matplotlib
diff --git a/‎galleries/users_explain/figure/event_handling.rst
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diff --git a/‎galleries/users_explain/figure/interactive.rst
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diff --git a/‎galleries/users_explain/figure/interactive_guide.rst
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@@ -251,7 +251,8 @@ is created every time a mouse is pressed::
 
         def __call__(self, event):
             print('click', event)
-            if event.inaxes!=self.line.axes: return
+            if event.inaxes != self.line.axes:
+                return
             self.xs.append(event.xdata)
             self.ys.append(event.ydata)
             self.line.set_data(self.xs, self.ys)
 
@@ -10,7 +10,7 @@
 Interactive figures
 ===================
 
-When working with data, interactivity can be invaluable. The pan/zoom and
+Interactivity can be invaluable when exploring plots. The pan/zoom and
 mouse-location tools built into the Matplotlib GUI windows are often sufficient, but
 you can also use the event system to build customized data exploration tools.
 
 
@@ -236,7 +236,7 @@ which would poll for new data and update the figure at 1Hz.
 
 .. _spin_event_loop:
 
-Explicitly spinning the event Loop
+Explicitly spinning the event loop
 ----------------------------------
 
 .. autosummary::