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Python:比较两个csv文件中的特定列

[英]Python: Comparing specific columns in two csv files

假设我有两个CSV文件(file1和file2),其内容如下所示:

文件1:

fred,43,Male,"23,45",blue,"1, bedrock avenue"

文件2:

fred,39,Male,"23,45",blue,"1, bedrock avenue"

我想比较这两个CSV记录,看看列0,2,3,4和5是否相同。 我不关心第1列。

这样做的最pythonic方法是什么?

编辑:

一些示例代码将不胜感激。

EDIT2:

请注意,嵌入的逗号需要正确处理。

我想最好的方法是使用Python库: http//docs.python.org/library/csv.html

更新(示例已添加)

import csv
reader1 = csv.reader(open('data1.csv', 'rb'), delimiter=',', quotechar='"'))
row1 = reader1.next()
reader2 = csv.reader(open('data2.csv', 'rb'), delimiter=',', quotechar='"'))
row2 = reader2.next()
if (row1[0] == row2[0]) and (row1[2:] == row2[2:]):
    print "eq"
else:
    print "different"
>>> import csv
>>> csv1 = csv.reader(open("file1.csv", "r"))
>>> csv2 = csv.reader(open("file2.csv", "r"))
>>> while True:
...   try:
...     line1 = csv1.next()
...     line2 = csv2.next()
...     equal = (line1[0]==line2[0] and line1[2]==line2[2] and line1[3]==line2[3] and line1[4]==line2[4] and line1[5]==line2[5])
...     print equal
...   except StopIteration:
...     break
True

更新

3年后,我想我宁愿这样写。

import csv

interesting_cols = [0, 2, 3, 4, 5]

with open("file1.csv", 'r') as file1,\
     open("file2.csv", 'r') as file2:

    reader1, reader2 = csv.reader(file1), csv.reader(file2)

    for line1, line2 in zip(reader1, reader2):
        equal = all(x == y
            for n, (x, y) in enumerate(zip(line1, line2))
            if n in interesting_cols
        )
        print(equal)

我会阅读两个记录,删除第1列并比较剩下的内容。 (在python3中工作)

import csv
file1 = csv.reader(open("file1.csv", "r"))
file2 = csv.reader(open("file2.csv", "r"))
r1 = next(file1)
r1.pop(1)
r2 = next(file2)
r2.pop(1)
return r1 == r2
# Include required modules

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns

# Include required csv files

df_TrainSet = pd.read_csv('../data/ldp_TrainSet.csv')
df_DataSet = pd.read_csv('../data/ldp_DataSet.csv')


# First test
[c for c in df_TrainSet if c not in df_DataSet.columns]

# Second test
[c for c in df_DataSet if c not in df_TrainSet.columns]

在这个例子中,我检查两个CSV文件是否两个文件中的列彼此存在。

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