I have a file which is mostly UTF-8, but some Windows-1252 characters have also found their way in.
I created a table to map from the Windows-1252 (cp1252) characters to their Unicode counterparts, and would like to use it to fix the mis-encoded characters, e.g.
cp1252_to_unicode = {
"\x85": u'\u2026', # …
"\x91": u'\u2018', # ‘
"\x92": u'\u2019', # ’
"\x93": u'\u201c', # “
"\x94": u'\u201d', # ”
"\x97": u'\u2014' # —
}
for l in open('file.txt'):
for c, u in cp1252_to_unicode.items():
l = l.replace(c, u)
But attempting to do the replace this way results in a UnicodeDecodeError being raised, e.g.:
"\x85".replace("\x85", u'\u2026')
UnicodeDecodeError: 'ascii' codec can't decode byte 0x85 in position 0: ordinal not in range(128)
Any ideas for how to deal with this?
If you try to decode this string as utf-8, as you already know, you will get an "UnicodeDecode" error, as these spurious cp1252 characters are invalid utf-8 -
However, Python codecs allow you to register a callback to handle encoding/decoding errors, with the codecs.register_error function - it gets the UnicodeDecodeerror a a parameter - you can write such a handler that atempts to decode the data as "cp1252", and continues the decoding in utf-8 for the rest of the string.
In my utf-8 terminal, I can build a mixed incorrect string like this:
>>> a = u"maçã ".encode("utf-8") + u"maçã ".encode("cp1252")
>>> print a
maçã ma��
>>> a.decode("utf-8")
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "/usr/lib/python2.6/encodings/utf_8.py", line 16, in decode
return codecs.utf_8_decode(input, errors, True)
UnicodeDecodeError: 'utf8' codec can't decode bytes in position 9-11: invalid data
I wrote the said callback function here, and found a catch: even if you increment the position from which to decode the string by 1, so that it would start on the next chratcer, if the next character is also not utf-8 and out of range(128), the error is raised at the first out of range(128) character - that means, the decoding "walks back" if consecutive non-ascii, non-utf-8 chars are found.
The worka round this is to have a state variable in the error_handler which detects this "walking back" and resume decoding from the last call to it - on this short example, I implemented it as a global variable - (it will have to be manually reset to "-1" before each call to the decoder):
import codecs
last_position = -1
def mixed_decoder(unicode_error):
global last_position
string = unicode_error[1]
position = unicode_error.start
if position <= last_position:
position = last_position + 1
last_position = position
new_char = string[position].decode("cp1252")
#new_char = u"_"
return new_char, position + 1
codecs.register_error("mixed", mixed_decoder)
And on the console:
>>> a = u"maçã ".encode("utf-8") + u"maçã ".encode("cp1252")
>>> last_position = -1
>>> print a.decode("utf-8", "mixed")
maçã maçã