diff --git a/lib/mosaik/algorithms/louvain.rb b/lib/mosaik/algorithms/louvain.rb
index 8474ade..3098ef0 100644
--- a/lib/mosaik/algorithms/louvain.rb
+++ b/lib/mosaik/algorithms/louvain.rb
@@ -43,11 +43,6 @@ def call
           break if modularity - initial_modularity <= THRESHOLD
         end
 
-        # Print the community assignments
-        communities.each do |vertex_id, community|
-          debug "#{vertex_id} -> #{community.id}"
-        end
-
         # Return the community assignments
         communities
           .transform_keys { |vertex_id| graph.find_vertex(vertex_id) }
diff --git a/lib/mosaik/commands/identify.rb b/lib/mosaik/commands/identify.rb
index 2644c34..65a1b8a 100644
--- a/lib/mosaik/commands/identify.rb
+++ b/lib/mosaik/commands/identify.rb
@@ -36,6 +36,14 @@ def call
             .add_vertex(vertex)
         end
 
+        # Print the clusters
+        graph.clusters.each_value do |cluster|
+          debug "Cluster #{cluster.id}"
+          cluster.vertices.each do |vertex|
+            debug "  #{vertex.id}"
+          end
+        end
+
         file = "#{File.basename(options[:file], '.*')}-candidates"
 
         # Write graph to file