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 17:00:05
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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: 0.470
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理想分布: 32/47 (68.1%)
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&s-exit_signal:
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平均值: 0.423
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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: 0.423
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理想分布: 20/47 (42.6%)
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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: 0.477
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理想分布: 18/47 (38.3%)
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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: 0.541 - ✅ 理想
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&s-exit_signal: 0.415 - ✅ 理想
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&s-future_volatility: 0.056 - ⚠️ 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: 0.514 - ✅ 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: 0.058 - ⚠️ 正样本过少
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&s-exit_signal: 0.092 - ⚠️ 正样本过少
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&s-future_volatility: 0.060 - ⚠️ 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: 0.610 - ✓ 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: 0.545 - ✅ 理想
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&s-exit_signal: 0.530 - ✅ 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: 0.459 - ✅ 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: 0.410 - ✅ 理想
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&s-exit_signal: 0.370 - ✓ 可接受
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&s-future_volatility: 0.597 - ✅ 理想
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.166 - ⚠️ 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: 0.315 - ⚠️ 正样本过少
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&s-exit_signal: 0.311 - ⚠️ 正样本过少
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&s-future_volatility: 0.203 - ⚠️ 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: 0.160 - ⚠️ 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: 0.533 - ✅ 理想
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&s-exit_signal: 0.430 - ✅ 理想
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&s-future_volatility: 0.930 - ⚠️ 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: 0.827 - ⚠️ 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: 0.651 - ⚠️ 正样本过多
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&s-exit_signal: 0.418 - ✅ 理想
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&s-future_volatility: 0.580 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.603 - ✓ 可接受
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🪙 CRV/USDT
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标签分布:
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&s-entry_signal: 0.588 - ✅ 理想
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&s-exit_signal: 0.582 - ✅ 理想
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&s-future_volatility: 0.062 - ⚠️ 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: 0.656 - ⚠️ 正样本过多
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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: 0.031 - ⚠️ 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: 0.494 - ✅ 理想
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&s-exit_signal: 0.398 - ✓ 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: 0.512 - ✅ 理想
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🪙 DOT/USDT
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标签分布:
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&s-entry_signal: 0.514 - ✅ 理想
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&s-exit_signal: 0.110 - ⚠️ 正样本过少
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&s-future_volatility: 0.918 - ⚠️ 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: 0.628 - ✓ 可接受
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🪙 ETC/USDT
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标签分布:
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&s-entry_signal: 0.584 - ✅ 理想
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&s-exit_signal: 0.302 - ⚠️ 正样本过少
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&s-future_volatility: 0.077 - ⚠️ 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: 0.463 - ✅ 理想
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🪙 ETH/USDT
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标签分布:
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&s-entry_signal: 0.405 - ✅ 理想
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&s-exit_signal: 0.409 - ✅ 理想
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&s-future_volatility: 0.438 - ✅ 理想
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.298 - ⚠️ 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: 0.615 - ✓ 可接受
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&s-exit_signal: 0.658 - ⚠️ 正样本过多
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&s-future_volatility: 0.975 - ⚠️ 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: 0.600 - ✓ 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: 0.533 - ✅ 理想
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&s-exit_signal: 0.497 - ✅ 理想
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&s-future_volatility: 0.061 - ⚠️ 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: 0.964 - ⚠️ 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: 0.672 - ⚠️ 正样本过多
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&s-exit_signal: 0.444 - ✅ 理想
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&s-future_volatility: 0.423 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.713 - ⚠️ 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: 0.568 - ✅ 理想
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&s-exit_signal: 0.132 - ⚠️ 正样本过少
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&s-future_volatility: 0.056 - ⚠️ 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: 0.556 - ✅ 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: 0.517 - ✅ 理想
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&s-exit_signal: 0.499 - ✅ 理想
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&s-future_volatility: 0.059 - ⚠️ 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: 0.366 - ✓ 可接受
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🪙 STETH/USDT
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标签分布:
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&s-entry_signal: 0.474 - ✅ 理想
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&s-exit_signal: 0.466 - ✅ 理想
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&s-future_volatility: 0.146 - ⚠️ 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: 0.300 - ⚠️ 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: 0.464 - ✅ 理想
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&s-exit_signal: 0.534 - ✅ 理想
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&s-future_volatility: 0.052 - ⚠️ 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: 0.687 - ⚠️ 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: 0.574 - ✅ 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: 0.510 - ✅ 理想
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🪙 TRB/USDT
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标签分布:
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&s-entry_signal: 0.575 - ✅ 理想
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&s-exit_signal: 0.635 - ✓ 可接受
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&s-future_volatility: 0.410 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.561 - ✅ 理想
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🪙 TRUMP/USDT
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标签分布:
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&s-entry_signal: 0.503 - ✅ 理想
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&s-exit_signal: 0.504 - ✅ 理想
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&s-future_volatility: 0.405 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.404 - ✅ 理想
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🪙 TRX/USDT
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标签分布:
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&s-entry_signal: 0.354 - ✓ 可接受
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&s-exit_signal: 0.252 - ⚠️ 正样本过少
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&s-future_volatility: 0.402 - ✅ 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: 0.597 - ✅ 理想
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&s-exit_signal: 0.475 - ✅ 理想
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&s-future_volatility: 0.407 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.543 - ✅ 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: 0.048 - ⚠️ 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: 0.634 - ✓ 可接受
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&s-exit_signal: 0.618 - ✓ 可接受
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&s-future_volatility: 0.968 - ⚠️ 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: 0.679 - ⚠️ 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: 0.134 - ⚠️ 正样本过少
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&s-exit_signal: 0.136 - ⚠️ 正样本过少
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&s-future_volatility: 0.937 - ⚠️ 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: 0.484 - ✅ 理想
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&s-future_volatility: 0.470 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.513 - ✅ 理想
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🪙 XRP/USDT
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标签分布:
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&s-entry_signal: 0.487 - ✅ 理想
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&s-exit_signal: 0.548 - ✅ 理想
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&s-future_volatility: 0.052 - ⚠️ 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: 0.417 - ✅ 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: 0.488 - ✅ 理想
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&s-future_volatility: 0.408 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.631 - ✓ 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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================================================================================ |