首页 > 解决方案 > 如何将列与列组合以获取数据列表中的结果(Python)?

问题描述

我正在使用 Python 中的 CSV 文件。我试图阅读并将其拆分为一个列表:

# read file
with open("StudentsPerformance.csv") as file:
    data = file.read().split("\n")

header = data[0]
students = data[1:]

# remove last student (empty student)
students.pop()

# get total number of students
total_student = len(students)

# split header
header = header.split(",")
subjects = header[5:]

# split each student in list
for i in range(len(students)):
    students[i] = students[i].split(",")

for i in range(len(students)):
    print(students[i])

然后,我有一个数据列表,如:

['female', 'group B', "bachelor's degree", 'standard', 'none', '72', '72', '74']
['female', 'group C', 'some college', 'standard', 'completed', '69', '90', '88']
['female', 'group B', "master's degree", 'standard', 'none', '90', '95', '93']
['male', 'group A', "associate's degree", 'free/reduced', 'none', '47', '57', '44']
['male', 'group C', 'some college', 'standard', 'none', '76', '78', '75']
['female', 'group B', "associate's degree", 'standard', 'none', '71', '83', '78']
['female', 'group B', 'some college', 'standard', 'completed', '88', '95', '92']

每列的名称是性别、种族、父母教育程度、备考课程、数学成绩、阅读成绩和写作成绩。

那么,我怎样才能得到每个组性别(女性、男性)的三个科目(数学、阅读、写作)的平均成绩?比如女性的平均分是 83.33,男性是 63.83。

我不能使用熊猫库。

谢谢你。

标签: pythonlistcsv

解决方案


以下代码将为您提供男性和女性的平均值:

    maleScore = 0
    femaleScore = 0
    noOfMales = 0
    noOfFemales = 0
    
    for student in students:
        if student[0] == "male":
            maleScore += float(student[5])
            maleScore += float(student[6])
            maleScore += float(student[7])
            noOfMales += 1
        else:
            femaleScore += float(student[5])
            femaleScore += float(student[6])
            femaleScore += float(student[7])
            noOfFemales += 1
    
    maleAverageScore = maleScore/(noOfMales*3)
    femaleAverrageScore = femaleScore /(noOfFemales*3)

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