diff --git a/doc/environment.yml b/doc/environment.yml
index 771b1492669..e3e21b863f6 100644
--- a/doc/environment.yml
+++ b/doc/environment.yml
@@ -5,7 +5,7 @@ channels:
 dependencies:
   - python=3.5
   - numpy=1.11.2
-  - pandas=0.19.1
+  - pandas=0.20.1
   - numpydoc=0.6.0
   - matplotlib=2.0.0
   - seaborn=0.7.1
diff --git a/doc/examples/_code/weather_data_setup.py b/doc/examples/_code/weather_data_setup.py
index 1d2d34481a1..a6190ad3cfe 100644
--- a/doc/examples/_code/weather_data_setup.py
+++ b/doc/examples/_code/weather_data_setup.py
@@ -6,7 +6,7 @@
 np.random.seed(123)
 
 times = pd.date_range('2000-01-01', '2001-12-31', name='time')
-annual_cycle = np.sin(2 * np.pi * (times.dayofyear / 365.25 - 0.28))
+annual_cycle = np.sin(2 * np.pi * (times.dayofyear.values / 365.25 - 0.28))
 
 base = 10 + 15 * annual_cycle.reshape(-1, 1)
 tmin_values = base + 3 * np.random.randn(annual_cycle.size, 3)
diff --git a/doc/examples/examples_pairplot.png b/doc/examples/examples_pairplot.png
deleted file mode 100644
index 3c1f32a02c9..00000000000
Binary files a/doc/examples/examples_pairplot.png and /dev/null differ
diff --git a/doc/examples/weather-data.rst b/doc/examples/weather-data.rst
index e7ebdd973ff..87303dbfff1 100644
--- a/doc/examples/weather-data.rst
+++ b/doc/examples/weather-data.rst
@@ -42,15 +42,9 @@ Examine a dataset with pandas_ and seaborn_
     @savefig examples_tmin_tmax_plot.png
     ds.mean(dim='location').to_dataframe().plot()
 
-.. ipython::
-    :verbatim:
 
-    In [6]: sns.pairplot(df.reset_index(), vars=ds.data_vars)
-    Out[6]: <seaborn.axisgrid.PairGrid at 0x7f0fd2368a10>
-
-.. image:: examples_pairplot.png
+.. ipython:: python
 
-.. .. ipython:: python
     @savefig examples_pairplot.png
     sns.pairplot(df.reset_index(), vars=ds.data_vars)