基于pandas中expand的作用详解

Pearl ·

更新时间:2024-11-15

· 965 次阅读

expand表示是否把series类型转化为DataFrame类型

下面代码中的ｎ表示去掉下划线"_"的数量

代码如下：


import numpy as np
import pandas as pd
s2 = pd.Series(['a_b_c_f_j', 'c_d_e_f_h', np.nan, 'f_g_h_x_g'])
print("-----------------------------------")
print(s2.str.split('_'))
print("-----------------------------------")
print(s2.str.split('_').str.get(1))
print("-----------------------------------")
print(s2.str.split('_').str[1])
print("---------------expand=True--------------------")
expand1=s2.str.split('_', expand=True)
print(expand1)
print(type(expand1))
print("---------------expand=False--------------------")
expand2=s2.str.split('_', expand=False)
print(expand2)
print(type(expand２))
print("##########################################################")
print("---------------expand=True,n=1--------------------")
expand1=s2.str.rsplit('_', expand=True,n=1)
print(expand1)
print("---------------expand=False,n=1--------------------")
expand2=s2.str.rsplit('_', expand=False,n=1)
print(expand2)

运行结果如下：


-----------------------------------
0  [a, b, c, f, j]
1  [c, d, e, f, h]
2        NaN
3  [f, g, h, x, g]
dtype: object
-----------------------------------
0   b
1   d
2  NaN
3   g
dtype: object
-----------------------------------
0   b
1   d
2  NaN
3   g
dtype: object
---------------expand=True--------------------
   0  1  2  3  4
0  a  b  c  f  j
1  c  d  e  f  h
2 NaN NaN NaN NaN NaN
3  f  g  h  x  g
<class 'pandas.core.frame.DataFrame'>
---------------expand=False--------------------
0  [a, b, c, f, j]
1  [c, d, e, f, h]
2        NaN
3  [f, g, h, x, g]
dtype: object
<class 'pandas.core.series.Series'>
##########################################################
---------------expand=True,n=1--------------------
     0  1
0 a_b_c_f  j
1 c_d_e_f  h
2   NaN NaN
3 f_g_h_x  g
---------------expand=False,n=1--------------------
0  [a_b_c_f, j]
1  [c_d_e_f, h]
2       NaN
3  [f_g_h_x, g]
dtype: object
[Finished in 0.4s]

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expand pandas

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