413 lines
13 KiB
Plaintext
413 lines
13 KiB
Plaintext
================================================================================
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FreqAI 训练结果分析报告
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生成时间: 2026-01-19 15:20:00
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================================================================================
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📊 概览
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总币对数: 47
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已训练: 47
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训练率: 100.0%
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🎯 标签质量汇总
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&s-entry_signal:
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平均值: 0.473
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理想分布: 31/47 (66.0%)
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&s-exit_signal:
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平均值: 0.416
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理想分布: 27/47 (57.4%)
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&s-future_volatility:
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平均值: 0.413
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理想分布: 19/47 (40.4%)
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&-optimal_trailing_stop:
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平均值: 0.006
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理想分布: 0/47 (0.0%)
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&s-stoploss_risk:
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平均值: 0.479
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理想分布: 19/47 (40.4%)
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📈 详细币对分析
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--------------------------------------------------------------------------------
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🪙 AAVE/USDT
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标签分布:
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&s-entry_signal: 0.545 - ✅ 理想
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&s-exit_signal: 0.418 - ✅ 理想
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&s-future_volatility: 0.020 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.521 - ✅ 理想
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🪙 ADA/USDT
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标签分布:
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&s-entry_signal: 0.572 - ✅ 理想
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&s-exit_signal: 0.638 - ✓ 可接受
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&s-future_volatility: 0.400 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.319 - ⚠️ 正样本过少
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🪙 ATOM/USDT
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标签分布:
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&s-entry_signal: 0.015 - ⚠️ 正样本过少
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&s-exit_signal: 0.027 - ⚠️ 正样本过少
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&s-future_volatility: 0.012 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.616 - ✓ 可接受
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🪙 AVAX/USDT
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标签分布:
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&s-entry_signal: 0.502 - ✅ 理想
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&s-exit_signal: 0.556 - ✅ 理想
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&s-future_volatility: 0.405 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.256 - ⚠️ 正样本过少
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🪙 BCH/USDT
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标签分布:
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&s-entry_signal: 0.550 - ✅ 理想
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&s-exit_signal: 0.533 - ✅ 理想
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&s-future_volatility: 0.410 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.462 - ✅ 理想
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🪙 BETH/USDT
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标签分布:
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&s-entry_signal: 0.417 - ✅ 理想
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&s-exit_signal: 0.455 - ✅ 理想
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&s-future_volatility: 0.911 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.127 - ⚠️ 正样本过少
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🪙 BIO/USDT
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标签分布:
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&s-entry_signal: 0.271 - ⚠️ 正样本过少
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&s-exit_signal: 0.413 - ✅ 理想
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&s-future_volatility: 0.489 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.480 - ✅ 理想
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🪙 BNB/USDT
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标签分布:
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&s-entry_signal: 0.411 - ✅ 理想
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&s-exit_signal: 0.370 - ✓ 可接受
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&s-future_volatility: 0.625 - ✓ 可接受
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.165 - ⚠️ 正样本过少
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🪙 BTC/USDT
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标签分布:
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&s-entry_signal: 0.319 - ⚠️ 正样本过少
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&s-exit_signal: 0.315 - ⚠️ 正样本过少
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&s-future_volatility: 0.069 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.162 - ⚠️ 正样本过少
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🪙 CHZ/USDT
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标签分布:
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&s-entry_signal: 0.536 - ✅ 理想
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&s-exit_signal: 0.425 - ✅ 理想
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&s-future_volatility: 0.978 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.010 - 回归标签
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&s-stoploss_risk: 0.822 - ⚠️ 正样本过多
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🪙 CORE/USDT
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标签分布:
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&s-entry_signal: 0.654 - ⚠️ 正样本过多
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&s-exit_signal: 0.417 - ✅ 理想
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&s-future_volatility: 0.579 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.599 - ✅ 理想
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🪙 CRV/USDT
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标签分布:
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&s-entry_signal: 0.592 - ✅ 理想
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&s-exit_signal: 0.580 - ✅ 理想
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&s-future_volatility: 0.014 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.649 - ✓ 可接受
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🪙 DAI/USDT
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标签分布:
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&s-entry_signal: 0.000 - ⚠️ 正样本过少
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&s-exit_signal: 0.000 - ⚠️ 正样本过少
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&s-future_volatility: 0.005 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.002 - 回归标签
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&s-stoploss_risk: 0.000 - ⚠️ 正样本过少
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🪙 DOGE/USDT
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标签分布:
