Insight Dashboard

Interactive Streamlit dashboard for visualizing financial sentiment analysis and price correlations.

🎯 Purpose

Provides real-time market sentiment insights and historical trend analysis through intuitive visualizations.

📊 Dashboard Features

📊 Insights Page (Main View)

• Current Market Sentiment: Real-time pulse from last 3 days
• Market Category Breakdown: CRYPTO, US_STOCKS, ECONOMICS sentiment
• Price vs Sentiment Trends: Historical correlation analysis
• Dual-Axis Charts: Price lines with stacked sentiment bars

🔧 Debug Page (Technical View)

• System Status: Data validation and health checks
• Raw Data Tables: Inspect sentiment and price data
• Category Distribution: Detailed breakdown by source
• Time Range Validation: Ensure data freshness

🚀 Usage

Local Development

streamlit run app/main.py

Deployed Version

• Target URL: trading.elikloft.com (pending domain fix)
• Alternative: elikloft.com/trading (path-based routing)
• Current Status: Deployed but domain configuration issues

📈 Visualization Types

Current Sentiment (Top Chart)

• Time Range: Last 3 days only
• Purpose: At-a-glance current market pulse
• Format: Stacked bars (Bullish/Neutral/Bearish)
• Categories: Ordered as CRYPTO, ECONOMICS, US_STOCKS, OTHER

Historical Trends (Bottom Chart)

• Time Range: All available data
• Purpose: Long-term correlation analysis
• Format: Dual-axis with price line + sentiment bars
• Aggregation: Daily averages for trend clarity

⚙️ Configuration

Environment Variables (.env)

# AWS (required)
AWS_ACCESS_KEY_ID=your_key
AWS_SECRET_ACCESS_KEY=your_secret
AWS_DEFAULT_REGION=us-east-1

# S3 (required)
S3_BUCKET_NAME=automated-trading-data-bucket

Dependencies

pip install -r requirements.txt

Key packages:

• streamlit - Web dashboard framework
• plotly - Interactive charts
• pandas - Data manipulation
• boto3 - AWS S3 integration

🎨 Design Choices

Color Scheme

• Bullish: Green (#00CC44)
• Neutral: Gray (#888888)
• Bearish: Red (#FF4444)
• Price Line: Black with white outline for visibility

Chart Types

• Stacked Bars: Show full sentiment distribution
• Line Charts: Price trends over time
• Dual-Axis: Compare different scales (price vs percentage)

User Experience

• Page Navigation: Clean sidebar with Insights/Debug pages
• Expandable Sections: Category definitions on demand
• Responsive Design: Works on desktop and mobile
• Loading States: Clear feedback when data is unavailable

📊 Current Data Display

Metrics (Top Row)

• Market Sentiment: Overall bullish percentage
• Community Posts: Total analyzed posts
• Market Categories: Number of active categories

Category Definitions

• CRYPTO: Digital assets and blockchain discussions
• ECONOMICS: Macro trends and long-term wealth strategies
• US_STOCKS: Traditional equity markets and value investing
• OTHER: Miscellaneous financial discussions

🔧 Technical Implementation

Data Loading

• Real-time: Loads fresh data from S3 on each page refresh
• Caching: Streamlit built-in caching for performance
• Error Handling: Graceful fallbacks when data unavailable

Chart Rendering

• Plotly Integration: Interactive charts with zoom/pan
• Responsive: Auto-sizing based on container width
• Performance: Optimized for daily aggregated data

Page Structure

# Multi-page app with sidebar navigation
def presentation_page():  # Main insights view
def debug_page():        # Technical details
def main():             # Navigation logic

🌐 Deployment Status

Current Deployment

• Platform: Cloud hosting (Streamlit Cloud)
• Status: ✅ Application deployed successfully
• Domain: ✅ https://trading.elikloft.com working

🎯 Future Enhancements

High Priority

• Auto-Refresh: Real-time data updates without manual refresh
• Mobile Optimization: Improve responsive design
• Data Pipeline: Automated processing after collection

Medium Priority

• Export Features: Download charts as images/PDFs
• Time Range Filters: Custom date range selection
• Alert System: Notifications for extreme sentiment shifts

Low Priority

• Themes: Dark/light mode toggle
• Customization: User-configurable chart types
• API Integration: Direct data feeds without S3 dependency

📊 Data Insights Displayed

Current Status (Example)

• Market Sentiment: 65% Bullish
• Community Posts: 1,314 analyzed
• Market Categories: 3 active
• Data Points: 1 price + 1 sentiment per day

Trend Analysis

• Daily Aggregation: Smooths noise while preserving trends
• Correlation Tracking: Visual relationship between sentiment and price
• Category Comparison: Different market segments side-by-side

🐛 Known Issues

Dashboard

• Data Refresh: Manual refresh required for new data
• Mobile: Some charts may be cramped on small screens
• Loading: No progress indicators for slow S3 loads

📁 File Structure

insight-dashboard/
├── app/
│   └── main.py                 # Main dashboard application
├── utils/
│   └── data_loader.py         # S3 data loading utilities
├── .streamlit/
│   └── config.toml            # Streamlit configuration
├── requirements.txt           # Python dependencies
└── runtime.txt               # Python version for deployment

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Part of the automated-trading pipeline Previous: ai-workbench processes sentiment data Data Source: Reads from S3 processed-data/