diff --git a/doc/examples/plot_rag.py b/doc/examples/plot_rag.py
index e44f4094..d4f2711c 100644
--- a/doc/examples/plot_rag.py
+++ b/doc/examples/plot_rag.py
@@ -14,7 +14,7 @@ The example below also shows how to use a custom function to select the larger
 weight instead.
 
 """
-from skimage.graph import rag
+from skimage.future.graph import rag
 import networkx as nx
 from matplotlib import pyplot as plt
 import numpy as np
diff --git a/doc/examples/plot_rag_draw.py b/doc/examples/plot_rag_draw.py
index 0c1e1abc..bdc39678 100644
--- a/doc/examples/plot_rag_draw.py
+++ b/doc/examples/plot_rag_draw.py
@@ -6,7 +6,8 @@ Drawing Region Adjacency Graphs (RAGs)
 This example constructs a Region Adjacency Graph (RAG) and draws it with
 the `rag_draw` method.
 """
-from skimage import graph, data, segmentation
+from skimage import data, segmentation
+from skimage.future import graph
 from matplotlib import pyplot as plt, colors
 
 
diff --git a/doc/examples/plot_rag_mean_color.py b/doc/examples/plot_rag_mean_color.py
index ab962e65..4b2bfcae 100644
--- a/doc/examples/plot_rag_mean_color.py
+++ b/doc/examples/plot_rag_mean_color.py
@@ -9,7 +9,8 @@ difference in mean color. We then join regions with similar mean color.
 
 """
 
-from skimage import graph, data, io, segmentation, color
+from skimage import data, io, segmentation, color
+from skimage.future import graph
 from matplotlib import pyplot as plt
 
 
diff --git a/doc/examples/plot_rag_merge.py b/doc/examples/plot_rag_merge.py
index d454a096..37712d5b 100644
--- a/doc/examples/plot_rag_merge.py
+++ b/doc/examples/plot_rag_merge.py
@@ -10,7 +10,8 @@ until no highly similar region pairs remain.
 
 """
 
-from skimage import graph, data, io, segmentation, color
+from skimage import data, io, segmentation, color
+from skimage.future import graph
 import numpy as np