diff --git a/scrapegraphai/utils/logging.py b/scrapegraphai/utils/logging.py
index 428fb8a7..b4a677dd 100644
--- a/scrapegraphai/utils/logging.py
+++ b/scrapegraphai/utils/logging.py
@@ -1,7 +1,8 @@
 """A centralized logging system for any library
 
-source code inspired by https://github.com/huggingface/transformers/blob/main/src/transformers/utils/logging.py
+source code inspired by https://gist.github.com/DiTo97/9a0377f24236b66134eb96da1ec1693f
 """
+
 import logging
 import os
 import sys
@@ -25,16 +26,17 @@ def _set_library_root_logger() -> None:
     global _default_handler
 
     with _semaphore:
-        if _default_handler: return
-        
+        if _default_handler:
+            return
+
         _default_handler = logging.StreamHandler()  # sys.stderr as stream
-        
+
         # https://github.com/pyinstaller/pyinstaller/issues/7334#issuecomment-1357447176
         if sys.stderr is None:
             sys.stderr = open(os.devnull, "w")
 
         _default_handler.flush = sys.stderr.flush
-        
+
         library_root_logger = _get_library_root_logger()
         library_root_logger.addHandler(_default_handler)
         library_root_logger.setLevel(_default_logging_level)
@@ -74,8 +76,8 @@ def set_verbosity_error() -> None:
 
 def set_verbosity_fatal() -> None:
     set_verbosity(logging.FATAL)
-    
-    
+
+
 def set_handler(handler: logging.Handler) -> None:
     _set_library_root_logger()
 
@@ -86,31 +88,31 @@ def set_handler(handler: logging.Handler) -> None:
 
 def set_default_handler() -> None:
     set_handler(_default_handler)
-    
-    
+
+
 def unset_handler(handler: logging.Handler) -> None:
     _set_library_root_logger()
 
     assert handler is not None
 
     _get_library_root_logger().removeHandler(handler)
-    
-    
+
+
 def unset_default_handler() -> None:
     unset_handler(_default_handler)
 
 
 def set_propagation() -> None:
     _get_library_root_logger().propagate = True
-    
-    
+
+
 def unset_propagation() -> None:
     _get_library_root_logger().propagate = False
-    
-    
+
+
 def set_formatting() -> None:
     """sets formatting for all handlers bound to the root logger
-    
+
     ```
         [levelname|filename|line number] time >> message
     ```
@@ -121,12 +123,12 @@ def set_formatting() -> None:
 
     for handler in _get_library_root_logger().handlers:
         handler.setFormatter(formatter)
-        
+
 
 def unset_formatting() -> None:
     for handler in _get_library_root_logger().handlers:
         handler.setFormatter(None)
-        
+
 
 @lru_cache(None)
 def warning_once(self, *args, **kwargs):
@@ -134,4 +136,4 @@ def warning_once(self, *args, **kwargs):
     self.warning(*args, **kwargs)
 
 
-logging.Logger.warning_once = warning_once
\ No newline at end of file
+logging.Logger.warning_once = warning_once