I have some problems with the Pandas apply function, when using multiple columns with the following dataframe
df = DataFrame ({'a' : np.random.randn(6),
'b' : ['foo', 'bar'] * 3,
'c' : np.random.randn(6)})
and the following function
def my_test(a, b):
return a % b
When I try to apply this function with :
df['Value'] = df.apply(lambda row: my_test(row[a], row), axis=1)
I get the error message:
NameError: ("global name 'a' is not defined", u'occurred at index 0')
I do not understand this message, I defined the name properly.
I would highly appreciate any help on this issue
Update
Thanks for your help. I made indeed some syntax mistakes with the code, the index should be put ”. However I still get the same issue using a more complex function such as:
def my_test(a):
cum_diff = 0
for ix in df.index():
cum_diff = cum_diff + (a - df['a'][ix])
return cum_diff