Update app.py

app.py

@@ -1,10 +1,10 @@
 import streamlit as st
 import pandas as pd
-import requests
 import os
+import requests
 
 # Retrieve the GROC API Key from environment variable
-GROC_API_KEY = "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"
+GROC_API_KEY = os.getenv("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")
 
 # Check if the API key is missing
 if not GROC_API_KEY:
@@ -16,36 +16,33 @@ else:
         df = pd.read_csv(file)
         return df
 
-    # Function to provide detailed health advice
-    def provide_detailed_advice(data):
+    # Function to provide detailed health advice based on model observation
+    def provide_observed_advice(data):
         advice = []
 
-        if data['depression'] > 7:
-            advice.append("You have high levels of depression. Consider consulting a mental health professional. Practice self-care activities like mindfulness, journaling, and physical exercise.")
-        elif data['depression'] > 5:
-            advice.append("Your depression levels are moderate. Engage in uplifting activities, maintain a healthy routine, and seek social support.")
+        # High depression, anxiety, and low stress-relief activities may indicate a need for professional help
+        if data['depression'] > 7 and data['anxiety'] > 7:
+            advice.append("You seem to be experiencing high levels of both depression and anxiety. It is important to consider professional mental health support, such as therapy or counseling. Engage in calming activities like deep breathing, mindfulness, and yoga.")
 
-        if data['anxiety'] > 7:
-            advice.append("High levels of anxiety detected. Use breathing exercises, yoga, and reduce caffeine intake. Consulting a therapist is highly recommended.")
-        elif data['anxiety'] > 5:
-            advice.append("Moderate anxiety levels observed. Focus on managing stress, maintaining proper sleep, and practicing relaxation techniques.")
+        # Moderate depression and anxiety levels can indicate stress but still manageable
+        elif data['depression'] > 5 or data['anxiety'] > 5:
+            advice.append("You are showing moderate levels of depression and/or anxiety. Focus on developing healthy coping strategies such as maintaining a regular sleep schedule, engaging in physical activity, and reaching out to friends or family for support.")
 
-        if data['isolation'] > 7:
-            advice.append("You might be feeling isolated. Try joining community groups, reaching out to friends, or participating in social activities.")
-        elif data['isolation'] > 5:
-            advice.append("Moderate isolation detected. Schedule regular social interactions to maintain mental wellness.")
+        # High isolation combined with low engagement in stress-relief activities could suggest loneliness
+        if data['isolation'] > 7 and data['stress_relief_activities'] < 5:
+            advice.append("It seems that you're feeling isolated, and your engagement in stress-relief activities is low. Try connecting with friends or a community group, and incorporate activities that help alleviate stress, such as walking, meditation, or journaling.")
 
+        # If future insecurity is high, career counseling might be helpful
         if data['future_insecurity'] > 7:
-            advice.append("You have significant concerns about the future. Break large goals into smaller tasks, and consider career counseling or mentorship.")
-        elif data['future_insecurity'] > 5:
-            advice.append("Moderate future insecurity observed. Building a concrete plan and seeking guidance from trusted professionals can help.")
+            advice.append("You are feeling a significant amount of insecurity about the future. It might be helpful to break down your larger goals into smaller, manageable tasks. Seeking career counseling or mentorship could provide valuable guidance.")
 
+        # Overall, low levels of stress-relief activities are a concern
         if data['stress_relief_activities'] < 5:
-            advice.append("Low engagement in stress-relief activities. Incorporate activities like walking, meditation, or pursuing hobbies into your routine.")
+            advice.append("Your engagement in stress-relief activities is quite low. It is crucial to engage in activities that reduce stress and promote mental wellness, such as hobbies, physical exercise, or relaxation techniques.")
 
         return advice
 
-    # Function to fetch health articles using the GROC API
+    # Function to fetch health articles from the GROC API based on the query
     def get_health_articles(query):
         url = f"https://api.groc.com/search?q={query}"
         headers = {"Authorization": f"Bearer {GROC_API_KEY}"}
@@ -63,7 +60,7 @@ else:
     # Streamlit app layout
     def main():
         st.title("Student Health Advisory Assistant")
-        st.subheader("Analyze your well-being and get advice")
+        st.subheader("Analyze your well-being and get personalized advice")
 
         # File upload
         uploaded_file = st.file_uploader("Upload your dataset (CSV)", type=["csv"])
@@ -93,22 +90,22 @@ else:
                 "stress_relief_activities": stress_relief_activities,
             }
 
-            # Provide advice
-            if st.button("Get Detailed Advice"):
-                st.subheader("Health Advice")
-                advice = provide_detailed_advice(user_data)
+            # Provide advice based on model observations
+            if st.button("Get Observed Advice"):
+                st.subheader("Health Advice Based on Observations")
+                advice = provide_observed_advice(user_data)
                 for i, tip in enumerate(advice, 1):
                     st.write(f"{i}. {tip}")
 
-                # Fetch articles from GROC API
-                st.subheader("Related Health Articles")
-                query = "mental health, stress relief, social well-being"
-                articles = get_health_articles(query)
-                if articles:
-                    for article in articles:
-                        st.write(f"- [{article['title']}]({article['url']})")
-                else:
-                    st.write("No articles found. Please check your API key or internet connection.")
+            # Fetch related health articles based on user input
+            st.subheader("Related Health Articles")
+            query = f"mental health anxiety depression isolation stress relief"
+            articles = get_health_articles(query)
+            if articles:
+                for article in articles:
+                    st.write(f"- [{article['title']}]({article['url']})")
+            else:
+                st.write("No articles found. Please check your API key or internet connection.")
 
     if __name__ == "__main__":
         main()