How do I exclude a few columns from a DataFrame plot?

Question

I have a DataFrame with about 25 columns, several of which hold data unsuitable for plotting. DataFrame.hist() throws errors on those. How can I specify that those columns sho

Answer 1

Note, a modification to @Chang She's response, as of pandas 0.16, the - operator is scheduled for deprecation. The difference() method is encouraged in its place.

exclude = ['bad col1', 'bad col2']
df.loc[:, df.columns.difference(exclude)].hist() 

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Update on deprecation:

df - df['A']

is now deprecated and will be removed in a future release. The preferred way to replicate this behavior is

df.sub(df['A'], axis=0)