Update pages/5_Pre-procesing_of_text.py

pages/5_Pre-procesing_of_text.py

@@ -70,11 +70,16 @@ st.markdown(
 st.markdown('''
 - Take a raw text and convert every character and word into single case 
     - either upper case 
+    
     - or lower case 
+    
     - based on the problem statement
+    
     - Because as the dimensionality increases Ml performnace decreases as ML needs tabular data where every column is dimension
 - Same as with urls and tags based on the problem statement 
+
     - if the problem statemnt says preserve the data we shouldn't remove those urls and tags
+    
 - Coming to mentions , digits and mails we can remove those data
 - Whereas emojis can't be removed because nowadays emojis plays a key role in information , so to preserve the information we willn't remove the emojis
 - When the problem statement says preserve the grammar then punctuations shouldn't be removed
@@ -86,8 +91,10 @@ st.markdown(
     '''
     <div class='section'>
         Converts raw data into pre-processed data
-            - which has 2 benefits:;
+            - which has 2 benefits
+            
             - Reduce the dimensionality ---> to increase the performance of ML
+            
             - Raw data - preprocessed data ---> required by the problem statement
         <ul>
             <li><b>Converting into particular case</b> So that highly we can reduce the dimensionalty.If the problem statement says that grammar should be preserved then no need of conversion</li>