Update app.py

app.py

@@ -319,41 +319,23 @@ elif app_mode == "Visualization":
   
   # - - - - - - - - - - - - - - TAB 3
   tab3.title('Feature(Data) Engineering')
-  tab3.write(
-    """
-    ESG Ranking: This metric reflects a company's ESG performance - better sustainability practices. \n
-    PS Ratio (Price-to-Sales Ratio): This ratio compares a company's market 
-    \ncapitalization to its total sales revenue - it indicates how much investors\n
-    are willing to pay for each dollar of sales generated by the company.\n
-    PB Ratio (Price-to-Book Ratio): The PB ratio compares a company's market 
-    \nvalue to its book value - indicating how much investors are willing to 
-    \npay for each dollar of assets. \n
-    ROA Ratio (Return on Assets Ratio): This ratio measures a company's 
-    \nprofitability relative to its total assets - it indicates how 
-    \nefficiently a company is generating profits from its assets. \n\n
-
-    Interaction Terms:\n
-
-    ESG-PS Interaction: The interaction between ESG ranking and PS \n
-    ratio captures how a company's sustainability practices may influence 
-    \nits price-to-sales ratio. \n
-    ESG-PB Interaction: This interaction captures how a company's ESG 
-    \nperformance may impact its price-to-book ratio. It helps assess 
-    \nwhether sustainability practices influence investors' perceptions of 
-    \na company's value relative to its assets. \n
-    PS-PB Interaction: This interaction explores the relationship 
-    \nbetween price-to-sales and price-to-book ratios. It provides insights 
-    \ninto how investors weigh sales revenue and asset value when 
-    \nevaluating a company's stock.
-    \nComposite Score:
-    
-    The composite score combines the weighted contributions of ESG ranking, 
-    \nPS ratio, PB ratio, and possibly other metrics. It offers a holistic 
-    \nassessment of a company's overall performance and sustainability. 
-    \nA higher composite score indicates better overall performance 
-    \nbased on the chosen metrics and weights. 
-    """
-  )
+  tab3.markdown(  """
+  1. ***ESG Ranking:***
+      - This metric reflects a company's ESG performance - better sustainability practices.
+  2. ***PS Ratio (Price-to-Sales Ratio)***:
+      - This ratio compares a company's market capitalization to its total sales revenue - it indicates how much investors  are willing to pay for each dollar of sales generated by the company.
+  3. ***PB Ratio (Price-to-Book Ratio)***:
+      - The PB ratio compares a company's market value to its book value - indicating how much investors are willing to pay for each dollar of assets.
+  4. ***ROA Ratio (Return on Assets Ratio):***
+      - This ratio measures a company's profitability relative to its total assets - it indicates how efficiently a company is generating profits from its assets.
+  #### Interaction Terms:
+    - ***ESG-PS Interaction:***
+        - The interaction between ESG ranking and PS ratio captures how a company's sustainability practices may influence its price-to-sales ratio. ESG-PB Interaction: This interaction captures how a company's ESG performance may impact its price-to-book ratio. It helps assess whether sustainability practices influence investors' perceptions of a company's value relative to its assets.
+    - ***PS-PB Interaction:***
+        - This interaction explores the relationship between price-to-sales and price-to-book ratios. It provides insights  into how investors weigh sales revenue and asset value when evaluating a company's stock.
+    - ***Composite Score:***
+        - The composite score combines the weighted contributions of ESG ranking, PS ratio, PB ratio, and possibly other metrics. It offers a holistic assessment of a company's overall performance and sustainability. A higher composite score indicates better overall performance based on the chosen metrics and weights.
+      """  )
 
   # -- new table -- 
   tab3.write(tech_df)