Store model components in session state and remove example analysis section

app.py

@@ -8,5 +8,8 @@ x = st.slider('Select a value')
 st.write(x, 'squared is', x * x)
 # load the model and cache it
 model, label_encoder, tokenizer = load_model_for_prediction()
+st.session_state['model'] = model
+st.session_state['label_encoder'] = label_encoder
+st.session_state['tokenizer'] = tokenizer
 st.write('Model loaded')
 

pages/Analysis.py

@@ -76,25 +76,6 @@ def show_analysis():
             else:
                 st.warning("Please enter some text to analyze.")
         
-        # Example Analysis Section
-        st.header("Example Analysis")
-        show_examples = st.checkbox("Show example analysis", key='show_examples')
-        
-        if show_examples:
-            try:
-                df = pd.read_csv('data/raw/history_01.csv')
-                for sentence in df['Sentence'].head(5):  # Limit to 5 examples
-                    with st.container():
-                        label, confidence = predict_sentence(
-                            model, sentence, tokenizer, label_encoder
-                        )
-                        if label not in ("Unknown", "Error"):
-                            st.write("---")
-                            st.write(f"**Sentence:** {sentence}")
-                            st.write(f"**Predicted:** {label}")
-                            st.progress(confidence)
-            except FileNotFoundError:
-                st.warning("Example file not found. Please check the data path.")
                 
     except Exception as e:
         st.error(f"Error: {str(e)}")