fishy.analysis.statistical¶
Statistical analysis tools for experiment results.
Functions
- fishy.analysis.statistical.display_statistical_summary(df: DataFrame, show_significance: bool = True)[source]¶
Displays a pretty table grouped by dataset.
- fishy.analysis.statistical.perform_significance_test(model_results: List[float], baseline_results: List[float], alpha: float = 0.05) Dict[str, Any][source]¶
Performs a paired t-test between model and baseline results.
- fishy.analysis.statistical.summarize_results(results_map: Dict[str, List[Dict[str, Any]]], baseline_model: str | None = None)[source]¶
Summarizes results and calculates significance for both Train and Test.
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