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Removing non-numeric values from pandas dataframe using regex
I am trying to remove all non-numeric values from a pandas dataframe.
df = pd.DataFrame({‘A’:[0.1,0.2,’test’,’gag’]})
So far, I have been able to use
df[~df.A.str.isdecimal()]
to remove all strings which contain the word ‘decimal’ from my dataframe. This works great for strings, however, with values.
I tried using
df[~df.A.str.match(‘[^0-9.’)]]
However, this does not remove everything and the result is still not the intended outcome.
A:
Use list of regexes to remove strings which are not floats and change to float:
df = pd.DataFrame({‘A’:[0.1,0.2,1.1,1.2]})
pat = ‘[^\d.]’
df[df[‘A’].str.contains(pat)] = df[‘A’].astype(float)
print (df)
A
0 0.1000
1 0.2000
2 1.1000
3 1.2000
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