Update pages/5_Pre-procesing_of_text.py

pages/5_Pre-procesing_of_text.py

@@ -160,10 +160,10 @@ st.markdown(
     """
     <div class='info-box'>
         <ul>
-            <li>🔹 A **Rule-based Algorithm** for stemming.</li>
+            <li>🔹 A Rule-based Algorithm for stemming.</li>
             <li>🔹 It takes a particular word which have some rule.</li>
             <li>🔹 For a particular rule it'll going on removing suffix till it reaches 5th stage until the inflection is removed.</li>
-            <li>🔹 Works **only for the English language**.</li>
+            <li>🔹 Works only for the English language.</li>
         </ul>
     </div>
     """,
@@ -175,8 +175,8 @@ st.markdown(
     """
     <div class='info-box'>
         <ul>
-            <li>🔹 An **advanced version of the Porter Stemmer**.</li>
-            <li>🔹 Can be applied to **multiple languages**.</li>
+            <li>🔹 An advanced version of the Porter Stemmer.</li>
+            <li>🔹 Can be applied to multiple languages.</li>
         </ul>
     </div>
     """,
@@ -189,9 +189,9 @@ st.markdown(
     """
     <div class='info-box'>
         <ul>
-            <li>🔹 An **Iterative Algorithm** for stemming.</li>
-            <li>🔹 Removes suffixes in **multiple iterations**.</li>
-            <li>⚠️ **More aggressive removal**, which might result in **non-English words**.</li>
+            <li>🔹 An Iterative Algorithm for stemming.</li>
+            <li>🔹 Removes suffixes in multiple iterations.</li>
+            <li>⚠️ More aggressive removal, which might result in non-English words.</li>
         </ul>
     </div>
     """,
@@ -203,13 +203,13 @@ st.markdown("<h1 class='header-title'>📖 Lemmatization 🔎</h1>", unsafe_allo
 st.markdown(
     """
     <div class='info-box'>
-        <p>📝 <span class='highlight'>Lemmatization</span> is the process of reducing an **inflected word** to its root form, known as the <span class='highlight'>lemma</span>.</p>
+        <p>📝 <span class='highlight'>Lemmatization</span> is the process of reducing an inflected word to its root form, known as the <span class='highlight'>lemma</span>.</p>
         <ul>
             <li>🔹 <span class='highlight'>Inflected word ➝ Root word (Lemma)</span></li>
-            <li>✅ The **lemma is always an actual English word**.</li>
+            <li>✅ The lemma is always an actual English word.</li>
             <li>🐢 <span class='highlight'>Performance is slower</span> than stemming.</li>
-            <li>🔍 **Both removal & dictionary-based checking** are performed.</li>
-            <li>📝 **Used when we need to preserve grammar** in text.</li>
+            <li>🔍 Both removal & dictionary-based checking are performed.</li>
+            <li>📝 Used when we need to preserve grammar in text.</li>
         </ul>
     </div>
     """,
@@ -222,12 +222,12 @@ st.markdown(
     """
     <div class='info-box'>
         <ul>
-            <li>🔹 Takes an **inflected word** as input.</li>
-            <li>🗄️ Searches in a **huge dictionary (WordNet)** containing millions of English words.</li>
-            <li>🔄 **Iteratively removes suffixes** & checks:</li>
+            <li>🔹 Takes an inflected word as input.</li>
+            <li>🗄️ Searches in a huge dictionary (WordNet) containing millions of English words.</li>
+            <li>🔄 Iteratively removes suffixes & checks:</li>
             <ul>
-                <li>✔️ If it's an **actual English word**, it continues removing more suffixes.</li>
-                <li>❌ If it's **not an English word**, the last valid root word is returned as the lemma.</li>
+                <li>✔️ If it's an actual English word, it continues removing more suffixes.</li>
+                <li>❌ If it's not an English word, the last valid root word is returned as the lemma.</li>
             </ul>
         </ul>
     </div>