save a pandas.Series histogram plot to file
In ipython Notebook, first create a pandas Series object, then by calling the instance method .hist(), the browser displays the figure.
I am wondering how to save this figure to a file (I mean not by right click and save as, but the commands needed in the script).
Solution 1:
Use the Figure.savefig()
method, like so:
ax = s.hist() # s is an instance of Series
fig = ax.get_figure()
fig.savefig('/path/to/figure.pdf')
It doesn't have to end in pdf
, there are many options. Check out the documentation.
Alternatively, you can use the pyplot
interface and just call the savefig
as a function to save the most recently created figure:
import matplotlib.pyplot as plt
s.hist()
plt.savefig('path/to/figure.pdf') # saves the current figure
Plots from multiple columns
- Added from a comment toto_tico made on 2018-05-11
- If you are getting this error
AttributeError: 'numpy.ndarray' object has no attribute 'get_figure'
, then it is likely that you are plotting multiple columns.- In this case,
ax
will be an array of all the axes.
- In this case,
ax = s.hist(columns=['colA', 'colB'])
# try one of the following
fig = ax[0].get_figure()
fig = ax[0][0].get_figure()
fig.savefig('figure.pdf')
Solution 2:
You can use ax.figure.savefig()
:
import pandas as pd
s = pd.Series([0, 1])
ax = s.plot.hist()
ax.figure.savefig('demo-file.pdf')
This has no practical benefit over ax.get_figure().savefig()
as suggested in Philip Cloud's answer, so you can pick the option you find the most aesthetically pleasing. In fact, get_figure()
simply returns self.figure
:
# Source from snippet linked above
def get_figure(self):
"""Return the `.Figure` instance the artist belongs to."""
return self.figure