diff --git a/src/codes/code_funcs.py b/src/codes/code_funcs.py
index 67fdd45..c7b92c6 100644
--- a/src/codes/code_funcs.py
+++ b/src/codes/code_funcs.py
@@ -120,7 +120,9 @@ def code_explicit(service, methodology, filename):
         code_answer_dict = _parser(llm_answer_raw)
         return code_answer_dict
     except:
-        logging.error(f"Failed to parse LLM response in code_explicit: {llm_answer_raw}")
+        logging.error(
+            f"Failed to parse LLM response in code_explicit: {llm_answer_raw}"
+        )
         return {}
 
 
@@ -158,7 +160,9 @@ def code_category(service, proc_category, hcpcs_level2_mapping, filename):
     try:
         llm_answer_final = _parser(llm_answer_raw)  # Returns list
     except:
-        logging.error(f"Failed to parse LLM response in code_category: {llm_answer_raw}")
+        logging.error(
+            f"Failed to parse LLM response in code_category: {llm_answer_raw}"
+        )
         return {}
 
     code_answer_dict = {"PROCEDURE_CD": [], "PROCEDURE_CD_DESC": []}
@@ -199,7 +203,9 @@ def code_implicit_special(service, filename):
         )
         llm_answer_final = _parser(llm_answer_raw)
     except:
-        logging.error(f"Failed to parse LLM response in code_implicit_special: {llm_answer_raw}")
+        logging.error(
+            f"Failed to parse LLM response in code_implicit_special: {llm_answer_raw}"
+        )
         return {}
 
     special_case_mapping = {