diff --git a/docs/source/examples/c5g7.h5 b/examples/jupyter/c5g7.h5
similarity index 86%
rename from docs/source/examples/c5g7.h5
rename to examples/jupyter/c5g7.h5
index 323afd078d..b3dea952b1 100644
Binary files a/docs/source/examples/c5g7.h5 and b/examples/jupyter/c5g7.h5 differ
diff --git a/docs/source/examples/images/mdgxs.png b/examples/jupyter/images/mdgxs.png
similarity index 100%
rename from docs/source/examples/images/mdgxs.png
rename to examples/jupyter/images/mdgxs.png
diff --git a/docs/source/examples/images/mgxs.png b/examples/jupyter/images/mgxs.png
similarity index 100%
rename from docs/source/examples/images/mgxs.png
rename to examples/jupyter/images/mgxs.png
diff --git a/examples/jupyter/mg-mode-part-i.ipynb b/examples/jupyter/mg-mode-part-i.ipynb
index 1affe5e28c..b8fd33d49e 100644
--- a/examples/jupyter/mg-mode-part-i.ipynb
+++ b/examples/jupyter/mg-mode-part-i.ipynb
@@ -414,7 +414,7 @@
     }
    ],
    "source": [
-    "root_universe.plot(center=(0., 0., 0.), width=(3 * 21.42, 3 * 21.42), pixels=(500, 500),\n",
+    "root_universe.plot(origin=(0., 0., 0.), width=(3 * 21.42, 3 * 21.42), pixels=(500, 500),\n",
     "                   color_by='material')"
    ]
   },
diff --git a/examples/jupyter/mg-mode-part-ii.ipynb b/examples/jupyter/mg-mode-part-ii.ipynb
index 22cc2c45fb..7d3cf305cd 100644
--- a/examples/jupyter/mg-mode-part-ii.ipynb
+++ b/examples/jupyter/mg-mode-part-ii.ipynb
@@ -306,7 +306,7 @@
     }
    ],
    "source": [
-    "root_universe.plot(center=(0., 0., 0.), width=(21.42, 21.42), pixels=(500, 500), color_by='material')"
+    "root_universe.plot(origin=(0., 0., 0.), width=(21.42, 21.42), pixels=(500, 500), color_by='material')"
    ]
   },
   {
diff --git a/examples/jupyter/mg-mode-part-iii.ipynb b/examples/jupyter/mg-mode-part-iii.ipynb
index 5d5faefd41..6150bb92c9 100644
--- a/examples/jupyter/mg-mode-part-iii.ipynb
+++ b/examples/jupyter/mg-mode-part-iii.ipynb
@@ -412,7 +412,7 @@
     }
    ],
    "source": [
-    "universes['Root'].plot(center=(length / 2., length / 2., 0.),\n",
+    "universes['Root'].plot(origin=(length / 2., length / 2., 0.),\n",
     "                       pixels=(500, 500), width=(length, length),\n",
     "                       color_by='material',\n",
     "                       colors={materials['Fuel']: (1., 0., 0.),\n",
@@ -1053,7 +1053,7 @@
     }
    ],
    "source": [
-    "geometry_file.root_universe.plot(center=(length / 2., length / 2., 0.),\n",
+    "geometry_file.root_universe.plot(origin=(length / 2., length / 2., 0.),\n",
     "                       pixels=(300, 300), width=(length, length),\n",
     "                       color_by='material')"
    ]