I want to read a dataframe from a csv file where the header is not in the first line. For example:
In [1]: import pandas as pd
In [2]: import io
In [3]: temp=u"""#Comment 1
...: #Comment 2
...:
...: #The previous line is empty
...: Header1|Header2|Header3
...: 1|2|3
...: 4|5|6
...: 7|8|9"""
In [4]: df = pd.read_csv(io.StringIO(temp), sep="|", comment="#",
...: skiprows=4).dropna()
In [5]: df
Out[5]:
Header1 Header2 Header3
0 1 2 3
1 4 5 6
2 7 8 9
[3 rows x 3 columns]
The problem with the above code is that I don't now how many lines will exist before the header, therefore, I cannot use skiprows=4
as I did here.
I aware I can iterate through the file, as in the question Read pandas dataframe from csv beginning with non-fix header.
What I am looking for is a simpler solution, like making pandas.read_csv
disregard any empty line and taking the first non-empty line as the header.
You need to set skip_blank_lines=True
df = pd.read_csv(io.StringIO(temp), sep="|", comment="#", skip_blank_lines=True).dropna()