如何在 Pandas DataFrame 上添加列标签
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how to add columns label on a Pandas DataFrame
提问by Stefano Fedele
I can't understand how can I add column names on a pandas dataframe, an easy example will clarify my issue:
我不明白如何在 Pandas 数据框上添加列名,一个简单的例子将阐明我的问题:
dic = {'a': [4, 1, 3, 1], 'b': [4, 2, 1, 4], 'c': [5, 7, 9, 1]}
df = pd.DataFrame(dic)
now if I type df than I get
现在如果我输入 df 比我得到
a b c
0 4 4 5
1 1 2 7
2 3 1 9
3 1 4 1
say now that I generate another dataframe just by summing up the columns on the previous one
现在说我只是通过总结前一列的列来生成另一个数据帧
a = df.sum()
if I type 'a' than I get
如果我输入“a”而不是我得到
a 9
b 11
c 22
That looks like a dataframe without with index and without names on the only column. So I wrote
这看起来像一个没有索引且唯一列上没有名称的数据框。所以我写了
a.columns = ['column']
or
或者
a.columns = ['index', 'column']
and in both cases Python was happy because he didn't provide me any message of errors. But still if I type 'a' I can't see the columns name anywhere. What's wrong here?
在这两种情况下,Python 都很高兴,因为他没有向我提供任何错误消息。但是,如果我输入“a”,我在任何地方都看不到列名。这里有什么问题?
采纳答案by ysearka
The method DataFrame.sum()
does an aggregation and therefore returns a Series
, not a DataFrame
. And a Series has no columns, only an index. If you want to create a DataFrame out of your sum you can change a = df.sum()
by:
该方法DataFrame.sum()
进行聚合,因此返回 a Series
,而不是 a DataFrame
。并且一个系列没有列,只有一个索引。如果您想从总和中创建一个 DataFrame,您可以a = df.sum()
通过以下方式进行更改:
a = pandas.DataFrame(df.sum(), columns = ['whatever_name_you_want'])