titanicprediction.interface package

Submodules

titanicprediction.interface.web module

class titanicprediction.interface.web.AppState

Bases: TypedDict

current_page: str

current_predictions: list[Any]

dataset: Dataset | None

preprocessing_pipeline: Any | None

trained_model: TrainedModel | None

training_history: list[float]

training_result: Any | None

class titanicprediction.interface.web.DataAnalysisPage

Bases: object

_create_interactive_plots(dataset: Dataset)

_render_data_analysis(state: AppState) → None

_render_data_loading(state: AppState, app_config: dict) → None

render(state: AppState) → None

class titanicprediction.interface.web.DataTableComponent

Bases: object

render(data: DataFrame, title: str = 'Таблица данных', page_size: int = 10) → None

class titanicprediction.interface.web.DocumentationPage

Bases: object

_render_practical_part()

_render_results_conclusions()

_render_sources()

_render_technical_documentation()

_render_theoretical_part()

render(state: AppState) → None

class titanicprediction.interface.web.HomePage

Bases: object

render(state) → None

class titanicprediction.interface.web.ModelExplanationPage

Bases: object

_generate_2d_analysis(feature1: str, feature2: str, model: TrainedModel, dataset: Dataset)

_render_advanced_analytics(state: AppState, model: TrainedModel, dataset: Dataset)

_render_feature_importance(state: AppState, model: TrainedModel, dataset: Dataset)

_render_model_insights(state: AppState, model: TrainedModel, dataset: Dataset)

_render_prediction_analysis(state: AppState)

render(state: AppState) → None

class titanicprediction.interface.web.ModelMetricsComponent

Bases: object

_render_confusion_matrix(cm: ndarray) → None

_render_detailed_metrics(metrics: dict[str, float]) → None

render(metrics: dict[str, float], confusion_matrix: ndarray) → None

class titanicprediction.interface.web.ModelTrainingPage

Bases: object

_evaluate_model(state: AppState) → None

_render_training_controls() → dict[str, Any]

_render_training_results(state: AppState) → None

_train_model(state: AppState, config: dict[str, Any]) → None

render(state: AppState) → None

class titanicprediction.interface.web.PlotComponent

Bases: object

render(plot_path: Path, title: str = 'График') → None

class titanicprediction.interface.web.PredictionFormComponent

Bases: object

render() → Passenger

class titanicprediction.interface.web.PredictionPage

Bases: object

_make_prediction(state: AppState, passenger: Passenger) → None

_render_prediction_history(state: AppState) → None

_render_prediction_result(prediction: Any) → None

render(state: AppState) → None

class titanicprediction.interface.web.TitanicApp(app_config: dict | None = None)

Bases: object

__init__(app_config: dict | None = None)

_render_current_page() → None

_render_sidebar() → None

run() → None

Module contents