diff --git a/src/sagemaker/lineage/query.py b/src/sagemaker/lineage/query.py
index a46e88867a..0acdccd698 100644
--- a/src/sagemaker/lineage/query.py
+++ b/src/sagemaker/lineage/query.py
@@ -104,6 +104,18 @@ def __str__(self):
         """
         return str(self.__dict__)
 
+    def __repr__(self):
+        """Define string representation of ``Edge``.
+
+        Format:
+            {
+                'source_arn': 'string', 'destination_arn': 'string',
+                'association_type': 'string'
+            }
+
+        """
+        return "\n\t" + str(self.__dict__)
+
 
 class Vertex:
     """A vertex for a lineage graph."""
@@ -155,6 +167,19 @@ def __str__(self):
         """
         return str(self.__dict__)
 
+    def __repr__(self):
+        """Define string representation of ``Vertex``.
+
+        Format:
+            {
+                'arn': 'string', 'lineage_entity': 'string',
+                'lineage_source': 'string',
+                '_session': <sagemaker.session.Session object>
+            }
+
+        """
+        return "\n\t" + str(self.__dict__)
+
     def to_lineage_object(self):
         """Convert the ``Vertex`` object to its corresponding lineage object.
 
@@ -312,29 +337,23 @@ def __str__(self):
         Format:
         {
             'edges':[
-                "{
-                    'source_arn': 'string', 'destination_arn': 'string',
-                    'association_type': 'string'
-                }",
-                ...
-            ],
+                {'source_arn': 'string', 'destination_arn': 'string', 'association_type': 'string'},
+                ...],
+
             'vertices':[
-                "{
-                    'arn': 'string', 'lineage_entity': 'string',
-                    'lineage_source': 'string',
-                    '_session': <sagemaker.session.Session object>
-                }",
-                ...
-            ],
-            'startarn':[
-                'string',
-                ...
-            ]
+                {'arn': 'string', 'lineage_entity': 'string', 'lineage_source': 'string',
+                '_session': <sagemaker.session.Session object>},
+                ...],
+
+            'startarn':['string', ...]
         }
 
         """
-        result_dict = vars(self)
-        return str({k: [str(val) for val in v] for k, v in result_dict.items()})
+        return (
+            "{\n"
+            + "\n\n".join("'{}': {},".format(key, val) for key, val in self.__dict__.items())
+            + "\n}"
+        )
 
     def _covert_edges_to_tuples(self):
         """Convert edges to tuple format for visualizer."""
diff --git a/tests/integ/sagemaker/lineage/test_lineage_visualize.py b/tests/integ/sagemaker/lineage/test_lineage_visualize.py
index d9b3f879a8..555b98452e 100644
--- a/tests/integ/sagemaker/lineage/test_lineage_visualize.py
+++ b/tests/integ/sagemaker/lineage/test_lineage_visualize.py
@@ -57,10 +57,6 @@ def test_wide_graph_visualize(sagemaker_session):
         lq_result = lq.query(start_arns=[wide_graph_root_arn])
         lq_result.visualize(path="wideGraph.html")
 
-        print("vertex len = ")
-        print(len(lq_result.vertices))
-        assert False
-
     except Exception as e:
         print(e)
         assert False
diff --git a/tests/unit/sagemaker/lineage/test_query.py b/tests/unit/sagemaker/lineage/test_query.py
index ae76fd199c..0a357eb1fc 100644
--- a/tests/unit/sagemaker/lineage/test_query.py
+++ b/tests/unit/sagemaker/lineage/test_query.py
@@ -18,6 +18,7 @@
 from sagemaker.lineage.lineage_trial_component import LineageTrialComponent
 from sagemaker.lineage.query import LineageEntityEnum, LineageSourceEnum, Vertex, LineageQuery
 import pytest
+import re
 
 
 def test_lineage_query(sagemaker_session):
@@ -524,3 +525,64 @@ def test_vertex_to_object_unconvertable(sagemaker_session):
 
     with pytest.raises(ValueError):
         vertex.to_lineage_object()
+
+
+def test_get_visualization_elements(sagemaker_session):
+    lineage_query = LineageQuery(sagemaker_session)
+    sagemaker_session.sagemaker_client.query_lineage.return_value = {
+        "Vertices": [
+            {"Arn": "arn1", "Type": "Endpoint", "LineageType": "Artifact"},
+            {"Arn": "arn2", "Type": "Model", "LineageType": "Context"},
+            {
+                "Arn": "arn:aws:sagemaker:us-west-2:0123456789012:context/mycontext",
+                "Type": "Model",
+                "LineageType": "Context",
+            },
+        ],
+        "Edges": [{"SourceArn": "arn1", "DestinationArn": "arn2", "AssociationType": "Produced"}],
+    }
+
+    query_response = lineage_query.query(
+        start_arns=["arn:aws:sagemaker:us-west-2:0123456789012:context/mycontext"]
+    )
+
+    elements = query_response._get_visualization_elements()
+
+    assert elements["nodes"][0] == ("arn1", "Endpoint", "Artifact", False)
+    assert elements["nodes"][1] == ("arn2", "Model", "Context", False)
+    assert elements["nodes"][2] == (
+        "arn:aws:sagemaker:us-west-2:0123456789012:context/mycontext",
+        "Model",
+        "Context",
+        True,
+    )
+    assert elements["edges"][0] == ("arn1", "arn2", "Produced")
+
+
+def test_query_lineage_result_str(sagemaker_session):
+    lineage_query = LineageQuery(sagemaker_session)
+    sagemaker_session.sagemaker_client.query_lineage.return_value = {
+        "Vertices": [
+            {"Arn": "arn1", "Type": "Endpoint", "LineageType": "Artifact"},
+            {"Arn": "arn2", "Type": "Model", "LineageType": "Context"},
+        ],
+        "Edges": [{"SourceArn": "arn1", "DestinationArn": "arn2", "AssociationType": "Produced"}],
+    }
+
+    query_response = lineage_query.query(
+        start_arns=["arn:aws:sagemaker:us-west-2:0123456789012:context/mycontext"]
+    )
+
+    response_str = query_response.__str__()
+    pattern = r"Mock id='\d*'"
+    replace = r"Mock id=''"
+    response_str = re.sub(pattern, replace, response_str)
+
+    assert (
+        response_str
+        == "{\n'edges': [\n\t{'source_arn': 'arn1', 'destination_arn': 'arn2', 'association_type': 'Produced'}],"
+        + "\n\n'vertices': [\n\t{'arn': 'arn1', 'lineage_entity': 'Artifact', 'lineage_source': 'Endpoint', "
+        + "'_session': <Mock id=''>}, \n\t{'arn': 'arn2', 'lineage_entity': 'Context', 'lineage_source': "
+        + "'Model', '_session': <Mock id=''>}],\n\n'startarn': "
+        + "['arn:aws:sagemaker:us-west-2:0123456789012:context/mycontext'],\n}"
+    )