================================================================================ FreqAI 训练结果分析报告 生成时间: 2026-01-26 09:20:02 ================================================================================ 📊 概览 总币对数: 60 已训练: 60 训练率: 100.0% 🎯 标签质量汇总 &s-entry_signal: 平均值: 0.443 理想分布: 41/60 (68.3%) &s-exit_signal: 平均值: 0.453 理想分布: 49/60 (81.7%) &s-future_volatility: 平均值: 0.471 理想分布: 54/60 (90.0%) &-optimal_trailing_stop: 平均值: 0.007 理想分布: 0/60 (0.0%) &s-stoploss_risk: 平均值: 0.588 理想分布: 15/60 (25.0%) 📈 详细币对分析 -------------------------------------------------------------------------------- 🪙 AAVE/USDT 标签分布: &s-entry_signal: 0.525 - ✅ 理想 &s-exit_signal: 0.459 - ✅ 理想 &s-future_volatility: 0.467 - ✅ 理想 &-optimal_trailing_stop: 0.006 - 回归标签 &s-stoploss_risk: 0.544 - ✅ 理想 🪙 ADA/USDT 标签分布: &s-entry_signal: 0.515 - ✅ 理想 &s-exit_signal: 0.401 - ✅ 理想 &s-future_volatility: 0.401 - ✅ 理想 &-optimal_trailing_stop: 0.006 - 回归标签 &s-stoploss_risk: 0.541 - ✅ 理想 🪙 ASTER/USDT 标签分布: &s-entry_signal: 0.374 - ✓ 可接受 &s-exit_signal: 0.399 - ✓ 可接受 &s-future_volatility: 0.405 - ✅ 理想 &-optimal_trailing_stop: 0.008 - 回归标签 &s-stoploss_risk: 0.756 - ⚠️ 正样本过多 🪙 ATOM/USDT 标签分布: &s-entry_signal: 0.421 - ✅ 理想 &s-exit_signal: 0.410 - ✅ 理想 &s-future_volatility: 0.437 - ✅ 理想 &-optimal_trailing_stop: 0.007 - 回归标签 &s-stoploss_risk: 0.572 - ✅ 理想 🪙 AVAX/USDT 标签分布: &s-entry_signal: 0.469 - ✅ 理想 &s-exit_signal: 0.596 - ✅ 理想 &s-future_volatility: 0.407 - ✅ 理想 &-optimal_trailing_stop: 0.006 - 回归标签 &s-stoploss_risk: 0.500 - ✅ 理想 🪙 BARD/USDT 标签分布: &s-entry_signal: 0.558 - ✅ 理想 &s-exit_signal: 0.558 - ✅ 理想 &s-future_volatility: 0.405 - ✅ 理想 &-optimal_trailing_stop: 0.012 - 回归标签 &s-stoploss_risk: 0.966 - ⚠️ 正样本过多 🪙 BCH/USDT 标签分布: &s-entry_signal: 0.472 - ✅ 理想 &s-exit_signal: 0.462 - ✅ 理想 &s-future_volatility: 0.433 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.362 - ✓ 可接受 🪙 BETH/USDT 标签分布: &s-entry_signal: 0.393 - ✓ 可接受 &s-exit_signal: 0.393 - ✓ 可接受 &s-future_volatility: 0.399 - ✓ 可接受 &-optimal_trailing_stop: 0.004 - 回归标签 &s-stoploss_risk: 0.233 - ⚠️ 正样本过少 🪙 BIO/USDT 标签分布: &s-entry_signal: 0.602 - ✓ 可接受 &s-exit_signal: 0.509 - ✅ 理想 &s-future_volatility: 0.484 - ✅ 理想 &-optimal_trailing_stop: 0.012 - 回归标签 &s-stoploss_risk: 1.002 - ⚠️ 正样本过多 🪙 BNB/USDT 标签分布: &s-entry_signal: 0.349 - ⚠️ 正样本过少 &s-exit_signal: 0.352 - ✓ 可接受 &s-future_volatility: 0.588 - ✅ 理想 &-optimal_trailing_stop: 0.004 - 回归标签 &s-stoploss_risk: 0.218 - ⚠️ 正样本过少 🪙 BTC/USDT 标签分布: &s-entry_signal: 0.278 - ⚠️ 正样本过少 &s-exit_signal: 0.334 - ⚠️ 正样本过少 &s-future_volatility: 0.451 - ✅ 理想 &-optimal_trailing_stop: 0.004 - 回归标签 &s-stoploss_risk: 0.210 - ⚠️ 正样本过少 🪙 CHZ/USDT 标签分布: &s-entry_signal: 0.489 - ✅ 理想 &s-exit_signal: 0.529 - ✅ 理想 &s-future_volatility: 0.602 - ✓ 可接受 &-optimal_trailing_stop: 0.011 - 回归标签 &s-stoploss_risk: 1.009 - ⚠️ 正样本过多 🪙 CORE/USDT 标签分布: &s-entry_signal: 0.607 - ✓ 可接受 &s-exit_signal: 0.503 - ✅ 理想 &s-future_volatility: 0.572 - ✅ 理想 &-optimal_trailing_stop: 0.008 - 回归标签 &s-stoploss_risk: 0.753 - ⚠️ 正样本过多 🪙 CRO/USDT 标签分布: &s-entry_signal: 0.399 - ✓ 可接受 &s-exit_signal: 0.415 - ✅ 理想 &s-future_volatility: 0.403 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.353 - ✓ 可接受 🪙 CRV/USDT 标签分布: &s-entry_signal: 0.561 - ✅ 理想 &s-exit_signal: 0.580 - ✅ 理想 &s-future_volatility: 0.453 - ✅ 理想 &-optimal_trailing_stop: 0.007 - 回归标签 &s-stoploss_risk: 0.679 - ⚠️ 正样本过多 🪙 DAI/USDT 标签分布: &s-entry_signal: 0.000 - ⚠️ 正样本过少 &s-exit_signal: 0.000 - ⚠️ 正样本过少 &s-future_volatility: 0.528 - ✅ 理想 &-optimal_trailing_stop: 0.002 - 回归标签 &s-stoploss_risk: 0.000 - ⚠️ 正样本过少 🪙 DOGE/USDT 标签分布: &s-entry_signal: 0.436 - ✅ 理想 &s-exit_signal: 0.441 - ✅ 理想 &s-future_volatility: 0.404 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.459 - ✅ 理想 🪙 DOT/USDT 标签分布: &s-entry_signal: 0.484 - ✅ 理想 &s-exit_signal: 0.432 - ✅ 理想 &s-future_volatility: 0.577 - ✅ 理想 &-optimal_trailing_stop: 0.007 - 回归标签 &s-stoploss_risk: 0.618 - ✓ 可接受 🪙 ETC/USDT 标签分布: &s-entry_signal: 0.581 - ✅ 理想 &s-exit_signal: 0.443 - ✅ 理想 &s-future_volatility: 0.437 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.482 - ✅ 理想 🪙 ETH/USDT 标签分布: &s-entry_signal: 0.399 - ✓ 可接受 &s-exit_signal: 0.472 - ✅ 理想 &s-future_volatility: 0.456 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.404 - ✅ 理想 🪙 FIL/USDT 标签分布: &s-entry_signal: 0.570 - ✅ 理想 &s-exit_signal: 0.576 - ✅ 理想 &s-future_volatility: 0.473 - ✅ 理想 &-optimal_trailing_stop: 0.008 - 回归标签 &s-stoploss_risk: 0.720 - ⚠️ 正样本过多 🪙 ICP/USDT 标签分布: &s-entry_signal: 0.560 - ✅ 理想 &s-exit_signal: 0.536 - ✅ 理想 &s-future_volatility: 0.404 - ✅ 理想 &-optimal_trailing_stop: 0.013 - 回归标签 &s-stoploss_risk: 1.058 - ⚠️ 正样本过多 🪙 IP/USDT 标签分布: &s-entry_signal: 0.539 - ✅ 理想 &s-exit_signal: 0.591 - ✅ 理想 &s-future_volatility: 0.408 - ✅ 