Series创建方法:
#创建series
import pandas as pd
obj_list=[1,2,3,4]
obj_tuple=(4,5,6,7)
obj_dict={'a':[1,2],'b':[2,3],'c':[3,4],'d':[4,5]}
obj_series_list=pd.Series(obj_list)#通过列表创建series
obj_series_tuple=pd.Series(obj_tuple,index=list('abcd'))#通过元组创建series
obj_series_dict=pd.Series(obj_dict)#通过字典创建series
#定义属性
obj_series_list.index.name='zimu'
obj_series_list.name='data'
print "#通过列表创建series"
print obj_series_list
print "#通过元组创建series"
print obj_series_tuple
print "#通过字典创建series"
print obj_series_dict
#显示series类型及属性
print type(obj_series_list),obj_series_list.dtype
print obj_series_list.index,obj_series_list.index.name
print obj_series_list.values,obj_series_list.name
结果:
#通过列表创建series
zimu
0 1
1 2
2 3
3 4
Name: data, dtype: int64
#通过元组创建series
a 4
b 5
c 6
d 7
dtype: int32
#通过字典创建series
a [1, 2]
b [2, 3]
c [3, 4]
d [4, 5]
dtype: object
<class 'pandas.core.series.Series'> int64
RangeIndex(start=0, stop=4, step=1, name=u'zimu') zimu
[1 2 3 4] data
DataFrame创建方法
#创建dataframe
import pandas as pd
import numpy as np
obj_dict={'a':[1,2],'b':[2,3],'c':[3,4],'d':[4,5]}
obj_array=np.array([[1,2,3,4],[3,4,5,6]])
obj_series_1=pd.Series([11,12,13,14])
obj_series_2=pd.Series([21,22,23,24])
obj_dataframe_dict=pd.DataFrame(obj_dict)#通过字典创建dataframe
obj_dataframe_array=pd.DataFrame(obj_array,index=['one','two'])#通过矩阵创建dataframe
obj_dataframe_series=pd.DataFrame([obj_series_1,obj_series_2])#通过series创建dataframe
obj_dataframe_dataframe=pd.DataFrame(obj_dataframe_series,index=[0,1,'one'],columns=[0,1,2,'a'])#通过其他dataframe创建dataframe
print "#通过字典创建dataframe"
print obj_dataframe_dict
print "#通过矩阵创建dataframe"
print obj_dataframe_array
print "#通过series创建dataframe"
print obj_dataframe_series
print "#通过其他dataframe创建dataframe"
print obj_dataframe_dataframe
#dataframe属性
print obj_dataframe_dataframe.dtypes
print obj_dataframe_dataframe.values
print obj_dataframe_dataframe.columns
print obj_dataframe_dataframe.index
结果:
#通过字典创建dataframe
a b c d
0 1 2 3 4
1 2 3 4 5
#通过矩阵创建dataframe
0 1 2 3
one 1 2 3 4
two 3 4 5 6
#通过series创建dataframe
0 1 2 3
0 11 12 13 14
1 21 22 23 24
#通过其他dataframe创建dataframe
0 1 2 a
0 11.0 12.0 13.0 NaN
1 21.0 22.0 23.0 NaN
one NaN NaN NaN NaN
0 float64
1 float64
2 float64
a float64
dtype: object
[[ 11. 12. 13. nan]
[ 21. 22. 23. nan]
[ nan nan nan nan]]
Index([0, 1, 2, u'a'], dtype='object')
Index([0, 1, u'one'], dtype='object')