I have a huge corpus of text (line by line) and I want to remove special characters but sustain the space and structure of the string.
hello? there A-Z-R_T(,**)
I think nfn neil answer is great...but i would just add a simple regex to remove all no words character,however it will consider underscore as part of the word
print re.sub(r'\W+', ' ', string)
>>> hello there A Z R_T world welcome to python
Create a dictionary mapping special characters to None
d = {c:None for c in special_characters}
Make a translation table using the dictionary. Read the entire text into a variable and use str.translate on the entire text.
you can try this
import re
sentance = '''hello? there A-Z-R_T(,**), world, welcome to python. this **should? the next line#followed- by@ an#other %million^ %%like $this.'''
res = re.sub('[!,*)@#%(&$_?.^]', '', sentance)
print(res)
re.sub('["]') -> here you can add which symbol you want to remove
You can use this pattern, too, with regex
:
import re
a = '''hello? there A-Z-R_T(,**), world, welcome to python.
this **should? the next line#followed- by@ an#other %million^ %%like $this.'''
for k in a.split("\n"):
print(re.sub(r"[^a-zA-Z0-9]+", ' ', k))
# Or:
# final = " ".join(re.findall(r"[a-zA-Z0-9]+", k))
# print(final)
Output:
hello there A Z R T world welcome to python
this should the next line followed by an other million like this
Edit:
Otherwise, you can store the final lines into a list
:
final = [re.sub(r"[^a-zA-Z0-9]+", ' ', k) for k in a.split("\n")]
print(final)
Output:
['hello there A Z R T world welcome to python ', 'this should the next line followed by an other million like this ']
A more elegant solution would be
print(re.sub(r"\W+|_", " ", string))
>>> hello there A Z R T world welcome to python this should the next line followed by another million like this
Here,
re
is regex
module in python
re.sub
will substitute pattern with space i.e., " "
r''
will treat input string as raw (with \n)
\W
for all non-words i.e. all special characters *&^%$ etc excluding underscore _
+
will match zero to unlimited matches, similar to * (one to more)
|
is logical OR
_
stands for underscore