Pandas - 手动创建数据框并插入值

时间:2015-09-28 01:55:28

标签: pandas dataframe manual

这是我的代码:

import pandas as pd
df = pd.DataFrame(columns = ["A", "B"])
df.iloc[0]['A'] = 5

这是输出:

Traceback (most recent call last):
  File "K:/Dop/Pentas/Simpletest/Temp.py", line 38, in <module>
    df.iloc[0]['A'] = 5
  File "C:\Python34\lib\site-packages\pandas\core\indexing.py", line 1189, in __getitem__
    return self._getitem_axis(key, axis=0)
  File "C:\Python34\lib\site-packages\pandas\core\indexing.py", line 1480, in _getitem_axis
    return self._get_loc(key, axis=axis)
  File "C:\Python34\lib\site-packages\pandas\core\indexing.py", line 89, in _get_loc
    return self.obj._ixs(key, axis=axis)
  File "C:\Python34\lib\site-packages\pandas\core\frame.py", line 1719, in _ixs
    label = self.index[i]
  File "C:\Python34\lib\site-packages\pandas\core\index.py", line 1076, in __getitem__
    return getitem(key)
IndexError: index 0 is out of bounds for axis 0 with size 0

有关如何修复它的任何建议?我不知道我的数据帧的总体大小,但我可以猜测。

2 个答案:

答案 0 :(得分:11)

您可以使用

使用数据初始化数据框

df = pd.DataFrame(columns=["A", "B"], data=[[5,np.nan]])

或使用set_value方法(顺便说一下,它比iloc快得多): df.set_value(0,'A',5)

更新2018-04-12

由于不推荐使用pandas版本0.21.0 df.set_value。您应该使用.at[].iat[]访问者:

df.at[0, 'A'] = 5

答案 1 :(得分:4)

提供样本以动态增加数据框... sizeOfDataFrame变量仅限于循环,它将数据添加到数据框并且是动态的......

import pandas as pd
import numpy as np
yourDataFrame = pd.DataFrame()
sizeOfDataFrame = np.random.randint(100, size=1)
for currentLine in range(sizeOfDataFrame):
    yourDataFrame = yourDataFrame.append(pd.DataFrame({"A":np.random.randint(100, size=1),"B":np.random.randint(100, size=1),"C":np.random.randint(100, size=1)},index=[0]))
yourDataFrame.reset_index(inplace = True)    
yourDataFrame.drop('index',axis=1,inplace=True)