Update app.py

app.py

@@ -68,17 +68,13 @@ def find_best_transformations(file):
             best_combination = transformation_combo
             best_model = model
 
-    # Retorna os resultados
+    # Formata a saída para cada campo esperado
     equation = f"y = {best_model.intercept_:.4f} " + " + ".join(
         [f"({coef:.4f}) * {trans}" for coef, trans in zip(best_model.coef_, X.columns)]
     )
     transformation_info = dict(zip(X.columns, best_combination))
 
-    return {
-        "Equação": equation,
-        "Transformações": transformation_info,
-        "R2_Score": best_score,
-    }
+    return equation, transformation_info, best_score
 
 # Configuração da interface Gradio
 iface = gr.Interface(
@@ -94,4 +90,4 @@ iface = gr.Interface(
 )
 
 # Executa a interface Gradio com link público
-iface.launch(share=True)
+iface.launch(share=True)