Cannot use annotate on JointGrid

[ironerumi]

Hi, it is kind of related to #1873, I'm using seaborn 0.11.0, when I trying to annotate,

j = sns.jointplot(feat_1, feat_2, data=X_train, kind="kde", color="r", space=0)
j.annotate(stats.pearsonr,frameon=False)

the following error occurred

---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
<ipython-input-25-52199c4ff320> in <module>
      5 j = sns.jointplot(feat_1, feat_2, data=X_train,
      6                       kind="kde", color="r", space=0)
----> 7 j.annotate(stats.pearsonr,frameon=False)
      8 
      9 graph.x = X_train[feat_1]

AttributeError: 'JointGrid' object has no attribute 'annotate'

Is there an alternative to add annotations to JointGrid?
Many thanks!

[mwaskom]

Indeed, that method was deprecated (in 0.9) and removed (in 0.11).

You can add arbitrary text to matplotlib figures; use JointGrid.ax_joint.text to do so.

[seralouk]

How can I get this (https://stackoverflow.com/questions/31568874/how-to-change-the-line-color-in-seaborn-linear-regression-jointplot) using the new version ??