Checking If A Data Series Is Strings
I want to check if a column in a dataframe contains strings. I would have thought this could be done just by checking dtype, but that isn't the case. A pandas series that contains
Solution 1:
You can use this to see if all elements in a column are strings
df.applymap(type).eq(str).all()
a False
b True
c False
dtype: bool
To just check if any are strings
df.applymap(type).eq(str).any()
Solution 2:
You could map the data with a function that converts all the elements to True or False if they are equal to str-type or not, then just check if the list contains any False
elements
The example below tests a list containing element other then str. It will tell you True
if data of other type is present
test = [1, 2, '3']
Falseinmap((lambda x: type(x) == str), test)
Output: True
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