From 05a028e55fba470f69b6da34fc71fd7f67b6710a Mon Sep 17 00:00:00 2001 From: Joaquin Torres Bravo Date: Tue, 14 May 2024 11:32:07 +0200 Subject: [PATCH] Regenerated with sd and mean for cv --- model_selection/hyperparam_tuning.py | 6 +++++- .../output_hyperparam/hyperparamers.xlsx | Bin 21624 -> 13682 bytes 2 files changed, 5 insertions(+), 1 deletion(-) diff --git a/model_selection/hyperparam_tuning.py b/model_selection/hyperparam_tuning.py index 89d82bf..bfd8141 100644 --- a/model_selection/hyperparam_tuning.py +++ b/model_selection/hyperparam_tuning.py @@ -156,8 +156,12 @@ if __name__ == "__main__": params = hyperparameters[model_name] search = RandomizedSearchCV(model, param_distributions=params, cv=cv, n_jobs=10, scoring='precision') search.fit(X,y) + # Access the results + results = search.cv_results_ hyperparam_df.at[model_name,'Parameters']=search.best_params_ - hyperparam_df.at[model_name,'Score']=round(search.best_score_,4) + hyperparam_df.at[model_name,'Best Precision']=round(search.best_score_,4) + hyperparam_df.at[model_name,'Mean Precision']= np.mean(results['mean_test_score']) + hyperparam_df.at[model_name,'SD']= np.std(results['std_test_score']) # Store the DataFrame in the dictionary with a unique key for each sheet sheet_name = f"{group}_{method_names[j]}" diff --git a/model_selection/output_hyperparam/hyperparamers.xlsx b/model_selection/output_hyperparam/hyperparamers.xlsx index 58c51e6a85a44afd2f2624f898c16356d7f35b4e..11584750562141b2d42534cde438f9f0cb40a299 100644 GIT binary patch literal 13682 zcmaib1yo$yvTft;65JhvyGw8h?(Xgo++BjZdvJGmcXtm23Besc$$9UcclhW2-(&3V z-aWczuim@XoK>}I$x4ENq5=Q_NWd?R3RMyHZdkv!v+B14@$E3QF_5*lv2~!+v$dsl zv9gr@Dh<;^kND|T;>WtR(k}uAg1Nk{VRtb$)@VZ^=fEcqh3=?T?hX2g7PJx7KH@Jd zL48GDNW-Fl1{jfEq1j?gQBo{3RXqL)*Km|&lRlCv>_HG+G%2Quv?tt?dd>r!HkKXA zAEk|f$?1+s<_r{fNfwu10~g!y8*J|Nz&hg|z-0e1Ue$?yx1+aljsgJyNdJ4h1~&Fa zzXx0p(=F3W4;!Robky#&3QLkp^8t}OIyxD22c2{SeVSQLf9~h0_~?S~)&Ro`pLYXV 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