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import streamlit as st | |
from transformers import pipeline | |
from gtts import gTTS | |
from pytube import Search | |
import random | |
import os | |
# Initialize conversational and sentiment analysis models | |
conversational_bot = pipeline("text-generation", model="microsoft/DialoGPT-medium") | |
sentiment_analysis = pipeline("sentiment-analysis", model="distilbert-base-uncased-finetuned-sst-2-english") | |
# Streamlit page configuration | |
st.set_page_config(page_title="Grief and Loss Support Bot", page_icon="πΏ", layout="centered") | |
st.markdown(""" | |
<style> | |
.css-1d391kg { background-color: #F3F7F6; } | |
.css-ffhzg2 { font-size: 1.5em; font-weight: 500; color: #4C6D7D; } | |
.stTextInput>div>div>input { background-color: #E8F1F2; border-radius: 5px; } | |
.stButton>button { background-color: #A9D0B6; color: white; } | |
.stButton>button:hover { background-color: #8FB79A; } | |
.stTextInput>div>label { color: #4C6D7D; } | |
</style> | |
""", unsafe_allow_html=True) | |
# Title and description | |
st.title("Grief and Loss Support Bot πΏ") | |
st.subheader("Your compassionate companion in tough times π") | |
# User input | |
user_input = st.text_input("How are you feeling today?", placeholder="Share your thoughts here...", max_chars=500) | |
# Generate response | |
if user_input: | |
# Analyze sentiment | |
sentiment = sentiment_analysis(user_input)[0] | |
# Use conversational bot for response | |
response = conversational_bot(user_input, max_length=150)[0]['generated_text'] | |
st.text_area("Bot's Response:", response, height=150) | |
# Text-to-speech conversion | |
tts = gTTS(response, lang='en') | |
audio_file = "response.mp3" | |
tts.save(audio_file) | |
st.audio(audio_file, format="audio/mp3") | |
# Suggest activity based on mood keywords | |
mood_keywords = { | |
"positive": ["try journaling your feelings", "practice yoga", "learn a new recipe"], | |
"neutral": ["take a short walk", "listen to calming music", "try some mindful breathing"], | |
"negative": ["explore creative activities like painting", "watch a motivational video", "write down small goals to feel organized"] | |
} | |
mood_type = "neutral" # Default category | |
if any(word in user_input.lower() for word in ["lonely", "lost", "sad", "stressed"]): | |
mood_type = "negative" | |
elif sentiment["label"] == "POSITIVE": | |
mood_type = "positive" | |
suggested_activity = random.choice(mood_keywords[mood_type]) | |
st.info("Here's a suggestion to help lift your spirits:") | |
st.write(f"**Activity Suggestion:** {suggested_activity}") | |
# YouTube search for video resources | |
search = Search(suggested_activity) | |
st.write("Recommended Videos:") | |
for video in search.results[:2]: # Display top 2 videos | |
st.write(f"[{video.title}]({video.watch_url})") | |
# Crisis intervention resources | |
crisis_keywords = ["help", "suicide", "depressed", "emergency", "hurt", "lost"] | |
if any(keyword in user_input.lower() for keyword in crisis_keywords): | |
st.warning("It sounds like you're going through a very tough time. Please reach out to someone you trust or a professional for support.") | |
st.write("[Find emergency resources here](https://www.helpguide.org/find-help.htm)") | |