diff --git a/examples/gallery/bokeh/airport_graph.ipynb b/examples/gallery/bokeh/airport_graph.ipynb
index c12680ef..48b9f1cb 100644
--- a/examples/gallery/bokeh/airport_graph.ipynb
+++ b/examples/gallery/bokeh/airport_graph.ipynb
@@ -62,7 +62,7 @@
     "(tiles * busiest_airports).opts(\n",
     "    opts.Graph(edge_selection_line_color='black', edge_hover_line_color='red',\n",
     "               edge_line_width=1, edge_line_alpha=0.01, edge_nonselection_line_alpha=0.01,\n",
-    "               padding=0.1, width=800, height=600))"
+    "               width=800, height=600))"
    ]
   }
  ],
diff --git a/examples/gallery/bokeh/brexit_choropleth.ipynb b/examples/gallery/bokeh/brexit_choropleth.ipynb
index 2da2a282..52d2d649 100644
--- a/examples/gallery/bokeh/brexit_choropleth.ipynb
+++ b/examples/gallery/bokeh/brexit_choropleth.ipynb
@@ -45,8 +45,8 @@
    "outputs": [],
    "source": [
     "gv.Polygons(gdf, vdims=['name', 'leaveVoteshare'], label='Brexit Referendum Vote').opts(\n",
-    "    tools=['hover'], width=550, height=700, color_index='leaveVoteshare',\n",
-    "    colorbar=True, toolbar='above', xaxis=None, yaxis=None, padding=0.1)"
+    "    tools=['hover'], width=550, height=700, color='leaveVoteshare',\n",
+    "    colorbar=True, toolbar='above', xaxis=None, yaxis=None)"
    ]
   }
  ],
diff --git a/examples/gallery/bokeh/filled_contours.ipynb b/examples/gallery/bokeh/filled_contours.ipynb
index 9eac0e19..04e0ee18 100644
--- a/examples/gallery/bokeh/filled_contours.ipynb
+++ b/examples/gallery/bokeh/filled_contours.ipynb
@@ -64,7 +64,8 @@
    "outputs": [],
    "source": [
     "(contours * gf.coastline).opts(\n",
-    "    opts.FilledContours(levels=8, color_levels=10, cmap='nipy_spectral', colorbar=True, width=600, height=300, projection=crs.Mollweide()))"
+    "    opts.FilledContours(levels=8, color_levels=10, cmap='nipy_spectral',\n",
+    "                        colorbar=True, width=600, height=300, projection=crs.Mollweide()))"
    ]
   }
  ],
diff --git a/examples/gallery/bokeh/great_circle.ipynb b/examples/gallery/bokeh/great_circle.ipynb
index 354bce7e..303f4e43 100644
--- a/examples/gallery/bokeh/great_circle.ipynb
+++ b/examples/gallery/bokeh/great_circle.ipynb
@@ -64,7 +64,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "tiles * graph.opts(width=600, height=400, tools=['hover', 'tap'], node_color='black', padding=0.1)"
+    "tiles * graph.opts(width=600, height=400, tools=['hover', 'tap'], node_color='black')"
    ]
   }
  ],
diff --git a/examples/gallery/bokeh/trimesh_uk.ipynb b/examples/gallery/bokeh/trimesh_uk.ipynb
index 5de96675..0bdb5d39 100644
--- a/examples/gallery/bokeh/trimesh_uk.ipynb
+++ b/examples/gallery/bokeh/trimesh_uk.ipynb
@@ -87,7 +87,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "gf.coastline.opts(line_color='red', scale='50m', width=600, height=500) * trimesh.opts(padding=0.1)"
+    "gf.coastline.opts(line_color='red', scale='50m', width=600, height=500) * trimesh"
    ]
   }
  ],
diff --git a/examples/user_guide/Resampling_Grids.ipynb b/examples/user_guide/Resampling_Grids.ipynb
index 4cb7caf4..f3cb1c29 100644
--- a/examples/user_guide/Resampling_Grids.ipynb
+++ b/examples/user_guide/Resampling_Grids.ipynb
@@ -289,7 +289,7 @@
     "opts.defaults(opts.Image(cmap='RdBu_r'), opts.QuadMesh(cmap='RdBu_r'))\n",
     "\n",
     "quadmeshes = gvds.to(gv.QuadMesh, ['xc', 'yc'], dynamic=True)\n",
-    "quadmeshes.map(lambda x: x.clone(x.data.Tair[::3, ::3]), gv.QuadMesh) * gv.feature.coastline"
+    "quadmeshes.apply(lambda x: x.clone(x.data.Tair[::3, ::3])) * gv.feature.coastline"
    ]
   },
   {