Spaces:
Sleeping
Sleeping
| import streamlit as st | |
| from func import ( | |
| get_sentiment_pipeline, | |
| get_ner_pipeline, | |
| fetch_news, | |
| analyze_sentiment, | |
| extract_org_entities, | |
| ) | |
| import time | |
| # ----------- Page Config ----------- | |
| st.set_page_config( | |
| page_title="EquiPulse: Stock Sentiment Tracker", | |
| layout="centered", | |
| initial_sidebar_state="collapsed" | |
| ) | |
| # ----------- Custom Styling ----------- | |
| st.markdown(""" | |
| <style> | |
| body { | |
| background-color: #ffffff; | |
| } | |
| /* Title styling */ | |
| .main-title { | |
| font-size: 32px; | |
| font-weight: 700; | |
| font-family: 'Segoe UI', sans-serif; | |
| color: #002b45; | |
| margin-bottom: 1.2rem; | |
| white-space: nowrap; | |
| overflow-x: auto; | |
| } | |
| .main-title::-webkit-scrollbar { | |
| height: 4px; | |
| } | |
| .main-title::-webkit-scrollbar-thumb { | |
| background-color: #ccc; | |
| border-radius: 2px; | |
| } | |
| /* Input + Button styling */ | |
| .stTextInput > div > div > input, | |
| .stTextArea textarea { | |
| font-size: 16px; | |
| } | |
| .stButton>button { | |
| background-color: #002b45; | |
| color: white; | |
| font-size: 16px; | |
| padding: 0.4rem 1rem; | |
| border-radius: 6px; | |
| } | |
| .stButton>button:hover { | |
| background-color: #004b78; | |
| } | |
| .stMarkdown { | |
| font-size: 16px; | |
| } | |
| </style> | |
| """, unsafe_allow_html=True) | |
| # ----------- Header Title (Centered + Bold + Large + Professional) ----------- | |
| st.markdown(""" | |
| <style> | |
| .centered-title { | |
| text-align: center; | |
| font-size: 36px; | |
| font-weight: 800; | |
| font-family: 'Segoe UI', sans-serif; | |
| color: #002b45; | |
| margin-top: 20px; | |
| margin-bottom: 20px; | |
| } | |
| </style> | |
| <div class="centered-title">📊 EquiPulse: Stock Sentiment Tracker</div> | |
| """, unsafe_allow_html=True) | |
| # ----------- Description Section ----------- | |
| st.markdown(""" | |
| <div style='font-size:16px; line-height:1.6; color: #333333; margin-bottom: 1rem;'> | |
| Analyze real-time financial sentiment from news headlines related to companies you're interested in. | |
| </div> | |
| """, unsafe_allow_html=True) | |
| # ----------- Input Area ----------- | |
| st.markdown("#### 🎯 Enter Your Target Company Tickers") | |
| free_text = st.text_area("Example: AAPL, NVDA, TSLA", height=90) | |
| # ----------- Ticker Extraction ----------- | |
| ner_pipeline = get_ner_pipeline() | |
| tickers = extract_org_entities(free_text, ner_pipeline) | |
| if tickers: | |
| st.markdown(f"✅ **Recognized Tickers:** `{', '.join(tickers)}`") | |
| else: | |
| tickers = [] | |
| # ----------- Action Button ----------- | |
| if st.button("🔍 Get News and Sentiment"): | |
| if not tickers: | |
| st.warning("⚠️ Please enter at least one recognizable company name or ticker.") | |
| else: | |
| sentiment_pipeline = get_sentiment_pipeline() | |
| progress_bar = st.progress(0) | |
| total_stocks = len(tickers) | |
| for idx, ticker in enumerate(tickers): | |
| st.markdown(f"---\n#### 🔍 Analyzing `{ticker}`") | |
| news_list = fetch_news(ticker) | |
| if news_list: | |
| sentiments = [analyze_sentiment(news['title'], sentiment_pipeline) for news in news_list] | |
| pos_count = sentiments.count("Positive") | |
| neg_count = sentiments.count("Negative") | |
| total = len(sentiments) | |
| pos_ratio = pos_count / total if total else 0 | |
| neg_ratio = neg_count / total if total else 0 | |
| # Simple heuristic for overall sentiment | |
| if pos_ratio >= 0.25: | |
| overall = "Positive" | |
| elif neg_ratio >= 0.75: | |
| overall = "Negative" | |
| else: | |
| overall = "Neutral" | |
| # Display news | |
| st.markdown(f"**📰 Top News for `{ticker}`:**") | |
| for i, news in enumerate(news_list[:3]): | |
| st.markdown(f"{i+1}. [{news['title']}]({news['link']}) — **{sentiments[i]}**") | |
| st.success(f"📈 **Overall Sentiment for `{ticker}`: {overall}**") | |
| else: | |
| st.info(f"No recent news found for `{ticker}`.") | |
| progress_bar.progress((idx + 1) / total_stocks) | |
| time.sleep(0.1) | |