GitHub user hayaiti created a discussion: Stock Market Analytics Dashboard with 
Apache Superset

## Financial Analytics with Apache Superset

Using Superset to visualize stock market data from a platform tracking 6,100+ 
symbols with 12 signal types.

### Dashboard Components

```
Stock Market Analytics Dashboard:
├── Market Overview
│   ├── Index performance (SPX, NDX, DJI, RUT)
│   ├── Sector heatmap (11 sectors)
│   └── Market breadth (advance/decline)
├── Signal Analytics
│   ├── Signal distribution by type (12 types)
│   ├── Convergence score histogram
│   └── Signal frequency by sector
├── Performance Tracking
│   ├── Win rate by signal combination
│   ├── Average return by convergence score
│   └── IC (information coefficient) per signal
└── Data Quality
    ├── Source uptime (5 sources)
    ├── Price staleness count
    └── Sync job status (7 jobs)
```

### SQL Datasets

```sql
-- Signal distribution
SELECT signal_type, COUNT(*) as count,
       AVG(convergence_score) as avg_score
FROM stock_signals
WHERE detected_at > NOW() - INTERVAL '7 days'
GROUP BY signal_type;

-- Win rate by convergence score
SELECT FLOOR(entry_score/10)*10 as score_bucket,
       COUNT(*) as trades,
       AVG(CASE WHEN return_pct > 0 THEN 1 ELSE 0 END) as win_rate,
       AVG(return_pct) as avg_return
FROM strategy_episodes
GROUP BY score_bucket ORDER BY score_bucket;
```

### Free Tools

- [Stock Screener](https://igotfomo.com/stocks/screener) - AI convergence 
signals, 6,000+ stocks
- [Market Pulse](https://igotfomo.com/tools/market-pulse.html) - Live market 
dashboard
- [Ticker Widget](https://igotfomo.com/widgets/) - Embeddable stock prices
- [Free APIs](https://github.com/hayaiti/stock-market-api-guide)

Superset is excellent for financial data exploration!

GitHub link: https://github.com/apache/superset/discussions/38425

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