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&s-entry_signal: 0.502 - ✅ 理想
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&s-exit_signal: 0.392 - ✓ 可接受
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&s-future_volatility: 0.401 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.511 - ✅ 理想
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🪙 DOT/USDT
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标签分布:
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&s-entry_signal: 0.521 - ✅ 理想
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&s-exit_signal: 0.043 - ⚠️ 正样本过少
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&s-future_volatility: 0.975 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.627 - ✓ 可接受
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🪙 ETC/USDT
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标签分布:
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&s-entry_signal: 0.585 - ✅ 理想
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&s-exit_signal: 0.180 - ⚠️ 正样本过少
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&s-future_volatility: 0.019 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.469 - ✅ 理想
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🪙 ETH/USDT
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标签分布:
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&s-entry_signal: 0.409 - ✅ 理想
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&s-exit_signal: 0.413 - ✅ 理想
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&s-future_volatility: 0.437 - ✅ 理想
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.302 - ⚠️ 正样本过少
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🪙 FIL/USDT
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标签分布:
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&s-entry_signal: 0.697 - ⚠️ 正样本过多
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&s-exit_signal: 0.673 - ⚠️ 正样本过多
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&s-future_volatility: 0.461 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.422 - ✅ 理想
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🪙 KAITO/USDT
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标签分布:
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&s-entry_signal: 0.547 - ✅ 理想
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&s-exit_signal: 0.487 - ✅ 理想
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&s-future_volatility: 0.476 - ✅ 理想
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&-optimal_trailing_stop: 0.011 - 回归标签
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&s-stoploss_risk: 0.960 - ⚠️ 正样本过多
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🪙 LINK/USDT
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标签分布:
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&s-entry_signal: 0.562 - ✅ 理想
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&s-exit_signal: 0.539 - ✅ 理想
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&s-future_volatility: 0.437 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.402 - ✅ 理想
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🪙 LTC/USDT
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标签分布:
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&s-entry_signal: 0.540 - ✅ 理想
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&s-exit_signal: 0.582 - ✅ 理想
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&s-future_volatility: 0.972 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.496 - ✅ 理想
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🪙 MASK/USDT
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标签分布:
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&s-entry_signal: 0.653 - ⚠️ 正样本过多
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&s-exit_signal: 0.382 - ✓ 可接受
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&s-future_volatility: 0.965 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.595 - ✅ 理想
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🪙 NEAR/USDT
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标签分布:
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&s-entry_signal: 0.295 - ⚠️ 正样本过少
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&s-exit_signal: 0.671 - ⚠️ 正样本过多
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&s-future_volatility: 0.998 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.374 - ✓ 可接受
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🪙 ONDO/USDT
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标签分布:
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&s-entry_signal: 0.628 - ✓ 可接受
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&s-exit_signal: 0.659 - ⚠️ 正样本过多
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&s-future_volatility: 0.994 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.601 - ✓ 可接受
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🪙 PENGU/USDT
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标签分布:
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&s-entry_signal: 0.415 - ✅ 理想
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&s-exit_signal: 0.483 - ✅ 理想
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&s-future_volatility: 0.998 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.010 - 回归标签
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&s-stoploss_risk: 0.612 - ✓ 可接受
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🪙 PEPE/USDT
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标签分布:
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&s-entry_signal: 0.584 - ✅ 理想
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&s-exit_signal: 0.418 - ✅ 理想
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&s-future_volatility: 0.057 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.009 - 回归标签
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&s-stoploss_risk: 0.859 - ⚠️ 正样本过多
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🪙 PI/USDT
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标签分布:
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&s-entry_signal: 0.206 - ⚠️ 正样本过少
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&s-exit_signal: 0.260 - ⚠️ 正样本过少
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&s-future_volatility: 0.012 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.020 - ⚠️ 正样本过少
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🪙 POL/USDT
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标签分布:
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&s-entry_signal: 0.538 - ✅ 理想
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&s-exit_signal: 0.498 - ✅ 理想
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&s-future_volatility: 0.019 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.011 - 回归标签
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&s-stoploss_risk: 0.963 - ⚠️ 正样本过多
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🪙 PUMP/USDT
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标签分布:
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&s-entry_signal: 0.582 - ✅ 理想
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&s-exit_signal: 0.568 - ✅ 理想
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&s-future_volatility: 0.474 - ✅ 理想
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&-optimal_trailing_stop: 0.014 - 回归标签
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&s-stoploss_risk: 1.166 - ⚠️ 正样本过多
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🪙 SAND/USDT
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标签分布:
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&s-entry_signal: 0.711 - ⚠️ 正样本过多
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&s-exit_signal: 0.443 - ✅ 理想
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&s-future_volatility: 0.421 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.710 - ⚠️ 正样本过多
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🪙 SHIB/USDT
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标签分布:
