When reading fixed-width files using the read_fwf
function in pandas (0.18.1) with Python (3.4.3), it is possible to specify a comment character using the comment
argument. I expected that all lines beginning with the comment character would be ignored. However, if you do not specify the first column in the file in any column in colspecs
, the comment character does not appear to be used.
import io, sys
import pandas as pd
sys.version
# '3.4.3 (v3.4.3:9b73f1c3e601, Feb 24 2015, 22:43:06) [MSC v.1600 32 bit (Intel)]'
pd.__version__
# '0.18.1'
# Two input files, first line is comment, second line is data.
# Second file has a column (with the letter A)
# that I don't want at start of data.
string = "#\n1K\n"
off_string = "#\nA1K\n"
# When using skiprows to skip commented row, both work.
pd.read_fwf(io.StringIO(string), colspecs = [(0,1), (1,2)], skiprows = 1, header = None)
# 0 1
# 0 1 K
pd.read_fwf(io.StringIO(off_string), colspecs = [(1,2), (2,3)], skiprows = 1, header = None)
# 0 1
# 0 1 K
# If a comment character is specified, it only works when the colspecs
# includes the column with the comment character.
pd.read_fwf(io.StringIO(string), colspecs = [(0,1), (1,2)], comment = '#', header = None)
# 0 1
# 0 1 K
pd.read_fwf(io.StringIO(off_string), colspecs = [(1,2), (2,3)], comment = '#', header = None)
# 0 1
# 0 NaN NaN
# 1 1.0 K
Is there any documentation specifically referring to this? The simple workaround is to include the first column and then remove it after, but I wanted to verify if this was a bug or my misunderstanding the expected behaviour.
I think this is a bug, the spec in the documentation says "if the line starts with a comment then the entire line is skipped". The problem is that columns are subsetted by FixedWidthReader.__next__
before they are checked for comments (in PythonParser
or CParserWrapper
). The relevant code is in io/parsers.py
.
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