diff --git a/finetune/util/table_labeler.py b/finetune/util/table_labeler.py
index 8b847c24..06e763c8 100644
--- a/finetune/util/table_labeler.py
+++ b/finetune/util/table_labeler.py
@@ -76,7 +76,7 @@ def fix_spans(
     output_space: str,
 ) -> DocumentSpans:
     """
-    convers a list of spans (anything with a start, end and optionally text, usually labels or context)
+    converts a list of spans (anything with a start, end and optionally text, usually labels or context)
     between 2 character spaces (document and table)
 
     Will do 1 -> many splits when a span spreads across multiple chunks.
@@ -160,7 +160,7 @@ def create_chunks_from_doc_offset(
         self, doc_offsets: t.List[t.Dict[str, int]]
     ) -> TableChunks:
         """
-        Converts the offet list from the table into a Chunk object.
+        Converts the offset list from the table into a Chunk object.
         Storing the mapping from original document to the table-text
         as output by get_table_text.
         """
@@ -655,7 +655,7 @@ def mark_token(t):
             )
         for t in token_spans:
             if not t.get("used", False) and not t.get("ws", False):
-                LOGGER.warn(f"Token {t} does not appear in any row spans")
+                LOGGER.warning(f"Token {t} does not appear in any row spans")
         return combined_rows
 
     @classmethod