matplotlib
diff --git a/‎galleries/users_explain/figure/interactive.rst
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@@ -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::