RF+XGB ensemble trained on 15K samples with 20 features. Autonomous pipeline: CoinGecko scan, feature engineering, ensemble prediction, TP/SL tracking, self-improvement.
| Symbol | Probability | Entry | TP | SL | Signals | Time Active |
|---|---|---|---|---|---|---|
| 🔍Awaiting first picks... Scanner will populate this table. | ||||||
| Time | Scanned | Picks | Top Coin | Prob |
|---|---|---|---|---|
| Awaiting first scan... | ||||
| Coin | Outcome | Entry | Exit | P/L % |
|---|---|---|---|---|
| Picks appear here as they resolve. | ||||
| Ensemble | Random Forest + XGBoost (RF+XGB) |
| Features | 20 engineered features: momentum, volume, volatility, market cap, consolidation range |
| Training Data | 15,000 samples from historical daily top gainers |
| Live Data | CoinGecko API — top 250 coins scored per scan |
| Self-Improve | Automatic model retrain when 50+ resolved picks accumulate |
| Scam Filter | TokenSniffer integration — rug-pull / honeypot detection |
Historical lift factor. Detects early momentum before price breakout using 3d/7d price acceleration and RSI divergence.
Volume relative to market cap identifies unusual accumulation. Spikes >3x baseline trigger alerts.
Top feature by importance. Tight consolidation ranges precede explosive moves. ATR compression + BB squeeze.
Detects sharp selloff exhaustion followed by volume surge reversal. 60-65% win rate historically.
Automated scam detection. Checks for honeypot contracts, rug-pull patterns, and locked liquidity before pick entry.
TP = 2.5x ATR above entry. SL = 1x ATR below. 48h max hold time. Max 10 concurrent positions.