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Replacing part of string in python pandas dataframe

Tags:

python

pandas

csv

I have a similar problem to the one posted here:

Pandas DataFrame: remove unwanted parts from strings in a column

I need to remove newline characters from within a string in a DataFrame. Basically, I've accessed an api using python's json module and that's all ok. Creating the DataFrame works amazingly, too. However, when I want to finally output the end result into a csv, I get a bit stuck, because there are newlines that are creating false 'new rows' in the csv file.

So basically I'm trying to turn this:

'...this is a paragraph.

And this is another paragraph...'

into this:

'...this is a paragraph. And this is another paragraph...'

I don't care about preserving any kind of '\n' or any special symbols for the paragraph break. So it can be stripped right out.

I've tried a few variations:

misc['product_desc'] = misc['product_desc'].strip('\n')  AttributeError: 'Series' object has no attribute 'strip' 

here's another

misc['product_desc'] = misc['product_desc'].str.strip('\n')  TypeError: wrapper() takes exactly 1 argument (2 given)  misc['product_desc'] = misc['product_desc'].map(lambda x: x.strip('\n')) misc['product_desc'] = misc['product_desc'].map(lambda x: x.strip('\n\t')) 

There is no error message, but the newline characters don't go away, either. Same thing with this:

misc = misc.replace('\n', '') 

The write to csv line is this:

misc_id.to_csv('C:\Users\jlalonde\Desktop\misc_w_id.csv', sep=' ', na_rep='', index=False, encoding='utf-8') 

Version of Pandas is 0.9.1

Thanks! :)

like image 270
joseph_pindi Avatar asked Jan 15 '13 19:01

joseph_pindi


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2 Answers

strip only removes the specified characters at the beginning and end of the string. If you want to remove all \n, you need to use replace.

misc['product_desc'] = misc['product_desc'].str.replace('\n', '') 
like image 139
BrenBarn Avatar answered Sep 29 '22 19:09

BrenBarn


You could use regex parameter of replace method to achieve that:

misc['product_desc'] = misc['product_desc'].replace(to_replace='\n', value='', regex=True) 
like image 43
Anton Protopopov Avatar answered Sep 29 '22 17:09

Anton Protopopov