Update app.py

app.py

@@ -87,7 +87,7 @@ with gr.Blocks() as demo:
     
     with gr.Row():
         with gr.Column():
-            gr.Markdown("## Extaction, Classification and AI tool")
+            gr.Markdown("## Extraction, Classification and AI tool")
         with gr.Column():
             md_username = gr.Markdown(value='## Hi Guest!')
             btn_logout = gr.Button("Logout")
@@ -113,7 +113,7 @@ with gr.Blocks() as demo:
 
 
     with gr.Tab("Ask LLM"):
-        gr.Markdown("** This section utilizes Large Language Models (LLMs) to query rows in an Excel file **")
+        gr.Markdown("**This section utilizes Large Language Models (LLMs) to query rows in an Excel file**")
         dd_source_ask = gr.Dropdown(label="Source Column(s)", multiselect=True)
         tb_destcol = gr.Textbox(label="Destination column label (e.g. Summary, ELI5, PAB)")
         dd_prompt = gr.Dropdown(label="Prompt", allow_custom_value=True, multiselect=True, max_choices=1)
@@ -125,7 +125,7 @@ with gr.Blocks() as demo:
         mist_button = gr.Button("Ask AI")
             
     with gr.Tab("Classification by topic"):
-        gr.Markdown("**This section utilizes Large Language Models (LLMs) to query rows in an Excel file**")
+        gr.Markdown("**This section will categories each contribution in your own personalized categories**")
         dd_source_class = gr.Dropdown(label="Source Column", multiselect=False)
         gr.Markdown("### The predefined categories can be modified at any time")
         df_category = gr.DataFrame(label='categories', value=df_cate, interactive=True)
@@ -159,7 +159,7 @@ with gr.Blocks() as demo:
             df_input = gr.DataFrame(interactive=False)
         gr.Markdown("```python\ndf = pd.read_excel(YOUR_FILE)\n```")
         cd_code = gr.Code(value="# Create a copy of the original DataFrame\nnew_df = df.copy()\n\n# Add a new column to the copy\nnew_df['NewColumn'] = 'New Value'", language='python')
-        gr.Markdown("```python\new_df.to_excel(YOUR_NEW_FILE)\nreturn YOUR_NEW_FILE\n```")
+        gr.Markdown("```python\nnew_df.to_excel(YOUR_NEW_FILE)\nreturn YOUR_NEW_FILE\n```")
 
         btn_run_code = gr.Button()
         df_output_code = gr.DataFrame(interactive=False)