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Discovery: CONNECTEDModels: 12

Quant Discovery Engine

ML-powered analysis of congressional trading patterns. Regime detection, cyclical analysis, and ensemble predictions based on politician stock transactions.

Predictions

Discoveries

Anomalies

Politicians

ML Prediction Sentiment

Bullish 75%Bearish 25%

ML STOCK PREDICTIONS

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NVDAUP87% confidence

High ActivityRF: 0.85 | LR: 0.82 | GB: 0.91

Regime prob: 82% • Avg trades: 4.2

12/20/2025

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MSFTUP82% confidence

Medium ActivityRF: 0.8 | LR: 0.78 | GB: 0.86

Regime prob: 75% • Avg trades: 3.1

12/20/2025

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AAPLDOWN71% confidence

Low ActivityRF: 0.68 | LR: 0.73 | GB: 0.72

Regime prob: 68% • Avg trades: 2.4

12/20/2025

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GOOGLUP79% confidence

High ActivityRF: 0.77 | LR: 0.75 | GB: 0.83

Regime prob: 79% • Avg trades: 3.8

12/20/2025

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AMZNUP74% confidence

Medium ActivityRF: 0.72 | LR: 0.7 | GB: 0.78

Regime prob: 71% • Avg trades: 2.9

12/20/2025

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METAUP85% confidence

High ActivityRF: 0.83 | LR: 0.8 | GB: 0.89

Regime prob: 83% • Avg trades: 5.1

12/20/2025

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TSLADOWN68% confidence

High ActivityRF: 0.65 | LR: 0.7 | GB: 0.69

Regime prob: 72% • Avg trades: 6.2

12/20/2025

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JPMUP76% confidence

Medium ActivityRF: 0.74 | LR: 0.72 | GB: 0.8

Regime prob: 74% • Avg trades: 2.5

12/20/2025

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VUP81% confidence

Low ActivityRF: 0.79 | LR: 0.77 | GB: 0.85

Regime prob: 80% • Avg trades: 1.8

12/20/2025

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UNHDOWN73% confidence

Medium ActivityRF: 0.71 | LR: 0.75 | GB: 0.74

Regime prob: 70% • Avg trades: 3.0

12/20/2025

REGIME DISTRIBUTION

High Activity

Low Activity

Medium Activity

PATTERN DISCOVERIES

cyclical buying

sector rotation

pre event trading

volume anomaly

correlated trading

TRADING ANOMALIES DETECTED

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Tommy Tuberville92%

unusual volume

Nancy Pelosi85%

timing anomaly

Pat Fallon78%

sector concentration

Josh Gottheimer71%

size anomaly

Bill Hagerty67%

correlation spike

Dan Crenshaw82%

pre legislation

🏛️CONGRESSIONAL TRADING ANALYSIS

ML-POWERED →

Advanced ML analysis of politician trading patterns. Fourier cycle detection, HMM regime analysis, DTW pattern matching, and ensemble predictions.

🔬 Fourier Analysis📊 Regime Detection🔄 Cyclical Patterns🤖 Ensemble ML

⚡STRATEGY BACKTESTING

10 STRATEGIES →

Test trading strategies with real market data. MA Crossover, RSI, MACD, Bollinger Bands, and more. Build custom strategies or browse pre-built templates.

📋 Strategy Library🔧 Strategy Builder💼 Portfolio Optimization📊 Results History

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