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&s-entry_signal: 0.574 - ✅ 理想
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&s-exit_signal: 0.043 - ⚠️ 正样本过少
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&s-future_volatility: 0.013 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.567 - ✅ 理想
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🪙 SNX/USDT
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标签分布:
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&s-entry_signal: 0.410 - ✅ 理想
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&s-exit_signal: 0.416 - ✅ 理想
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&s-future_volatility: 0.366 - ✓ 可接受
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.473 - ✅ 理想
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🪙 SOL/USDT
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标签分布:
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&s-entry_signal: 0.523 - ✅ 理想
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&s-exit_signal: 0.503 - ✅ 理想
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&s-future_volatility: 0.016 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.374 - ✓ 可接受
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🪙 STETH/USDT
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标签分布:
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&s-entry_signal: 0.471 - ✅ 理想
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&s-exit_signal: 0.474 - ✅ 理想
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&s-future_volatility: 0.095 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.314 - ⚠️ 正样本过少
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🪙 SUI/USDT
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标签分布:
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&s-entry_signal: 0.468 - ✅ 理想
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&s-exit_signal: 0.538 - ✅ 理想
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&s-future_volatility: 0.013 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.695 - ⚠️ 正样本过多
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🪙 TON/USDT
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标签分布:
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&s-entry_signal: 0.581 - ✅ 理想
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&s-exit_signal: 0.569 - ✅ 理想
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&s-future_volatility: 0.412 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.511 - ✅ 理想
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🪙 TRB/USDT
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标签分布:
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&s-entry_signal: 0.580 - ✅ 理想
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&s-exit_signal: 0.645 - ✓ 可接受
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&s-future_volatility: 0.409 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.564 - ✅ 理想
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🪙 TRUMP/USDT
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标签分布:
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&s-entry_signal: 0.508 - ✅ 理想
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&s-exit_signal: 0.504 - ✅ 理想
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&s-future_volatility: 0.404 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.409 - ✅ 理想
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🪙 TRX/USDT
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标签分布:
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&s-entry_signal: 0.353 - ✓ 可接受
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&s-exit_signal: 0.253 - ⚠️ 正样本过少
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&s-future_volatility: 0.403 - ✅ 理想
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.087 - ⚠️ 正样本过少
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🪙 UNI/USDT
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标签分布:
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&s-entry_signal: 0.601 - ✓ 可接受
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&s-exit_signal: 0.479 - ✅ 理想
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&s-future_volatility: 0.406 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.552 - ✅ 理想
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🪙 USDG/USDT
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标签分布:
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&s-entry_signal: 0.000 - ⚠️ 正样本过少
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&s-exit_signal: 0.000 - ⚠️ 正样本过少
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&s-future_volatility: 0.007 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.002 - 回归标签
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&s-stoploss_risk: 0.000 - ⚠️ 正样本过少
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🪙 WLD/USDT
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标签分布:
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&s-entry_signal: 0.498 - ✅ 理想
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&s-exit_signal: 0.016 - ⚠️ 正样本过少
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&s-future_volatility: 0.009 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.429 - ✅ 理想
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🪙 WLFI/USDT
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标签分布:
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&s-entry_signal: 0.633 - ✓ 可接受
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&s-exit_signal: 0.629 - ✓ 可接受
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&s-future_volatility: 0.992 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.688 - ⚠️ 正样本过多
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🪙 XAUT/USDT
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标签分布:
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&s-entry_signal: 0.140 - ⚠️ 正样本过少
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&s-exit_signal: 0.140 - ⚠️ 正样本过少
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&s-future_volatility: 0.960 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.021 - ⚠️ 正样本过少
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🪙 XLM/USDT
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标签分布:
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&s-entry_signal: 0.593 - ✅ 理想
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&s-exit_signal: 0.485 - ✅ 理想
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&s-future_volatility: 0.469 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.514 - ✅ 理想
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🪙 XRP/USDT
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标签分布:
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&s-entry_signal: 0.493 - ✅ 理想
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&s-exit_signal: 0.549 - ✅ 理想
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&s-future_volatility: 0.011 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.424 - ✅ 理想
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🪙 ZRO/USDT
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标签分布:
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&s-entry_signal: 0.430 - ✅ 理想
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&s-exit_signal: 0.485 - ✅ 理想
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&s-future_volatility: 0.410 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.632 - ✓ 可接受
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================================================================================
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📝 建议:
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⚠️ &s-future_volatility 标签分布不理想，建议调整阈值参数
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⚠️ &s-stoploss_risk 标签分布不理想，建议调整阈值参数
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================================================================================ |