[{'role': 'system', 'content': "You are an expert in machine learning and your task is to classify code snippets into one of the following categories: ['helper_functions', 'load_data', 'data_exploration', 'data_preprocessing', 'evaluation', 'modelling', 'prediction', 'result_visualization', 'save_results', 'comment_only']."}, {'role': 'user', 'content': 'Identify the single most appropriate category to which the provided code belongs. Provide your response as a single category label without any additional information, commentary, or personal opinions.\\nPython Code:#SVM\n\nsvclassifier = SVC(kernel=\'linear\')\nsvclassifier.fit(x_train, y_train)\ny_pred2 = svclassifier.predict(x_test)\n\nmseew = mean_squared_error(y_test, y_pred2)\nra = r2_score(y_test, y_pred2)\nmaeew = mean_absolute_error(y_test,y_pred2)\nprint("Mean Squared Error:",mseew)\nprint("R score:",ra)\nprint("Mean Absolute Error:",maeew)\n\nprint(\'f1 score:\')\nprint(f1_score(y_test,y_pred2))\nprint(\'accuracy score:\')\nprint(accuracy_score(y_test,y_pred2))\''}, {'role': 'assistant', 'content': 'modelling'}]