I'm trying to load a csv text file that I created with an OS X app written in Objective-C (using XCode). The text file (temp2.csv) looks fine in an editor but there's something wrong with it and I get this error when reading it into a Pandas dataframe. If I copy the data into a fresh text file (temp.csv) and save that it works fine! The two text files are clearly different (one is 74 bytes the other is 150) - invisible characters perhaps? - but it's very annoying as I want the python code to load the text files produced by the C code. Files are attached for reference.
temp.csv
-3.132700,0.355885,9.000000,0.444416
-3.128256,0.444416,9.000000,0.532507
temp2.csv
-3.132700,0.355885,9.000000,0.444416
-3.128256,0.444416,9.000000,0.532507
(I can't find any help on this specific error on StackExchange).
Python 2.7.11 |Anaconda 2.2.0 (x86_64)| (default, Dec 6 2015, 18:57:58)
[GCC 4.2.1 (Apple Inc. build 5577)] on darwin
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>>> import pandas as pd
>>> df = pd.read_csv("temp2.csv", header=None)
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "/Users/billtubbs/anaconda/lib/python2.7/site-packages/pandas/io/parsers.py", line 498, in parser_f
return _read(filepath_or_buffer, kwds)
File "/Users/billtubbs/anaconda/lib/python2.7/site-packages/pandas/io/parsers.py", line 275, in _read
parser = TextFileReader(filepath_or_buffer, **kwds)
File "/Users/billtubbs/anaconda/lib/python2.7/site-packages/pandas/io/parsers.py", line 590, in __init__
self._make_engine(self.engine)
File "/Users/billtubbs/anaconda/lib/python2.7/site-packages/pandas/io/parsers.py", line 731, in _make_engine
self._engine = CParserWrapper(self.f, **self.options)
File "/Users/billtubbs/anaconda/lib/python2.7/site-packages/pandas/io/parsers.py", line 1103, in __init__
self._reader = _parser.TextReader(src, **kwds)
File "pandas/parser.pyx", line 515, in pandas.parser.TextReader.__cinit__ (pandas/parser.c:4948)
File "pandas/parser.pyx", line 717, in pandas.parser.TextReader._get_header (pandas/parser.c:7496)
File "pandas/parser.pyx", line 829, in pandas.parser.TextReader._tokenize_rows (pandas/parser.c:8838)
File "pandas/parser.pyx", line 1833, in pandas.parser.raise_parser_error (pandas/parser.c:22649)
pandas.parser.CParserError: Error tokenizing data. C error: EOF following escape character
>>> df = pd.read_csv("temp.csv", header=None)
>>> df
0 1 2 3
0 -3.132700 0.355885 9 0.444416
1 -3.128256 0.444416 9 0.532507
Footnote: I think I located the problem.
>>> f = open('temp2.csv')
>>> contents = f.read()
>>> print contents
??-3.132700,0.355885,9.000000,0.444416
-3.128256,0.444416,9.000000,0.532507
>>> contents
'\xff\xfe-\x003\x00.\x001\x003\x002\x007\x000\x000\x00,\x000\x00.\x003\x005\x005\x008\x008\x005\x00,\x009\x00.\x000\x000\x000\x000\x000\x000\x00,\x000\x00.\x004\x004\x004\x004\x001\x006\x00\n\x00-\x003\x00.\x001\x002\x008\x002\x005\x006\x00,\x000\x00.\x004\x004\x004\x004\x001\x006\x00,\x009\x00.\x000\x000\x000\x000\x000\x000\x00,\x000\x00.\x005\x003\x002\x005\x000\x007\x00'
It's full of escape characters! How to remove them?
You need add parameter encoding
to read_csv
, because file encoding is UTF-16
:
import pandas as pd
contents = '\xff\xfe-\x003\x00.\x001\x003\x002\x007\x000\x000\x00,\x000\x00.\x003\x005\x005\x008\x008\x005\x00,\x009\x00.\x000\x000\x000\x000\x000\x000\x00,\x000\x00.\x004\x004\x004\x004\x001\x006\x00\n\x00-\x003\x00.\x001\x002\x008\x002\x005\x006\x00,\x000\x00.\x004\x004\x004\x004\x001\x006\x00,\x009\x00.\x000\x000\x000\x000\x000\x000\x00,\x000\x00.\x005\x003\x002\x005\x000\x007\x00'
text_file = open("test/file1.csv", "wb")
text_file.write(contents)
text_file.close()
df = pd.read_csv("test/file1.csv", header=None, encoding='utf-16')
print df
0 1 2 3
0 -3.132700 0.355885 9 0.444416
1 -3.128256 0.444416 9 0.532507
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