ASCII, pronounced ask-ee, stands for the American Standard Code for Information Interchange. ASCII was originally based on the English alphabet and consists of 128 characters including A-Z, 0-9, punctuation, spaces, and other control codes that can be found on a standard English keyboard.
The ASCII code for a blank space is the decimal number 32, or the binary number 0010 00002.
In python, to remove non-ASCII characters in python, we need to use string. encode() with encoding as ASCII and error as ignore, to returns a string without ASCII character use string. decode().
Your ''.join()
expression is filtering, removing anything non-ASCII; you could use a conditional expression instead:
return ''.join([i if ord(i) < 128 else ' ' for i in text])
This handles characters one by one and would still use one space per character replaced.
Your regular expression should just replace consecutive non-ASCII characters with a space:
re.sub(r'[^\x00-\x7F]+',' ', text)
Note the +
there.
For you the get the most alike representation of your original string I recommend the unidecode module:
# python 2.x:
from unidecode import unidecode
def remove_non_ascii(text):
return unidecode(unicode(text, encoding = "utf-8"))
Then you can use it in a string:
remove_non_ascii("Ceñía")
Cenia
For character processing, use Unicode strings:
PythonWin 3.3.0 (v3.3.0:bd8afb90ebf2, Sep 29 2012, 10:57:17) [MSC v.1600 64 bit (AMD64)] on win32.
>>> s='ABC马克def'
>>> import re
>>> re.sub(r'[^\x00-\x7f]',r' ',s) # Each char is a Unicode codepoint.
'ABC def'
>>> b = s.encode('utf8')
>>> re.sub(rb'[^\x00-\x7f]',rb' ',b) # Each char is a 3-byte UTF-8 sequence.
b'ABC def'
But note you will still have a problem if your string contains decomposed Unicode characters (separate character and combining accent marks, for example):
>>> s = 'mañana'
>>> len(s)
6
>>> import unicodedata as ud
>>> n=ud.normalize('NFD',s)
>>> n
'mañana'
>>> len(n)
7
>>> re.sub(r'[^\x00-\x7f]',r' ',s) # single codepoint
'ma ana'
>>> re.sub(r'[^\x00-\x7f]',r' ',n) # only combining mark replaced
'man ana'
If the replacement character can be '?' instead of a space, then I'd suggest result = text.encode('ascii', 'replace').decode()
:
"""Test the performance of different non-ASCII replacement methods."""
import re
from timeit import timeit
# 10_000 is typical in the project that I'm working on and most of the text
# is going to be non-ASCII.
text = 'Æ' * 10_000
print(timeit(
"""
result = ''.join([c if ord(c) < 128 else '?' for c in text])
""",
number=1000,
globals=globals(),
))
print(timeit(
"""
result = text.encode('ascii', 'replace').decode()
""",
number=1000,
globals=globals(),
))
Results:
0.7208260721400134
0.009975979187503592
What about this one?
def replace_trash(unicode_string):
for i in range(0, len(unicode_string)):
try:
unicode_string[i].encode("ascii")
except:
#means it's non-ASCII
unicode_string=unicode_string[i].replace(" ") #replacing it with a single space
return unicode_string
As a native and efficient approach, you don't need to use ord
or any loop over the characters. Just encode with ascii
and ignore the errors.
The following will just remove the non-ascii characters:
new_string = old_string.encode('ascii',errors='ignore')
Now if you want to replace the deleted characters just do the following:
final_string = new_string + b' ' * (len(old_string) - len(new_string))
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