import streamlit as st import pandas as pd import joblib st.set_page_config(page_title="Stress Classification",layout="wide") st.markdown("

Stress Categorization Using BERT Algorithm

",unsafe_allow_html=True) st.markdown("

Enter your concern

",unsafe_allow_html=True) posts = st.text_area("") if st.button("Predict"): vector = joblib.load("stress.h5") predictions = vector.transform([posts]) model = joblib.load("stress_model.h5") pred = model.predict(predictions) if pred[0]=="Financial Stress": st.success("This Posts suggests that person has Financial Stress.") elif pred[0]=="Health Stress": st.success("This Posts suggests that person has Health Stress.") elif pred[0] == "Other Stress": st.success("This Posts suggests that person has Other Type Of Stress.") elif pred[0] =="Work Stress": st.success("This Posts suggests that person has Work Stress") # We need not use conditional statements as its in labels and we didn;t encode it