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Update app.py
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app.py
CHANGED
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import streamlit as st
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import pandas as pd
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import requests
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advice
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import streamlit as st
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import pandas as pd
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import requests
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import os
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# Retrieve the GROC API Key from environment variable
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GROC_API_KEY = "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"
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# Check if the API key is missing
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if not GROC_API_KEY:
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st.error("API key is missing. Please set the GROC_API_KEY environment variable.")
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else:
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# Function to load and preprocess data
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@st.cache_data
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def load_data(file):
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df = pd.read_csv(file)
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return df
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# Function to provide detailed health advice
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def provide_detailed_advice(data):
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advice = []
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if data['depression'] > 7:
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advice.append("You have high levels of depression. Consider consulting a mental health professional. Practice self-care activities like mindfulness, journaling, and physical exercise.")
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elif data['depression'] > 5:
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advice.append("Your depression levels are moderate. Engage in uplifting activities, maintain a healthy routine, and seek social support.")
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if data['anxiety'] > 7:
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advice.append("High levels of anxiety detected. Use breathing exercises, yoga, and reduce caffeine intake. Consulting a therapist is highly recommended.")
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elif data['anxiety'] > 5:
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advice.append("Moderate anxiety levels observed. Focus on managing stress, maintaining proper sleep, and practicing relaxation techniques.")
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if data['isolation'] > 7:
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advice.append("You might be feeling isolated. Try joining community groups, reaching out to friends, or participating in social activities.")
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elif data['isolation'] > 5:
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advice.append("Moderate isolation detected. Schedule regular social interactions to maintain mental wellness.")
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if data['future_insecurity'] > 7:
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advice.append("You have significant concerns about the future. Break large goals into smaller tasks, and consider career counseling or mentorship.")
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elif data['future_insecurity'] > 5:
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advice.append("Moderate future insecurity observed. Building a concrete plan and seeking guidance from trusted professionals can help.")
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if data['stress_relief_activities'] < 5:
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advice.append("Low engagement in stress-relief activities. Incorporate activities like walking, meditation, or pursuing hobbies into your routine.")
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return advice
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# Function to fetch health articles using the GROC API
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def get_health_articles(query):
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url = f"https://api.groc.com/search?q={query}"
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headers = {"Authorization": f"Bearer {GROC_API_KEY}"}
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try:
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response = requests.get(url, headers=headers)
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response.raise_for_status()
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data = response.json() # Assuming the API returns JSON
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articles = [{"title": item["title"], "url": item["url"]} for item in data.get("results", [])]
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return articles
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except requests.exceptions.RequestException as e:
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st.error(f"Error fetching articles: {e}")
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return []
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# Streamlit app layout
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def main():
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st.title("Student Health Advisory Assistant")
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st.subheader("Analyze your well-being and get advice")
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# File upload
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uploaded_file = st.file_uploader("Upload your dataset (CSV)", type=["csv"])
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if uploaded_file:
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df = load_data(uploaded_file)
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st.write("Dataset preview:")
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st.dataframe(df.head())
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# User input for analysis
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st.header("Input Your Details")
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gender = st.selectbox("Gender", ["Male", "Female"])
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age = st.slider("Age", 18, 35, step=1)
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depression = st.slider("Depression Level (1-10)", 1, 10)
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anxiety = st.slider("Anxiety Level (1-10)", 1, 10)
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isolation = st.slider("Isolation Level (1-10)", 1, 10)
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future_insecurity = st.slider("Future Insecurity Level (1-10)", 1, 10)
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stress_relief_activities = st.slider("Stress Relief Activities Level (1-10)", 1, 10)
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# Data dictionary for advice
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user_data = {
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"gender": gender,
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"age": age,
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"depression": depression,
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"anxiety": anxiety,
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"isolation": isolation,
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"future_insecurity": future_insecurity,
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"stress_relief_activities": stress_relief_activities,
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}
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# Provide advice
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if st.button("Get Detailed Advice"):
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st.subheader("Health Advice")
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advice = provide_detailed_advice(user_data)
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for i, tip in enumerate(advice, 1):
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st.write(f"{i}. {tip}")
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# Fetch articles from GROC API
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st.subheader("Related Health Articles")
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query = "mental health, stress relief, social well-being"
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articles = get_health_articles(query)
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if articles:
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for article in articles:
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st.write(f"- [{article['title']}]({article['url']})")
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else:
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st.write("No articles found. Please check your API key or internet connection.")
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if __name__ == "__main__":
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main()
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