Update app.py

app.py

@@ -231,7 +231,6 @@ def plot_all():
 
     return plots
 
-
 # ---------- Prepare Data for Modeling ----------
 X = df.iloc[:, 1:].values
 scaler = StandardScaler()
@@ -300,7 +299,7 @@ for epoch in range(1, 11):
 
 # ---------- Gradio Interface ----------
 with gr.Blocks() as demo:
-    gr.Markdown("# 🧪 SPECTROSCOPY-YOUR HEALTH OUR CONCERN!!!")
+    gr.Markdown("# 🧪 Dataset Description")
     with gr.Tabs():
         with gr.Tab("Preview Raw Data"):
             gr.DataFrame(df.head(50), label="Preview of Raw Data")
@@ -361,35 +360,37 @@ with gr.Blocks() as demo:
 
             predict_btn = gr.Button("Predict")
             predict_btn.click(fn=predict, inputs=[input_file, model_dropdown], outputs=[output_df])
+
         with gr.Tab("Takeaways"):
             gr.Markdown("## 🌾 Spectroscopy: Transforming the Dairy Sector")
+
             gr.Markdown("""
-                    ### 👨‍🌾 Farmers
-                    - Enables quick and non-destructive testing of milk quality.
-                    - Helps identify adulteration or spoilage early.
-                    - Boosts credibility and fair pricing in local and export markets.
-                    
-                    ### 🏛️ Government
-                    - Supports enforcement of food safety and regulatory standards.
-                    - Aids in surveillance of quality at collection centers and cooperatives.
-                    - Encourages investment in agri-tech and rural innovation.
-                    
-                    ### 🏢 Businesses & Cooperatives
-                    - Enhances supply chain quality control.
-                    - Reduces reliance on expensive lab-based testing.
-                    - Increases transparency and trust with consumers.
-                    
-                    ### 🧠 Why Spectroscopy?
-                    - Non-invasive, fast, and cost-effective.
-                    - Adaptable for large-scale or smallholder use.
-                    - Unlocks new value in digitizing dairy analytics.
-                    
-                    ---
-                    
-                    ### 💡 Parting Shot: Health Starts With What You Consume
-                    > “Milk is nature’s first food – and it should remain pure. Spectroscopy empowers us to ensure it stays that way.”  
-                    Stay curious. Stay healthy.
-                    """)
+### 👨‍🌾 Farmers
+- Enables quick and non-destructive testing of milk quality.
+- Helps identify adulteration or spoilage early.
+- Boosts credibility and fair pricing in local and export markets.
+
+### 🏧 Government
+- Supports enforcement of food safety and regulatory standards.
+- Aids in surveillance of quality at collection centers and cooperatives.
+- Encourages investment in agri-tech and rural innovation.
+
+### 🏢 Businesses & Cooperatives
+- Enhances supply chain quality control.
+- Reduces reliance on expensive lab-based testing.
+- Increases transparency and trust with consumers.
+
+### 🧠 Why Spectroscopy?
+- Non-invasive, fast, and cost-effective.
+- Adaptable for large-scale or smallholder use.
+- Unlocks new value in digitizing dairy analytics.
+
+---
+
+### 💡 Parting Shot: Health Starts With What You Consume
+> “Milk is nature’s first food – and it should remain pure. Spectroscopy empowers us to ensure it stays that way.”  
+Stay curious. Stay healthy.
+""")
 
 # Run app
 demo.launch(server_name="0.0.0.0", server_port=7860, ssr_mode=False)