428 lines
13 KiB
Plaintext
428 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: 2026-01-21 13:40:07
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================================================================================
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📊 概览
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总币对数: 49
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已训练: 49
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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: 0.457
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理想分布: 37/49 (75.5%)
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&s-exit_signal:
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平均值: 0.424
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理想分布: 29/49 (59.2%)
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&s-future_volatility:
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平均值: 0.469
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理想分布: 40/49 (81.6%)
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&-optimal_trailing_stop:
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平均值: 0.006
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理想分布: 0/49 (0.0%)
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&s-stoploss_risk:
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平均值: 0.455
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理想分布: 18/49 (36.7%)
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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: 0.517 - ✅ 理想
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&s-exit_signal: 0.395 - ✓ 可接受
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&s-future_volatility: 0.473 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.460 - ✅ 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: 0.403 - ✅ 理想
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&s-exit_signal: 0.404 - ✅ 理想
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&s-future_volatility: 0.437 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.572 - ✅ 理想
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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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🪙 BARD/USDT
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标签分布:
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&s-entry_signal: 0.446 - ✅ 理想
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&s-exit_signal: 0.441 - ✅ 理想
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&s-future_volatility: 0.405 - ✅ 理想
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&-optimal_trailing_stop: 0.009 - 回归标签
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&s-stoploss_risk: 0.749 - ⚠️ 正样本过多
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🪙 BCH/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: 0.472 - ✅ 理想
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&s-future_volatility: 0.420 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.389 - ✓ 可接受
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🪙 BETH/USDT
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标签分布:
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&s-entry_signal: 0.393 - ✓ 可接受
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&s-exit_signal: 0.393 - ✓ 可接受
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&s-future_volatility: 0.399 - ✓ 可接受
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.233 - ⚠️ 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: 0.396 - ✓ 可接受
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&s-exit_signal: 0.327 - ⚠️ 正样本过少
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&s-future_volatility: 0.600 - ✓ 可接受
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.144 - ⚠️ 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: 0.274 - ⚠️ 正样本过少
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&s-exit_signal: 0.261 - ⚠️ 正样本过少
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&s-future_volatility: 0.463 - ✅ 理想
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.130 - ⚠️ 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: 0.541 - ✅ 理想
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&s-exit_signal: 0.475 - ✅ 理想
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&s-future_volatility: 0.589 - ✅ 理想
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&-optimal_trailing_stop: 0.011 - 回归标签
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&s-stoploss_risk: 0.916 - ⚠️ 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: 0.594 - ✅ 理想
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&s-exit_signal: 0.425 - ✅ 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: 0.622 - ✓ 可接受
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🪙 CRO/USDT
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标签分布:
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&s-entry_signal: 0.404 - ✅ 理想
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&s-exit_signal: 0.414 - ✅ 理想
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&s-future_volatility: 0.403 - ✅ 理想
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.353 - ✓ 可接受
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🪙 CRV/USDT
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标签分布:
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&s-entry_signal: 0.558 - ✅ 理想
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&s-exit_signal: 0.549 - ✅ 理想
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&s-future_volatility: 0.459 - ✅ 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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🪙 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: 0.403 - ✅ 理想
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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: 0.464 - ✅ 理想
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&s-exit_signal: 0.394 - ✓ 可接受
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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: 0.410 - ✅ 理想
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🪙 DOT/USDT
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标签分布:
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&s-entry_signal: 0.511 - ✅ 理想
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&s-exit_signal: 0.396 - ✓ 可接受
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&s-future_volatility: 0.584 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.567 - ✅ 理想
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🪙 ETC/USDT
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标签分布:
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&s-entry_signal: 0.566 - ✅ 理想
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&s-exit_signal: 0.400 - ✓ 可接受
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&s-future_volatility: 0.441 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.420 - ✅ 理想
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🪙 ETH/USDT
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标签分布:
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&s-entry_signal: 0.388 - ✓ 可接受
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&s-exit_signal: 0.358 - ✓ 可接受
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&s-future_volatility: 0.439 - ✅ 理想
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.240 - ⚠️ 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: 0.465 - ✅ 理想
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&s-exit_signal: 0.468 - ✅ 理想
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&s-future_volatility: 0.473 - ✅ 理想
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&-optimal_trailing_stop: 0.011 - 回归标签
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&s-stoploss_risk: 0.911 - ⚠️ 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: 0.529 - ✅ 理想
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&s-exit_signal: 0.499 - ✅ 理想
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&s-future_volatility: 0.435 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.336 - ⚠️ 正样本过少
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🪙 LTC/USDT
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标签分布:
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&s-entry_signal: 0.560 - ✅ 理想
