Update pages/5_Pre-procesing_of_text.py

pages/5_Pre-procesing_of_text.py

@@ -75,12 +75,6 @@ st.markdown("✅ **Grammar Preservation** – If grammar is needed, avoid removi
 
 st.success("🚀 Well-structured and clean text significantly boosts ML model performance!")
 
-st.markdown(
-    """
-    <div class='caption'>Step into the world of NLP and discover the endless possibilities of language-driven innovation!</div>
-    """,
-    unsafe_allow_html=True,
-)
 
 st.markdown("<div class='section'>", unsafe_allow_html=True)
 st.markdown("<h2 class='title'>🔍 NLP Data Preprocessing</h2>", unsafe_allow_html=True)
@@ -91,6 +85,16 @@ st.success("📌 **Benefits of Preprocessing:**\n\n✅ Reduces dimensionality\n\
 
 st.markdown("### ✨ **Essential Preprocessing Steps:**")
 
+st.markdown(
+    """
+    <div class='image-container'>
+        <img src="https://cdn-uploads.huggingface.co/production/uploads/66bde9bf3c885d04498227a0/HtdtNm-UJdfN057BeKSgV.png",width=400>
+    </div>
+    """,
+    unsafe_allow_html=True,
+)
+
+
 st.markdown("✅ **Converting Text Case** – Reduces dimensionality; case conversion depends on problem statement.")
 st.markdown("✅ **Removing URLs, Tags, and Mentions** – Retain only if required by the problem statement.")
 st.markdown("✅ **Handling Emojis** – Preserve or convert emoji data based on context.")
@@ -98,4 +102,14 @@ st.markdown("✅ **Expanding Contractions & Acronyms** – Convert abbreviations
 st.markdown("✅ **Stop Words Removal** – Optional, useful for text simplification.")
 st.markdown("✅ **Stemming & Lemmatization** – Perform only if grammar is **not** crucial for analysis.")
 
-st.markdown("</div>", unsafe_allow_html=True)
+st.markdown("</div>", unsafe_allow_html=True)
+
+
+
+
+st.markdown(
+    """
+    <div class='caption'>Step into the world of NLP and discover the endless possibilities of language-driven innovation!</div>
+    """,
+    unsafe_allow_html=True,
+)