📈 Stock Sentiment Analysis Dashboard

Analyze market sentiment using AI-powered news analysis

🔍 Enter Stock Symbol

Enter any stock ticker symbol to analyze recent news sentiment

📋 Process Overview

News Collection: We fetch the latest financial news articles related to your stock symbol from multiple trusted sources
AI Analysis: Each article's title and description are analyzed using advanced natural language processing
Sentiment Scoring: Articles are classified as Positive, Negative, or Neutral with confidence scores
Aggregation: Individual sentiment scores are combined to provide an overall market sentiment

🛠️ Technology Stack

🐍 Python 🤗 Hugging Face Transformers 🧠 RoBERTa Model ⚡ Flask 📊 Chart.js 🎨 Bootstrap

🤖 AI Model Details

Model: cardiffnlp/twitter-roberta-base-sentiment-latest
Type: Fine-tuned RoBERTa (Robustly Optimized BERT Pretraining Approach)
Training: Specialized for financial and social media sentiment analysis
Performance: High accuracy on financial text with confidence scoring

📊 Understanding the Scatter Plot

New Visualization: Each dot represents one article

X-Axis: Article number (1, 2, 3...)
Y-Axis: Sentiment direction × confidence level
Above zero line: Positive sentiment
Below zero line: Negative sentiment
Distance from center: AI confidence level

Strategic Insight: See which specific articles drive overall sentiment

📈 Understanding the Results

POSITIVE

Optimistic news, earnings beats, positive developments

NEGATIVE

Concerning news, missed expectations, challenges

NEUTRAL

Factual reporting, mixed signals, routine updates

💡 Pro Tip

Sentiment analysis provides insight into market perception but should be used alongside other fundamental and technical analysis methods for investment decisions.

📈 Stock Sentiment Analysis Dashboard

🔍 Enter Stock Symbol

POSITIVE

NEGATIVE

NEUTRAL

📊 Overall Sentiment for

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📊 Scatter Plot Guide

📈 Individual Article Analysis

📰 Recent News Articles