根据`df`的列名与重复列名列表之间的匹配来对Pandas数据帧进行子集化。

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英文:

Subsetting a pandas dataframe based on the match between df's column names and a list of column names with repeated names

问题

我有一列具有重复名称的列名列表,例如:
list = ['col1', 'col3', 'col1']

以及一个pandas数据帧,其中一些列名与列表项匹配:

   col1  col2  col3  col4
0    a     c     e     g
1    b     d     f     h

我想要对数据帧进行子集操作,使得返回的数据帧具有col1、col2和再次的col1,如下:

   col1  col2  col1
0    a     c    a
1    b     d    b

我尝试了以下代码:

names = ['col1', 'col4', 'col1']
df = pd.DataFrame({'col1': ['a', 'b'], 'col2': ['c', 'd'], 'col3': ['e', 'f'], 'col4': ['g', 'h']} )
df2 = df[df.columns & names]
df2

这将只返回col1和col4,而不会重复col1:

   col1 col4
0    a    g
1    b    h
英文:

I have list of column names with duplicated names, for example:
list = ['col1', 'col3', 'col1']

and a pandas dataframe that some of its column names match the list items:

col1	col2	col3	col4
 a	     c	      e 	  g
 b	     d	      f	      h

I would like to subset the dataframe so that the returned df would have col1, col2 and again col1 like:

 col1	col2     col1
   a	c        a
   b	d        b

I have tried

names = ['col1', 'col4', 'col1']
df = pd.DataFrame({'col1': ['a','b'],'col2': ['c', 'd'], 'col3': ['e', 'f'], 'col4': ['g', 'h']} )
df2 = df[df.columns & names]
df2

which returns only col1 and col4 without duplicating col1:

col1	col4
  a	     g
  b    	 h

答案1

得分: 1

只需将包含要提取的所有列(包括重复列)的列表传递给DataFrame索引运算符。

# 要提取的列的名称,包括重复列。
names = ['col1', 'col2', 'col1']

# 创建一个只包含列表中列的新DataFrame。
df2 = df[names]

print(df2)

输出:

  col1 col2 col1
0    a    c    a
1    b    d    b
英文:

Simply pass a list to the DataFrame indexing operator, containing all the columns you want to extract (including repeats).

# The names of the columns to be extracted, including duplicates. 
names = ['col1', 'col2', 'col1']

# Create a new DataFrame made up only of the columns from the list.
df2 = df[names]

print(df2)

Output:

  col1 col2 col1
0    a    c    a
1    b    d    b

huangapple
  • 本文由 发表于 2023年3月7日 22:23:37
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