diff --git a/src/scripts/glue_jobs/process_access_record.py b/src/scripts/glue_jobs/process_access_record.py
index 42b9ecf..1aefcbc 100644
--- a/src/scripts/glue_jobs/process_access_record.py
+++ b/src/scripts/glue_jobs/process_access_record.py
@@ -120,9 +120,16 @@ def get_normalized_method_signature(requesturl):
     elif "/schema/type/" in requesturl:
         result = "/schema/type/#"
     else:
-        result = re.sub(r'\bsyn\d+(\.\d+)?\b|\b\d+(\.\d+)?\b', '#', requesturl)
-        result = re.sub(r';[^/]+', '', result)
-        result = re.sub(r'[\'!@$%^&*()_+{}\[\]:;<>,.?~\\|]+', '', result)
+        # find and remove substring in url starting from ';' until '/' if present.
+        result = re.sub(r';[^/]+', '', requesturl)
+        # find and remove special characters in url
+        result = re.sub(r'[\'!@$%^&*()_+{}\[\]:;<>,.?~\\|=]+', '', result)
+        # find and replace substrings with length >=2 in url containing ids with '#'. ID can start with 'syn',
+        # 'fh' or digits.
+        result = re.sub(r'\b(syn|fh)\d+(\.\d+)?\b|\b\d+(\w+)?[^/]\b', '#', result)
+        # The regex provided above doesn't account for substrings with a length of 1.
+        # Find and replace substring in url containing only digits.
+        result = re.sub(r'/\d+', '/#', result)
     return result
 
 def decode_url(encoded_url):
diff --git a/tests/test_process_access_record.py b/tests/test_process_access_record.py
index 7e6ffac..b5bccd2 100644
--- a/tests/test_process_access_record.py
+++ b/tests/test_process_access_record.py
@@ -141,12 +141,54 @@ def test_normalized_signature_for_drs_object(self):
         real_output = process_access_record.get_normalized_method_signature("/ga4gh/drs/v1/objects/syn35423183.1")
         self.assertEqual(expected_output, real_output)
 
+    def test_normalized_signature_for_drs_object_for_fileHandleId(self):
+        expected_output = "/objects/#"
+        real_output = process_access_record.get_normalized_method_signature("/ga4gh/drs/v1/objects/fh123")
+        self.assertEqual(expected_output, real_output)
+
     def test_normalized_signature_for_schema_type(self):
         expected_output = "/schema/type/#"
         real_output = process_access_record.get_normalized_method_signature(
             "/repo/v1/schema/type/registered/a245ac37480fc40739836ce61801d19f1-my.schema-0.36652.1")
         self.assertEqual(expected_output, real_output)
 
+    def test_normalized_signature_for_evaluation_submission_with_string_id(self):
+        expected_output = "/evaluation/submission/#/status"
+        real_output = process_access_record.get_normalized_method_signature(
+            "/repo/v1/evaluation/submission/9720221_curl_168/status")
+        self.assertEqual(expected_output, real_output)
+
+    def test_normalized_signature_for_evaluation_submission_with_file_handle_id(self):
+        expected_output = "/evaluation/submission/#/file/#"
+        real_output = process_access_record.get_normalized_method_signature(
+            "/repo/v1/evaluation/submission/9720221_curl_168/file/123")
+        self.assertEqual(expected_output, real_output)
+
+    def test_normalized_signature_for_data_access_submission_id_with_vr(self):
+        expected_output = "/dataaccesssubmission/#"
+        real_output = process_access_record.get_normalized_method_signature(
+            "/repo/v1/dataAccessSubmission/7416vr")
+        self.assertEqual(expected_output, real_output)
+
+    def test_normalized_signature_for_entity_with_version_in_end(self):
+        expected_output = "/entity/#/version/#"
+        real_output = process_access_record.get_normalized_method_signature(
+            "/repo/v1/entity/syn9692796/version/98")
+        self.assertEqual(expected_output, real_output)
+
+    def test_normalized_signature_for_entity_with_vesion_in_middle(self):
+        expected_output = "/entity/#/version/#/json"
+        real_output = process_access_record.get_normalized_method_signature(
+            "/repo/v1/entity/syn25830585/version/1/json")
+        self.assertEqual(expected_output, real_output)
+
+
+    def test_normalized_signature_for_team_member_with_query_parameters(self):
+        expected_output = "/teammembers/#"
+        real_output = process_access_record.get_normalized_method_signature(
+            "/repo/v1/teamMembers/3431460&limit=50&offset=0")
+        self.assertEqual(expected_output, real_output)
+
     def test_normalized_signature_for_team_with_singleQuotes(self):
         expected_output = "/team/#"
         real_output = process_access_record.get_normalized_method_signature("/repo/v1/team/3409011'")