diff --git a/stable_gnn/visualization/examples/draw_random_graph.py b/stable_gnn/visualization/examples/draw_random_graph.py
new file mode 100644
index 0000000..54ca6c1
--- /dev/null
+++ b/stable_gnn/visualization/examples/draw_random_graph.py
@@ -0,0 +1,36 @@
+from torch import tensor
+
+from stable_gnn.visualization.contracts.graph_contract import GraphContract
+from stable_gnn.visualization.contracts.graph_visualization_contract import GraphVisualizationContract
+from stable_gnn.visualization.graph_visualization import GraphVisualizer
+
+from stable_gnn.visualization.data_generation.graph_generator import GraphGenerator
+
+VERTEX_NUM = 1000
+EDGE_NUM = 1200
+
+
+generator = GraphGenerator(vertex_num=VERTEX_NUM, edge_num=EDGE_NUM)
+generated_data = generator()
+
+generated_edge_weights = [1.0 for _ in range(len(generated_data))]
+
+
+graph_contract: GraphContract = GraphContract(
+    vertex_num=VERTEX_NUM,
+    edge_list=(  # noqa
+        generated_data,
+        generated_edge_weights
+    ),
+    edge_num=EDGE_NUM,
+    edge_weights=tensor(  # noqa
+        generated_edge_weights * 2
+    )
+)
+vis_contract: GraphVisualizationContract = GraphVisualizationContract(graph=graph_contract)
+
+vis: GraphVisualizer = GraphVisualizer(vis_contract)
+fig = vis.draw()
+fig.show()
+
+print("Complete...")
diff --git a/stable_gnn/visualization/examples/draw_random_hypergraph.py b/stable_gnn/visualization/examples/draw_random_hypergraph.py
new file mode 100644
index 0000000..e1985f3
--- /dev/null
+++ b/stable_gnn/visualization/examples/draw_random_hypergraph.py
@@ -0,0 +1,35 @@
+from torch import tensor
+
+from stable_gnn.visualization.config.parameters.generator_methods import GeneratorMethods
+from stable_gnn.visualization.contracts.hypergraph_contract import HypergraphContract
+from stable_gnn.visualization.contracts.hypergraph_visualization_contract import HypergraphVisualizationContract
+from stable_gnn.visualization.hypergraph_visualization import HypergraphVisualizer
+
+from stable_gnn.visualization.data_generation.hypergraph_generator import HypergraphGenerator
+
+
+VERTEX_NUM = 500
+EDGE_NUM = 300
+
+generator = HypergraphGenerator(vertex_num=VERTEX_NUM, edge_num=EDGE_NUM, generation_method=GeneratorMethods.uniform)
+generated_data = generator()
+
+generated_edge_weights = [1.0 for _ in range(len(generated_data))]
+
+
+graph_contract: HypergraphContract = HypergraphContract(
+    vertex_num=VERTEX_NUM,
+    edge_list=(  # noqa
+        generated_data,
+        generated_edge_weights
+    ),
+    edge_num=EDGE_NUM,
+    edge_weights=tensor(  # noqa
+        generated_edge_weights * 2
+    ),
+)
+vis_contract: HypergraphVisualizationContract = HypergraphVisualizationContract(graph=graph_contract)
+
+vis: HypergraphVisualizer = HypergraphVisualizer(vis_contract)
+fig = vis.draw()
+fig.show()
diff --git a/stable_gnn/visualization/examples/draw_simple_graph.py b/stable_gnn/visualization/examples/draw_simple_graph.py
index a5f8202..cd0ed61 100644
--- a/stable_gnn/visualization/examples/draw_simple_graph.py
+++ b/stable_gnn/visualization/examples/draw_simple_graph.py
@@ -4,6 +4,7 @@
 from stable_gnn.visualization.contracts.graph_visualization_contract import GraphVisualizationContract
 from stable_gnn.visualization.graph_visualization import GraphVisualizer
 
+
 graph_contract: GraphContract = GraphContract(
     vertex_num=10,
     edge_list=(  # noqa
diff --git a/stable_gnn/visualization/examples/images/graph_1000_1200.png b/stable_gnn/visualization/examples/images/graph_1000_1200.png
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diff --git a/stable_gnn/visualization/examples/images/graph_10_12.png b/stable_gnn/visualization/examples/images/graph_10_12.png
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diff --git a/stable_gnn/visualization/examples/images/hypergraph_100_50.png b/stable_gnn/visualization/examples/images/hypergraph_100_50.png
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diff --git a/stable_gnn/visualization/examples/images/hypergraph_10_15.png b/stable_gnn/visualization/examples/images/hypergraph_10_15.png
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diff --git a/stable_gnn/visualization/examples/images/hypergraph_500_300.png b/stable_gnn/visualization/examples/images/hypergraph_500_300.png
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