Update pages/5_Pre-procesing_of_text.py

pages/5_Pre-procesing_of_text.py

@@ -96,18 +96,18 @@ st.markdown(
     <div class='section'>
         Converts raw data into pre-processed data
         
-        - which has 2 benefits:
-            
-        - Reduce the dimensionality ---> to increase the performance of ML
-            
-        - Raw data - preprocessed data ---> required by the problem statement
+         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>
+            <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>
             <li><b>Removing URL's / tags/mails/mentions</b>Converting or preserving information should be based on the problem statement</li>
             <li><b>Handling Emoji's</b>Emoji's data should be preserved</li>
             <li><b>Contractions and acronyms</b>Both the contractions and acronyms should be converted into general text</li>
             <li><b>Stop Words</b>Stop words make the grammar very clear</li>
-            <li><b>Stemming and Lemmatization</b>Both are purely based on problm statement and if problem statement wants grammatical concept don't perform stemming</li>
+            <li><b>Stemming and Lemmatization</b>Both are purely based on problem statement and if problem statement wants grammatical concept don't perform stemming</li>
         </ul>
     </div>
     ''',