在Python中调用多个函数的优雅方法 [英] Elegant way to invoke multiple functions in Python

问题描述

我正在使用Python进行数据清理.我有下面的工作流程来调用我的所有函数

I am doing a data cleaning using Python. I have got the below workflow to call all my functions

  if __name__ == "__main__":

       data_file, hash_file, cols = read_file()
       survey_data, cleaned_hash_file = format_files(data_file, hash_file, cols)
       survey_data, cleaned_hash_file = rename_columns(survey_data, cleaned_hash_file)
       survey_data, cleaned_hash_file = data_transformation_stage_1(survey_data, cleaned_hash_file)
       observation, survey_data, cleaned_hash_file = data_transformation_stage_2(survey_data, cleaned_hash_file)
       observation, survey_data, cleaned_hash_file = data_transformation_stage_3(observation, survey_data, cleaned_hash_file)
       observation, survey_data, cleaned_hash_file = observation_date_fill(observation, survey_data, cleaned_hash_file)
       write_file(observation, survey_data, cleaned_hash_file)

因此，每个函数的输出(返回语句变量)都用作后续函数的输入.所有函数都将数据帧作为输出返回.因此observation，survey_data，cleaned_hash_file，data_file，hash_file，cols都是每个函数中使用的所有数据帧.

So, the output (return statement variables) from each function is used as an input to the subsequent functions. All the functions return dataframe as an output. So observation,survey_data,cleaned_hash_file,data_file,hash_file,cols are all dataframes used in each function.

还有其他更好且优雅的方式来编写此代码吗?

Is there any other better and elegant way to write this?

推荐答案

尝试遍历函数.假定当前迭代的输入与先前迭代的输出具有相同的顺序:

Try iterating through your functions. It assumes that input of the current iteration has the same order as the output of the previous iteration:

funcs = [read_file, format_files, rename_columns, data_transformation_stage_1, data_transformation_stage_2, data_transformation_stage_3, observation_date_fill, write_file]

output = []
for func in funcs:
    output = func(*output)

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