Python numpy数组到数据帧转换-值错误
我有一个名为“data”的numpy数组-Python numpy数组到数据帧转换-值错误,python,arrays,pandas,numpy,dataframe,Python,Arrays,Pandas,Numpy,Dataframe,我有一个名为“data”的numpy数组- array([['ksr-usconeng101', 'C', '632.3', '1'], ['ksr-usconeng101', 'D', '242.9', '2'], ['ksr-usconeng158', 'C', '1044.5', '3'], ['ksr-usconeng158', 'D', '2771.2', '4'], ['ksr-usconeng158', 'G', '7.3',
array([['ksr-usconeng101', 'C', '632.3', '1'],
['ksr-usconeng101', 'D', '242.9', '2'],
['ksr-usconeng158', 'C', '1044.5', '3'],
['ksr-usconeng158', 'D', '2771.2', '4'],
['ksr-usconeng158', 'G', '7.3', '5'],
['ksr-usconeng163', 'C', '1597.0', '6'],
['ksr-usconeng163', 'D', '1676.3', '7'],
['server', 'drive', 'size', '']],
dtype='<U15')
数据-
data[0:-1,0:3]
Out[145]:
array([['ksr-usconeng101', 'C', '632.3'],
['ksr-usconeng101', 'D', '242.9'],
['ksr-usconeng158', 'C', '1044.5'],
['ksr-usconeng158', 'D', '2771.2'],
['ksr-usconeng158', 'G', '7.3'],
['ksr-usconeng163', 'C', '1597.0'],
['ksr-usconeng163', 'D', '1676.3']],
dtype='<U15')
请说明我遗漏了什么 试试这个
pd.DataFrame(data=data[0:-1,0:3],
index = data[0:-1,-1],
columns = data[-1:, 0:-1].tolist())
列需要为1D:
df = pd.DataFrame(data=data[:-1,:3],
index=data[:-1,-1],
columns=data[-1, :-1])
print(df)
输出:
server drive size
1 ksr-usconeng101 C 632.3
2 ksr-usconeng101 D 242.9
3 ksr-usconeng158 C 1044.5
4 ksr-usconeng158 D 2771.2
5 ksr-usconeng158 G 7.3
6 ksr-usconeng163 C 1597.0
7 ksr-usconeng163 D 1676.3
你有:
>>> data[-1:, 0:-1].shape
(1, 3)
但需要:
>>> data[-1, :-1].shape
(3,)
df = pd.DataFrame(data=data[:-1,:3],
index=data[:-1,-1],
columns=data[-1, :-1])
print(df)
server drive size
1 ksr-usconeng101 C 632.3
2 ksr-usconeng101 D 242.9
3 ksr-usconeng158 C 1044.5
4 ksr-usconeng158 D 2771.2
5 ksr-usconeng158 G 7.3
6 ksr-usconeng163 C 1597.0
7 ksr-usconeng163 D 1676.3
>>> data[-1:, 0:-1].shape
(1, 3)
>>> data[-1, :-1].shape
(3,)
import numpy as np, pandas as pd
df = pd.DataFrame(data[0:7, 0:3].flatten().reshape(7,3),
columns = ["a", "b", "c"])
a b c
0 ksr-usconeng101 C 632.3
1 ksr-usconeng101 D 242.9
2 ksr-usconeng158 C 1044.5
3 ksr-usconeng158 D 2771.2
4 ksr-usconeng158 G 7.3
5 ksr-usconeng163 C 1597.0
6 ksr-usconeng163 D 1676.3