理想 &-optimal_trailing_stop: 0.017 - 回归标签 &s-stoploss_risk: 1.384 - ⚠️ 正样本过多 🪙 KAITO/USDT 标签分布: &s-entry_signal: 0.417 - ✅ 理想 &s-exit_signal: 0.500 - ✅ 理想 &s-future_volatility: 0.489 - ✅ 理想 &-optimal_trailing_stop: 0.010 - 回归标签 &s-stoploss_risk: 0.939 - ⚠️ 正样本过多 🪙 LINEA/USDT 标签分布: &s-entry_signal: 0.422 - ✅ 理想 &s-exit_signal: 0.433 - ✅ 理想 &s-future_volatility: 0.420 - ✅ 理想 &-optimal_trailing_stop: 0.009 - 回归标签 &s-stoploss_risk: 0.812 - ⚠️ 正样本过多 🪙 LINK/USDT 标签分布: &s-entry_signal: 0.484 - ✅ 理想 &s-exit_signal: 0.554 - ✅ 理想 &s-future_volatility: 0.432 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.424 - ✅ 理想 🪙 LTC/USDT 标签分布: &s-entry_signal: 0.558 - ✅ 理想 &s-exit_signal: 0.561 - ✅ 理想 &s-future_volatility: 0.576 - ✅ 理想 &-optimal_trailing_stop: 0.006 - 回归标签 &s-stoploss_risk: 0.546 - ✅ 理想 🪙 MASK/USDT 标签分布: &s-entry_signal: 0.567 - ✅ 理想 &s-exit_signal: 0.437 - ✅ 理想 &s-future_volatility: 0.581 - ✅ 理想 &-optimal_trailing_stop: 0.006 - 回归标签 &s-stoploss_risk: 0.628 - ✓ 可接受 🪙 NEAR/USDT 标签分布: &s-entry_signal: 0.295 - ⚠️ 正样本过少 &s-exit_signal: 0.671 - ⚠️ 正样本过多 &s-future_volatility: 0.998 - ⚠️ 正样本过多 &-optimal_trailing_stop: 0.007 - 回归标签 &s-stoploss_risk: 0.374 - ✓ 可接受 🪙 ONDO/USDT 标签分布: &s-entry_signal: 0.595 - ✅ 理想 &s-exit_signal: 0.594 - ✅ 理想 &s-future_volatility: 0.590 - ✅ 理想 &-optimal_trailing_stop: 0.007 - 回归标签 &s-stoploss_risk: 0.676 - ⚠️ 正样本过多 🪙 PENGU/USDT 标签分布: &s-entry_signal: 0.343 - ⚠️ 正样本过少 &s-exit_signal: 0.425 - ✅ 理想 &s-future_volatility: 0.465 - ✅ 理想 &-optimal_trailing_stop: 0.009 - 回归标签 &s-stoploss_risk: 0.809 - ⚠️ 正样本过多 🪙 PEPE/USDT 标签分布: &s-entry_signal: 0.519 - ✅ 理想 &s-exit_signal: 0.445 - ✅ 理想 &s-future_volatility: 0.456 - ✅ 理想 &-optimal_trailing_stop: 0.008 - 回归标签 &s-stoploss_risk: 0.792 - ⚠️ 正样本过多 🪙 PI/USDT 标签分布: &s-entry_signal: 0.381 - ✓ 可接受 &s-exit_signal: 0.449 - ✅ 理想 &s-future_volatility: 0.593 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.332 - ⚠️ 正样本过少 🪙 POL/USDT 标签分布: &s-entry_signal: 0.410 - ✅ 理想 &s-exit_signal: 0.423 - ✅ 理想 &s-future_volatility: 0.442 - ✅ 理想 &-optimal_trailing_stop: 0.009 - 回归标签 &s-stoploss_risk: 0.829 - ⚠️ 正样本过多 🪙 PUMP/USDT 标签分布: &s-entry_signal: 0.523 - ✅ 理想 &s-exit_signal: 0.537 - ✅ 理想 &s-future_volatility: 0.477 - ✅ 理想 &-optimal_trailing_stop: 0.013 - 回归标签 &s-stoploss_risk: 1.095 - ⚠️ 正样本过多 🪙 SAFE/USDT 标签分布: &s-entry_signal: 0.553 - ✅ 理想 &s-exit_signal: 0.563 - ✅ 理想 &s-future_volatility: 0.399 - ✓ 可接受 &-optimal_trailing_stop: 0.014 - 回归标签 &s-stoploss_risk: 1.096 - ⚠️ 正样本过多 🪙 SAND/USDT 标签分布: &s-entry_signal: 0.613 - ✓ 可接受 &s-exit_signal: 0.534 - ✅ 理想 &s-future_volatility: 0.410 - ✅ 理想 &-optimal_trailing_stop: 0.012 - 回归标签 &s-stoploss_risk: 0.941 - ⚠️ 正样本过多 🪙 SHIB/USDT 标签分布: &s-entry_signal: 0.516 - ✅ 理想 &s-exit_signal: 0.439 - ✅ 理想 &s-future_volatility: 0.480 - ✅ 理想 &-optimal_trailing_stop: 0.006 - 回归标签 &s-stoploss_risk: 0.528 - ✅ 理想 🪙 SKY/USDT 标签分布: &s-entry_signal: 0.406 - ✅ 理想 &s-exit_signal: 0.399 - ✓ 可接受 &s-future_volatility: 0.402 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.488 - ✅ 理想 🪙 SNX/USDT 标签分布: &s-entry_signal: 0.410 - ✅ 理想 &s-exit_signal: 0.416 - ✅ 理想 &s-future_volatility: 0.366 - ✓ 可接受 &-optimal_trailing_stop: 0.008 - 回归标签 &s-stoploss_risk: 0.473 - ✅ 理想 🪙 SOL/USDT 标签分布: &s-entry_signal: 0.419 - ✅ 理想 &s-exit_signal: 0.487 - ✅ 理想 &s-future_volatility: 0.486 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.359 - ✓ 可接受 🪙 STETH/USDT 标签分布: &s-entry_signal: 0.426 - ✅ 理想 &s-exit_signal: 0.409 - ✅ 理想 &s-future_volatility: 0.401 - ✅ 理想 &-optimal_trailing_stop: 0.004 - 回归标签 &s-stoploss_risk: 0.270 - ⚠️ 正样本过少 🪙 STRK/USDT 标签分布: &s-entry_signal: 0.408 - ✅ 理想 &s-exit_signal: 0.406 - ✅ 理想 &s-future_volatility: 0.414 - ✅ 理想 &-optimal_trailing_stop: 0.008 - 回归标签 &s-stoploss_risk: 0.703 - ⚠️ 正样本过多 🪙 SUI/USDT 标签分布: &s-entry_signal: 0.397 - ✓ 可接受 &s-exit_signal: 0.499 - ✅ 理想 &s-future_volatility: 0.465 - ✅ 理想 &-optimal_trailing_stop: 0.007 - 回归标签 &s-stoploss_risk: 0.601 - ✓ 可接受 🪙 TON/USDT 标签分布: &s-entry_signal: 0.518 - ✅ 理想 &s-exit_signal: 0.566 - ✅ 理想 &s-future_volatility: 0.409 - ✅ 理想 &-optimal_trailing_stop: 0.006 - 回归标签 &s-stoploss_risk: 0.501 - ✅ 理想 🪙 TRB/USDT 标签分布: &s-entry_signal: 0.547 - ✅ 理想 &s-exit_signal: 0.575 - ✅ 理想 &s-future_volatility: 0.408 - ✅ 理想 &-optimal_trailing_stop: 0.006 - 回归标签 &s-stoploss_risk: 0.639 - ✓ 可接受 🪙 TRUMP/USDT 标签分布: &s-entry_signal: 0.424 - ✅ 理想 &s-exit_signal: 0.459 - ✅ 理想 &s-future_volatility: 0.406 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.357 - ✓ 可接受 🪙 TRX/USDT 标签分布: &s-entry_signal: 0.409 - ✅ 理想 &s-exit_signal: 0.369 - ✓ 可接受 &s-future_volatility: 0.413 - ✅ 理想 &-optimal_trailing_stop: 0.004 - 回归标签 &s-stoploss_risk: 0.212 - ⚠️ 正样本过少 🪙 UNI/USDT 标签分布: &s-entry_signal: 0.544 - ✅ 理想 &s-exit_signal: 0.463 - ✅ 理想 &s-future_volatility: 0.403 - ✅ 理想 &-optimal_trailing_stop: 0.006 - 回归标签 &s-stoploss_risk: 0.544 - ✅ 理想 🪙 USD1/USDT 标签分布: &s-entry_signal: 0.000 - ⚠️ 正样本过少 &s-exit_signal: 0.000 - ⚠️ 正样本过少 &s-future_volatility: 0.402 - ✅ 理想 &-optimal_trailing_stop: 0.002 - 回归标签 &s-stoploss_risk: 0.000 - ⚠️ 正样本过少 🪙 USDG/USDT 标签分布: &s-entry_signal: 0.000 - ⚠️ 正样本过少 &s-exit_signal: 0.000 - ⚠️ 正样本过少 &s-future_volatility: 0.526 - ✅ 理想 &-optimal_trailing_stop: 0.002 - 回归标签 &s-stoploss_risk: 0.000 - ⚠️ 正样本过少 🪙 W/USDT 标签分布: &s-entry_signal: 0.393 - ✓ 可接受 &s-exit_signal: 0.403 - ✅ 理想 &s-future_volatility: 0.412 - ✅ 理想 &-optimal_trailing_stop: 0.008 - 回归标签 &s-stoploss_risk: 0.746 - ⚠️ 正样本过多 🪙 WLD/USDT 标签分布: &s-entry_signal: 0.416 - ✅ 理想 &s-exit_signal: 0.587 - ✅ 理想 &s-future_volatility: 0.596 - ✅ 理想 &-optimal_trailing_stop: 0.007 - 回归标签 &s-stoploss_risk: 0.663 - ⚠️ 正样本过多 🪙 WLFI/USDT 标签分布: &s-entry_signal: 0.605 - ✓ 可接受 &s-exit_signal: 0.583 - ✅ 理想 &s-future_volatility: 0.596 - ✅ 理想 &-optimal_trailing_stop: 0.007 - 回归标签 &s-stoploss_risk: 0.622 - ✓ 可接受 🪙 XAUT/USDT 标签分布: &s-entry_signal: 0.209 - ⚠️ 正样本过少 &s-exit_signal: 0.148 - ⚠️ 正样本过少 &s-future_volatility: 0.601 - ✓ 可接受 &-optimal_trailing_stop: 0.003 - 回归标签 &s-stoploss_risk: 0.065 - ⚠️ 正样本过少 🪙 XLM/USDT 标签分布: &s-entry_signal: 0.548 - ✅ 理想 &s-exit_signal: 0.499 - ✅ 理想 &s-future_volatility: 0.467 - ✅ 理想 &-optimal_trailing_stop: 0.006 - 回归标签 &s-stoploss_risk: 0.528 - ✅ 理想 🪙 XPL/USDT 标签分布: &s-entry_signal: 0.402 - ✅ 理想 &s-exit_signal: 0.448 - ✅ 理想 &s-future_volatility: 0.407 - ✅ 理想 &-optimal_trailing_stop: 0.009 - 回归标签 &s-stoploss_risk: 0.870 - ⚠️ 正样本过多 🪙 XRP/USDT 标签分布: &s-entry_signal: 0.409 - ✅ 理想 &s-exit_signal: 0.524 - ✅ 理想 &s-future_volatility: 0.455 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.361 - ✓ 可接受 🪙 XTZ/USDT 标签分布: &s-entry_signal: 0.423 - ✅ 理想 &s-exit_signal: 0.415 - ✅ 理想 &s-future_volatility: 0.403 - ✅ 理想 &-optimal_trailing_stop: 0.008 - 回归标签 &s-stoploss_risk: 0.733 - ⚠️ 正样本过多 🪙 ZRO/USDT 标签分布: &s-entry_signal: 0.519 - ✅ 理想 &s-exit_signal: 0.571 - ✅ 理想 &s-future_volatility: 0.406 - ✅ 理想 &-optimal_trailing_stop: 0.011 - 回归标签 &s-stoploss_risk: 0.874 - ⚠️ 正样本过多 ================================================================================ 📝 建议: ⚠️ &s-stoploss_risk 标签分布不理想，建议调整阈值参数 ================================================================================