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&s-exit_signal: 0.575 - ✅ 理想
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&s-future_volatility: 0.589 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.491 - ✅ 理想
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🪙 MASK/USDT
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标签分布:
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&s-entry_signal: 0.594 - ✅ 理想
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&s-exit_signal: 0.396 - ✓ 可接受
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&s-future_volatility: 0.597 - ✅ 理想
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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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🪙 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: 0.594 - ✅ 理想
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&s-exit_signal: 0.591 - ✅ 理想
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&s-future_volatility: 0.597 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.572 - ✅ 理想
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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: 0.553 - ✅ 理想
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&s-exit_signal: 0.396 - ✓ 可接受
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&s-future_volatility: 0.453 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.762 - ⚠️ 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: 0.474 - ✅ 理想
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&s-exit_signal: 0.475 - ✅ 理想
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&s-future_volatility: 0.448 - ✅ 理想
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&-optimal_trailing_stop: 0.011 - 回归标签
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&s-stoploss_risk: 0.937 - ⚠️ 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: 0.565 - ✅ 理想
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&s-exit_signal: 0.547 - ✅ 理想
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&s-future_volatility: 0.475 - ✅ 理想
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&-optimal_trailing_stop: 0.014 - 回归标签
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&s-stoploss_risk: 1.134 - ⚠️ 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: 0.651 - ⚠️ 正样本过多
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&s-exit_signal: 0.479 - ✅ 理想
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&s-future_volatility: 0.410 - ✅ 理想
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&-optimal_trailing_stop: 0.009 - 回归标签
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&s-stoploss_risk: 0.798 - ⚠️ 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: 0.542 - ✅ 理想
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&s-exit_signal: 0.394 - ✓ 可接受
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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: 0.468 - ✅ 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: 0.455 - ✅ 理想
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&s-exit_signal: 0.460 - ✅ 理想
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&s-future_volatility: 0.468 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.313 - ⚠️ 正样本过少
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🪙 STETH/USDT
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标签分布:
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&s-entry_signal: 0.440 - ✅ 理想
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&s-exit_signal: 0.406 - ✅ 理想
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&s-future_volatility: 0.391 - ✓ 可接受
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.247 - ⚠️ 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: 0.421 - ✅ 理想
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&s-exit_signal: 0.497 - ✅ 理想
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&s-future_volatility: 0.472 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.608 - ✓ 可接受
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🪙 TON/USDT
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标签分布:
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&s-entry_signal: 0.561 - ✅ 理想
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&s-exit_signal: 0.517 - ✅ 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: 0.447 - ✅ 理想
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🪙 TRB/USDT
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标签分布:
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&s-entry_signal: 0.570 - ✅ 理想
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&s-exit_signal: 0.583 - ✅ 理想
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&s-future_volatility: 0.417 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.541 - ✅ 理想
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🪙 TRUMP/USDT
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标签分布:
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&s-entry_signal: 0.485 - ✅ 理想
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&s-exit_signal: 0.467 - ✅ 理想
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&s-future_volatility: 0.399 - ✓ 可接受
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.370 - ✓ 可接受
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🪙 TRX/USDT
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标签分布:
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&s-entry_signal: 0.403 - ✅ 理想
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&s-exit_signal: 0.286 - ⚠️ 正样本过少
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&s-future_volatility: 0.407 - ✅ 理想
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.140 - ⚠️ 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: 0.579 - ✅ 理想
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&s-exit_signal: 0.431 - ✅ 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: 0.475 - ✅ 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: 0.512 - ✅ 理想
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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: 0.576 - ✅ 理想
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&s-exit_signal: 0.559 - ✅ 理想
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&s-future_volatility: 0.597 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.573 - ✅ 理想
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🪙 XAUT/USDT
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标签分布:
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&s-entry_signal: 0.116 - ⚠️ 正样本过少
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&s-exit_signal: 0.114 - ⚠️ 正样本过少
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&s-future_volatility: 0.592 - ✅ 理想
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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: 0.579 - ✅ 理想
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&s-exit_signal: 0.453 - ✅ 理想
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&s-future_volatility: 0.467 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.465 - ✅ 理想
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🪙 XRP/USDT
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标签分布:
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&s-entry_signal: 0.452 - ✅ 理想
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&s-exit_signal: 0.491 - ✅ 理想
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&s-future_volatility: 0.465 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.310 - ⚠️ 正样本过少
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🪙 ZRO/USDT
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标签分布:
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&s-entry_signal: 0.433 - ✅ 理想
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&s-exit_signal: 0.468 - ✅ 理想
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&s-future_volatility: 0.407 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.602 - ✓ 可接受
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================================================================================
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📝 建议:
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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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================================================================================ |