[{'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:start = numpy.random.randint(0, len(dataX)-1)\npattern = dataX[start]\nprint("The context:")\nprint("\\"", \'\'.join([int_to_char[value] for value in pattern]), "\\"")\nprint("-------------------------------------------------------------------")\nprint("\\nGenerated text: \\n", "\\"")\nfor i in range(500):\nx = numpy.reshape(pattern, (1, len(pattern), 1))\nx = x / float(n_vocab)\nprediction = model.predict(x, verbose=0)\nindex = numpy.argmax(prediction)\nresult = int_to_char[index]\nseq_in = [int_to_char[value] for value in pattern]\nsys.stdout.write(result)\npattern.append(index)\npattern = pattern[1:len(pattern)]\nprint("\\n\\"", "\\nDone.")'}, {'role': 'assistant', 'content': 'prediction'}]