Total ensemble strategies: 19 RK ASSET TR WR PnL SHP PF CAL KEL CHK VERDICT ------------------------------------------------------------------------------------------------------------------- 1 ensemble_MATIC-USD 96 58.3% + 154.7% 1.08 1.36 1.17 0.0779 6/8  PROVEN WINNER 2 ensemble_IWM 93 59.1% + 40.4% 1.21 1.40 1.51 0.0839 6/8  PROVEN WINNER 3 ensemble_SOL-USD 132 45.5% + 79.5% 0.45 1.12 0.56 0.0237 3/8 ﯔ NOT PROVEN 4 ensemble_ADA-USD 119 54.6% + 27.9% 0.12 1.04 0.11 0.0114 3/8 ﯔ NOT PROVEN 5 ensemble_LINK-USD 127 51.2% + 17.2% 0.13 1.03 0.11 0.0078 3/8 ﯔ NOT PROVEN 6 ensemble_ETH-USD 139 52.5% + 1.1% 0.01 1.00 0.01 0.0006 2/8 ﯔ NOT PROVEN 7 CROSS_SECTIONAL_ENSEMBLE_CRYPTO 54 46.3% -21.4% -0.33 0.87 -0.46 0.0000 2/8 ﯔ NOT PROVEN 8 ensemble_SPY 88 45.5% -21.9% -0.94 0.78 -0.91 0.0000 2/8 ﯔ NOT PROVEN 9 ensemble_LTC-USD 131 48.1% -95.0% -0.88 0.81 -0.50 0.0000 2/8 ﯔ NOT PROVEN 10 ensemble_DOT-USD 141 50.4% -122.3% -0.71 0.81 -0.52 0.0000 2/8 ﯔ NOT PROVEN 11 ensemble_BTC-USD 130 48.5% -127.2% -1.58 0.65 -0.88 0.0000 2/8 ﯔ NOT PROVEN 12 ensemble_ATOM-USD 122 45.1% -145.1% -0.85 0.80 -0.68 0.0000 2/8 ﯔ NOT PROVEN 13 ensemble_FIL-USD 132 51.5% -183.0% -1.14 0.73 -0.63 0.0000 2/8 ﯔ NOT PROVEN 14 ensemble_XRP-USD 124 45.2% -283.1% -1.26 0.57 -0.91 0.0000 2/8 ﯔ NOT PROVEN 15 ensemble_UNI-USD 111 50.5% -2578.7% -0.98 0.34 -0.77 0.0000 2/8 ﯔ NOT PROVEN 16 ensemble_AVAX-USD 133 41.4% -50.8% -0.31 0.93 -0.19 0.0000 1/8 ﯔ NOT PROVEN 17 ensemble_QQQ 86 33.7% -84.0% -2.58 0.47 -0.96 0.0000 1/8 ﯔ NOT PROVEN 18 ensemble_SHIB-USD 137 28.5% -191.1% -1.27 0.72 -0.99 0.0000 1/8 ﯔ NOT PROVEN 19 ensemble_DOGE-USD 145 44.1% -320.7% -1.95 0.57 -0.82 0.0000 1/8 ﯔ NOT PROVEN  PROVEN WINNER: 2 ﯔ NOT PROVEN: 17 ===  PROVEN WINNER === ensemble_MATIC-USD Trades: 96 | WR: 58.3% | PnL: +154.7% | Sharpe: 1.08 PF: 1.36 | Calmar: 1.17 | Expectancy: 1.611 | Kelly: 7.8% WF Consistency: 57.9% (11/19) [PASS] sample_size: 96 [PASS] win_rate: 58.3 [PASS] p_value: 0.1422 [PASS] sharpe_ratio: 1.08 [PASS] profit_factor: 1.36 [FAIL] max_drawdown: 132.12 [PASS] expectancy: 1.611 [PASS] calmar_ratio: 1.17 ===  PROVEN WINNER === ensemble_IWM Trades: 93 | WR: 59.1% | PnL: +40.4% | Sharpe: 1.21 PF: 1.4 | Calmar: 1.51 | Expectancy: 0.434 | Kelly: 8.4% WF Consistency: 46.7% (7/15) [PASS] sample_size: 93 [PASS] win_rate: 59.1 [PASS] p_value: 0.1166 [PASS] sharpe_ratio: 1.21 [PASS] profit_factor: 1.4 [FAIL] max_drawdown: 26.76 [PASS] expectancy: 0.434 [PASS] calmar_ratio: 1.51