when I am writing code it seems like pandas Series are supporting different data types. Which concept I am missing I this code..??
This dosent shows error
import pandas as pd
d=["javeed","meera","shareef",1.12]
pd.Series(d,range(1,5),dtype=str)
This shows Error:
i=[1,2,3,4,"Javeed"]
pd.Series(i,range(1,6),dtype=int)
I expected error for both cells but it is showing error for only one cell.
The first one will not give you error because 1.12
will be converted to string as you mentioned dtype = str
while making series.
import pandas as pd
d=["javeed","meera","shareef",1.12]
sr = pd.Series(d,range(1,5),dtype=str)
print(sr[4])
print(type(sr[4]))
Output:
1.12 # this is string here
<class 'str'>
Reason: A float
can be cast to string
while a string
can not be cast to float
.
In second series, you have strings
but you are mentioning dtype = int
and since strings
can't be cast into int
so it is giving you error.