Update app.py

app.py

@@ -21,64 +21,40 @@ def fetch_health_articles(query):
         st.error("Failed to fetch news articles. Please check your API key or try again later.")
         return []
 
-def provide_advice_from_articles(data):
+def provide_advice_from_selected_row(data):
     advice = []
-    # High depression
-    if data['depression'] > 7:
-        advice.append("🔴 **High Depression Levels Detected**")
-        advice.append("""
-        Depression is a serious condition that affects many aspects of life. If you are experiencing high levels of depression, it is important to seek professional help.
-        Here are some key steps that might help:
-        - **Consider therapy**: Cognitive Behavioral Therapy (CBT) is proven to be effective for managing depression.
-        - **Stay active**: Exercise can boost your mood and reduce stress.
-        - **Reach out to loved ones**: Isolation can worsen depression, so staying connected with friends and family is crucial.
-        - **Practice mindfulness**: Techniques such as deep breathing and meditation can be effective in managing depressive symptoms.
-        """)
-        articles = fetch_health_articles("high depression")
-        for article in articles:
-            advice.append(f"**{article['title']}**\n{article['description']}\n[Read more]({article['url']})")
     
-    # High anxiety
-    elif data['anxiety_level'] > 7:
-        advice.append("🟠 **High Anxiety Levels Detected**")
-        advice.append("""
-        Anxiety can cause significant distress and impact daily life. Addressing anxiety early can help you regain control over your well-being. 
-        Here's how you can manage anxiety:
-        - **Breathing exercises**: Slow, deep breaths can help calm the mind and body.
-        - **Progressive muscle relaxation**: Tense and then relax different muscle groups to reduce physical tension.
-        - **Limit stimulants**: Reduce caffeine and sugar, which can increase anxiety.
-        - **Journaling**: Writing down your thoughts can help process feelings of anxiety.
-        """)
-        articles = fetch_health_articles("high anxiety")
+    stress_level = data['stress_level']
+    anxiety_level = data['anxiety_level']
+    depression_level = data['depression']
+    
+    # Generate advice based on the stress level of the selected row
+    if stress_level > 7:
+        advice.append("🔴 **High Stress Levels Detected**: It's critical to manage stress effectively. Please explore the following articles to help you manage stress:")
+        articles = fetch_health_articles("high stress management")
         for article in articles:
             advice.append(f"**{article['title']}**\n{article['description']}\n[Read more]({article['url']})")
-
-    # High stress
-    elif data['stress_level'] > 7:
-        advice.append("🟡 **High Stress Levels Detected**")
-        advice.append("""
-        Prolonged stress can have adverse effects on both mental and physical health. Managing stress is crucial for maintaining balance and well-being.
-        Consider these strategies:
-        - **Time management**: Prioritize tasks and break them down into manageable steps to avoid feeling overwhelmed.
-        - **Physical activity**: Exercise can act as a natural stress reliever.
-        - **Relaxation techniques**: Meditation, yoga, or simply taking breaks during the day can reduce stress.
-        - **Sleep hygiene**: Ensure you're getting enough restful sleep by maintaining a regular sleep schedule.
-        """)
-        articles = fetch_health_articles("high stress")
+    elif stress_level > 4:
+        advice.append("🟡 **Moderate Stress Levels**: It's important to manage moderate stress. Here are some helpful articles and tips:")
+        articles = fetch_health_articles("moderate stress management")
         for article in articles:
             advice.append(f"**{article['title']}**\n{article['description']}\n[Read more]({article['url']})")
-
-    # General mental health advice
     else:
-        advice.append("🟢 **General Health Advice**")
-        advice.append("""
-        Maintaining mental health is an ongoing process, and it’s important to integrate healthy habits into daily life. Here are some general tips:
-        - **Exercise regularly**: Physical activity can significantly boost mood and mental clarity.
-        - **Eat a balanced diet**: Nutrition plays a vital role in mental well-being.
-        - **Practice gratitude**: Reflecting on things you’re grateful for can shift your focus from stress to positivity.
-        - **Social support**: Stay connected with family and friends for emotional support.
-        """)
-        articles = fetch_health_articles("mental health")
+        advice.append("🟢 **Low Stress Levels**: Great! You're in a good place, but it's still important to maintain healthy stress management. Here are some resources to help:")
+        articles = fetch_health_articles("stress relief techniques")
+        for article in articles:
+            advice.append(f"**{article['title']}**\n{article['description']}\n[Read more]({article['url']})")
+    
+    # Additional advice based on anxiety and depression levels
+    if anxiety_level > 7:
+        advice.append("\n🔴 **High Anxiety Levels**: Managing anxiety is crucial. Here are some resources to help manage anxiety:")
+        articles = fetch_health_articles("high anxiety management")
+        for article in articles:
+            advice.append(f"**{article['title']}**\n{article['description']}\n[Read more]({article['url']})")
+    
+    if depression_level > 7:
+        advice.append("\n🔴 **High Depression Levels**: It's important to seek professional support for depression. Here are some helpful resources:")
+        articles = fetch_health_articles("high depression management")
         for article in articles:
             advice.append(f"**{article['title']}**\n{article['description']}\n[Read more]({article['url']})")
 
@@ -98,8 +74,8 @@ def plot_graphs(data):
 
 def main():
     st.set_page_config(
-        page_title="Student Well-being Advisor",
-        page_icon="📊",
+        page_title="Stress Management Advisor",
+        page_icon="🧠",
         layout="wide",
         initial_sidebar_state="expanded",
     )
@@ -111,10 +87,10 @@ def main():
     st.sidebar.markdown("### 📊 Analysis & Advice")
     st.sidebar.write("Get detailed insights and personalized advice.")
 
-    st.title("🎓 Student Well-being Advisor")
-    st.subheader("Analyze data and provide professional mental health recommendations.")
+    st.title("🎓 Stress Management Advisor")
+    st.subheader("Analyze stress levels and receive professional stress management recommendations.")
     st.write("""
-        This app helps identify areas of concern in students' well-being and provides personalized advice based on their responses.
+        This app helps identify areas of concern related to stress in individuals and provides personalized advice based on their responses.
     """)
 
     st.markdown("## 📂 Upload Your Dataset")
@@ -145,7 +121,7 @@ def main():
             tab1, tab2, tab3 = st.tabs(["🏠 Home", "📊 Analysis", "📰 Resources"])
 
             with tab1:
-                st.write("### Welcome to the Well-being Advisor!")
+                st.write("### Welcome to the Stress Management Advisor!")
                 st.write("""
                     Use the tabs to explore data, generate advice, and access mental health resources.
                 """)
@@ -161,20 +137,20 @@ def main():
                 st.write("### Selected User Details:")
                 st.json(row_data)
 
-                st.subheader("🔔 Health Advice Based on Articles")
-                advice = provide_advice_from_articles(row_data)
+                st.subheader("🔔 Health Advice Based on Selected Row")
+                advice = provide_advice_from_selected_row(row_data)
                 if advice:
                     for i, tip in enumerate(advice, 1):
                         st.write(f"📌 **{i}.** {tip}")
                 else:
-                    st.warning("No specific advice available based on this user's data.")
+                    st.warning("No specific advice available based on this user's stress level.")
 
                 # Include graphs in analysis tab
                 plot_graphs(df)
 
             with tab3:
                 st.subheader("📰 Mental Health Resources")
-                articles = fetch_health_articles("mental health")
+                articles = fetch_health_articles("stress relief")
                 if articles:
                     for article in articles:
                         st.write(f"**{article['title']}**")