I want to replace all non-alphabetic characters with spaces, excluding years between 1950 and 2029. Eg:
ab-c 0123 4r. a2017 2010
ab-c 0123 4r. a2017 2010
-> ab cra 2010
My attempt so far, trying to blacklist the dates via a negative look-ahead:
re.sub('(?!\b19[5-9][0-9]\b|\b20[0-2][0-9]\b)([^A-Za-z]+)', ' ', string)
Since this doesn't work, any help is greatly appreciated!
You could use a simple regex and pass a function to check if it's a year:
import re
def replace_non_year_numbers(m):
number = int(m.group(0))
if 1950 <= number <= 2029:
return str(number)
else:
return ''
print(re.sub('\d+', replace_non_year_numbers, 'ab-c 0123 4r. a2017 2010'))
# 'ab-c r. a2017 2010'
To keep the regex and the logic simple, you could remove special characters in a second step:
only_years = re.sub('\d+', replace_non_year_numbers, 'ab-c 0123 4r. a2017 2010')
no_special_char = re.sub('[^A-Za-z0-9 ]', ' ', only_years)
print(re.sub(' +', ' ', no_special_char))
# ab c r a2017 2010
Let's select what you want to keep in your result. Look at the regex:
(
(?<!\w) # neg. lookbehind: not a word char
(1 # read a '1'
(?=9[5-9][0-9]) # lookahead: following 3 digits make it
# a year between 1950 and 1999
[0-9]{3} # THEN read these 3 digits
| # - OR -
2 # read a '2'
(?=0[0-2][0-9]) # lookahead: following 3 digits make it
# a year between 2000 and 2029
[0-9]{3} # THEN read these 3 digits
)
| # - OR -
[a-zA-Z] # read some letter
)+
in a oneliner:
((?<!\w)(1(?=9[5-9][0-9])[0-9]{3}|2(?=0[0-2][0-9])[0-9]{3})|[a-zA-Z])+
You can test it on regex 101
Let's put that in a python script:
$ cat test.py
import re
pattern = r"(?:(?<!\w)(?:1(?=9[5-9][0-9])[0-9]{3}|2(?=0[0-2][0-9])[0-9]{3})|[a-zA-Z])+"
tests = ["ab-c 0123 4r. a2017 2010 a1955 1955 abc"]
for elt in tests:
matches = re.findall(pattern, elt)
print ' '.join(matches)
which gives:
$ python test.py
ab c r a 2010 a 1955 abc
Not too pretty, but I would use multiple replaces:
import re
def check_if_year(m):
number = int(m.group(0))
if 1950 <= number <= 2029:
return str(number)
else:
return ' '
s = 'ab-c 0123 4r. a2017 2010 1800' # Added 1800 for testing
print(s)
print('ab c r a 2010')
t = re.sub(r'[^A-Za-z0-9 ]+', ' ', s) # Only non-alphanumeric
t = re.sub(r'(?!\b\d{4}\b)(?<!\d)\d+', ' ', t) # Only numbers that aren't standalone 4 digits
t = re.sub(r'\d+', check_if_year, t) # Only standalone 4 digits number and test for year
t = re.sub(r' {2,}', ' ', t).strip() # Clean up extra spaces
print(t)
(?!\b\d{4}\b)(?<!\d)\d+
Will match any number as long as it's not a 4 digit number 'standing alone' (no characters except whitespace or string start/end around it), and I'm using (?<!\\d)
so that it won't attempt matching in the middle of a number.
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