Update app.py

app.py

@@ -1,9 +1,8 @@
 import streamlit as st
 import pandas as pd
-import requests
 
 # Set the GROC API Key directly in the code
-GROC_API_KEY = "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"  # Replace with your actual GROC API key
+GROC_API_KEY = "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"  # Replace with your actual GROC API key
 
 # Function to load and preprocess data
 @st.cache_data
@@ -11,47 +10,32 @@ def load_data(file):
     df = pd.read_csv(file)
     return df
 
-# Function to provide detailed health advice based on model observation
+# Function to provide detailed health advice based on user data
 def provide_observed_advice(data):
     advice = []
 
-    # High depression, anxiety, and low stress-relief activities may indicate a need for professional help
+    # High depression and anxiety with low stress-relief activities
     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.")
+        advice.append("You seem to be experiencing high levels of both depression and anxiety. It's important to consider professional mental health support. You might also benefit from engaging in calming activities like deep breathing, mindfulness, or yoga.")
 
-    # Moderate depression and anxiety levels can indicate stress but still manageable
+    # Moderate depression or anxiety
     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.")
+        advice.append("You are showing moderate levels of depression or anxiety. It would be helpful to develop healthy coping strategies like maintaining a regular sleep schedule, engaging in physical activity, and reaching out to friends or family for support.")
 
-    # High isolation combined with low engagement in stress-relief activities could suggest loneliness
+    # High isolation and low stress-relief activities
     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.")
+        advice.append("It seems you are feeling isolated, and your engagement in stress-relief activities is low. It's important to connect with friends or join community groups. Incorporate activities that help alleviate stress, such as walking, journaling, or meditation.")
 
-    # If future insecurity is high, career counseling might be helpful
+    # High future insecurity
     if data['future_insecurity'] > 7:
-        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.")
+        advice.append("You are feeling a significant amount of insecurity about the future. It can be helpful to break down your larger goals into smaller, manageable tasks. Seeking career counseling or mentorship could provide valuable guidance and reduce anxiety about the future.")
 
-    # Overall, low levels of stress-relief activities are a concern
+    # Overall low engagement in stress-relief activities
     if data['stress_relief_activities'] < 5:
-        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.")
+        advice.append("Your engagement in stress-relief activities is quite low. It's essential to engage in activities that reduce stress and promote mental wellness, such as hobbies, physical exercise, and relaxation techniques like deep breathing or yoga.")
 
     return advice
 
-# 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}"}
-
-    try:
-        response = requests.get(url, headers=headers)
-        response.raise_for_status()
-        data = response.json()  # Assuming the API returns JSON
-        articles = [{"title": item["title"], "url": item["url"]} for item in data.get("results", [])]
-        return articles
-    except requests.exceptions.RequestException as e:
-        st.error(f"Error fetching articles: {e}")
-        return []
-
 # Streamlit app layout
 def main():
     st.title("Student Health Advisory Assistant")
@@ -85,22 +69,12 @@ def main():
             "stress_relief_activities": stress_relief_activities,
         }
 
-        # Provide advice based on model observations
+        # Provide advice based on user inputs
         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 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()