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.model_development.RegressorTrainer.launch_mlflow_server"><code class="docutils literal notranslate"><span class="pre">RegressorTrainer.launch_mlflow_server()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.model_development.RegressorTrainer.port_in_use"><code class="docutils literal notranslate"><span class="pre">RegressorTrainer.port_in_use()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.model_development.RegressorTrainer.run"><code class="docutils literal notranslate"><span class="pre">RegressorTrainer.run()</span></code></a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.model_development.convert_param_space"><code class="docutils literal notranslate"><span class="pre">convert_param_space()</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.model_development.run_bayesian_optimization"><code class="docutils literal notranslate"><span class="pre">run_bayesian_optimization()</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.model_development.train_all_models"><code class="docutils literal notranslate"><span class="pre">train_all_models()</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.model_development.train_one_model"><code class="docutils literal notranslate"><span class="pre">train_one_model()</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="air_quality_forecast.html#module-air_quality_forecast.parser_ui">air_quality_forecast.parser_ui module</a><ul>
<li class="toctree-l3"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.parser_ui.create_parser"><code class="docutils literal notranslate"><span class="pre">create_parser()</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.parser_ui.load_data"><code class="docutils literal notranslate"><span class="pre">load_data()</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.parser_ui.main"><code class="docutils literal notranslate"><span class="pre">main()</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.parser_ui.normalize_data"><code class="docutils literal notranslate"><span class="pre">normalize_data()</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.parser_ui.train_model"><code class="docutils literal notranslate"><span class="pre">train_model()</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="air_quality_forecast.html#module-air_quality_forecast.prediction">air_quality_forecast.prediction module</a><ul>
<li class="toctree-l3"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.prediction.PredictorModels"><code class="docutils literal notranslate"><span class="pre">PredictorModels</span></code></a><ul>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.prediction.PredictorModels._load_models"><code class="docutils literal notranslate"><span class="pre">PredictorModels._load_models()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.prediction.PredictorModels.decision_tree_predictions"><code class="docutils literal notranslate"><span class="pre">PredictorModels.decision_tree_predictions()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.prediction.PredictorModels.random_forest_predictions"><code class="docutils literal notranslate"><span class="pre">PredictorModels.random_forest_predictions()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.prediction.PredictorModels.xgb_predictions"><code class="docutils literal notranslate"><span class="pre">PredictorModels.xgb_predictions()</span></code></a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="air_quality_forecast.html#module-air_quality_forecast.utils">air_quality_forecast.utils module</a><ul>
<li class="toctree-l3"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.utils.FeatureSelector"><code class="docutils literal notranslate"><span class="pre">FeatureSelector</span></code></a><ul>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.utils.FeatureSelector.change_to_numeric"><code class="docutils literal notranslate"><span class="pre">FeatureSelector.change_to_numeric()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.utils.FeatureSelector.rename_initial_columns"><code class="docutils literal notranslate"><span class="pre">FeatureSelector.rename_initial_columns()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.utils.FeatureSelector.select_cols_by_correlation"><code class="docutils literal notranslate"><span class="pre">FeatureSelector.select_cols_by_correlation()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.utils.FeatureSelector.uninformative_columns"><code class="docutils literal notranslate"><span class="pre">FeatureSelector.uninformative_columns()</span></code></a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.utils.InputValidator"><code class="docutils literal notranslate"><span class="pre">InputValidator</span></code></a><ul>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.utils.InputValidator.validate_file_exists"><code class="docutils literal notranslate"><span class="pre">InputValidator.validate_file_exists()</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="air_quality_forecast.html#air_quality_forecast.utils.InputValidator.validate_type"><code class="docutils literal notranslate"><span class="pre">InputValidator.validate_type()</span></code></a></li>
</ul>
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</ul>
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<li class="toctree-l2"><a class="reference internal" href="air_quality_forecast.html#module-air_quality_forecast">Module contents</a></li>
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<li class="toctree-l1"><a class="reference internal" href="streamlit_src.html">streamlit_src package</a><ul>
<li class="toctree-l2"><a class="reference internal" href="streamlit_src.html#subpackages">Subpackages</a><ul>
<li class="toctree-l3"><a class="reference internal" href="streamlit_src.controllers.html">streamlit_src.controllers package</a><ul>
<li class="toctree-l4"><a class="reference internal" href="streamlit_src.controllers.html#submodules">Submodules</a></li>
<li class="toctree-l4"><a class="reference internal" href="streamlit_src.controllers.html#module-streamlit_src.controllers.admin_controller">streamlit_src.controllers.admin_controller module</a></li>
<li class="toctree-l4"><a class="reference internal" href="streamlit_src.controllers.html#module-streamlit_src.controllers.home_controller">streamlit_src.controllers.home_controller module</a></li>
<li class="toctree-l4"><a class="reference internal" href="streamlit_src.controllers.html#module-streamlit_src.controllers.user_controller">streamlit_src.controllers.user_controller module</a></li>
<li class="toctree-l4"><a class="reference internal" href="streamlit_src.controllers.html#module-streamlit_src.controllers">Module contents</a></li>
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<li class="toctree-l3"><a class="reference internal" href="streamlit_src.views.html">streamlit_src.views package</a><ul>
<li class="toctree-l4"><a class="reference internal" href="streamlit_src.views.html#submodules">Submodules</a></li>
<li class="toctree-l4"><a class="reference internal" href="streamlit_src.views.html#module-streamlit_src.views.admin_view">streamlit_src.views.admin_view module</a></li>
<li class="toctree-l4"><a class="reference internal" href="streamlit_src.views.html#module-streamlit_src.views.home_view">streamlit_src.views.home_view module</a></li>
<li class="toctree-l4"><a class="reference internal" href="streamlit_src.views.html#module-streamlit_src.views.user_view">streamlit_src.views.user_view module</a></li>
<li class="toctree-l4"><a class="reference internal" href="streamlit_src.views.html#module-streamlit_src.views">Module contents</a></li>
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<li class="toctree-l3"><a class="reference internal" href="streamlit_src.models.html">streamlit_src.models package</a><ul>
<li class="toctree-l4"><a class="reference internal" href="streamlit_src.models.html#submodules">Submodules</a></li>
<li class="toctree-l4"><a class="reference internal" href="streamlit_src.models.html#module-streamlit_src.models.air_quality_model">streamlit_src.models.air_quality_model module</a></li>
<li class="toctree-l4"><a class="reference internal" href="streamlit_src.models.html#module-streamlit_src.models">Module contents</a></li>
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<li class="toctree-l2"><a class="reference internal" href="streamlit_src.html#submodules">Submodules</a></li>
<li class="toctree-l2"><a class="reference internal" href="streamlit_src.html#module-streamlit_src.app">streamlit_src.app module</a></li>
<li class="toctree-l2"><a class="reference internal" href="streamlit_src.html#module-streamlit_src">Module contents</a></li>
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