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 23:40:07
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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: 0.451
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理想分布: 35/49 (71.4%)
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&s-exit_signal:
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平均值: 0.425
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理想分布: 34/49 (69.4%)
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&s-future_volatility:
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平均值: 0.469
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理想分布: 41/49 (83.7%)
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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: 0.450
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理想分布: 19/49 (38.8%)
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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: 0.506 - ✅ 理想
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&s-exit_signal: 0.401 - ✅ 理想
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&s-future_volatility: 0.473 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.441 - ✅ 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: 0.409 - ✅ 理想
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&s-exit_signal: 0.393 - ✓ 可接受
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&s-future_volatility: 0.437 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.540 - ✅ 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: 0.463 - ✅ 理想
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&s-exit_signal: 0.456 - ✅ 理想
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&s-future_volatility: 0.402 - ✅ 理想
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&-optimal_trailing_stop: 0.009 - 回归标签
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&s-stoploss_risk: 0.773 - ⚠️ 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: 0.478 - ✅ 理想
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&s-exit_signal: 0.469 - ✅ 理想
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&s-future_volatility: 0.418 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.396 - ✓ 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: 0.391 - ✓ 可接受
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&s-exit_signal: 0.325 - ⚠️ 正样本过少
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&s-future_volatility: 0.599 - ✅ 理想
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.143 - ⚠️ 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: 0.260 - ⚠️ 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: 0.464 - ✅ 理想
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.123 - ⚠️ 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: 0.546 - ✅ 理想
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&s-exit_signal: 0.481 - ✅ 理想
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&s-future_volatility: 0.591 - ✅ 理想
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&-optimal_trailing_stop: 0.011 - 回归标签
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&s-stoploss_risk: 0.923 - ⚠️ 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: 0.399 - ✓ 可接受
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&s-exit_signal: 0.415 - ✅ 理想
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&s-future_volatility: 0.403 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 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: 0.543 - ✅ 理想
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&s-exit_signal: 0.545 - ✅ 理想
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&s-future_volatility: 0.461 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.589 - ✅ 理想
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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: 0.400 - ✓ 可接受
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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: 0.451 - ✅ 理想
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&s-exit_signal: 0.407 - ✅ 理想
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&s-future_volatility: 0.402 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.396 - ✓ 可接受
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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: 0.402 - ✅ 理想
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&s-future_volatility: 0.583 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.560 - ✅ 理想
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🪙 ETC/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: 0.403 - ✅ 理想
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&s-future_volatility: 0.440 - ✅ 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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🪙 ETH/USDT
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标签分布:
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&s-entry_signal: 0.378 - ✓ 可接受
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&s-exit_signal: 0.355 - ✓ 可接受
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&s-future_volatility: 0.435 - ✅ 理想
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.228 - ⚠️ 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: 0.455 - ✅ 理想
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&s-exit_signal: 0.469 - ✅ 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: 0.908 - ⚠️ 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: 0.523 - ✅ 理想
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&s-exit_signal: 0.499 - ✅ 理想
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&s-future_volatility: 0.436 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.324 - ⚠️ 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: 0.548 - ✅ 理想
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&s-exit_signal: 0.585 - ✅ 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: 0.498 - ✅ 理想
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🪙 MASK/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: 0.406 - ✅ 理想
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&s-future_volatility: 0.594 - ✅ 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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🪙 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: 0.587 - ✅ 理想
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&s-exit_signal: 0.590 - ✅ 理想
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&s-future_volatility: 0.594 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.559 - ✅ 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: 0.546 - ✅ 理想
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&s-exit_signal: 0.397 - ✓ 可接受
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&s-future_volatility: 0.454 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.743 - ⚠️ 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: 0.454 - ✅ 理想
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&s-exit_signal: 0.465 - ✅ 理想
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&s-future_volatility: 0.444 - ✅ 理想
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&-optimal_trailing_stop: 0.010 - 回归标签
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&s-stoploss_risk: 0.916 - ⚠️ 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: 0.566 - ✅ 理想
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&s-exit_signal: 0.535 - ✅ 理想
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&s-future_volatility: 0.471 - ✅ 理想
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&-optimal_trailing_stop: 0.013 - 回归标签
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&s-stoploss_risk: 1.104 - ⚠️ 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: 0.618 - ✓ 可接受
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&s-exit_signal: 0.480 - ✅ 理想
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&s-future_volatility: 0.414 - ✅ 理想
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&-optimal_trailing_stop: 0.009 - 回归标签
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&s-stoploss_risk: 0.796 - ⚠️ 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: 0.538 - ✅ 理想
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&s-exit_signal: 0.402 - ✅ 理想
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&s-future_volatility: 0.474 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.454 - ✅ 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: 0.452 - ✅ 理想
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&s-exit_signal: 0.445 - ✅ 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: 0.285 - ⚠️ 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: 0.426 - ✅ 理想
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&s-exit_signal: 0.409 - ✅ 理想
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&s-future_volatility: 0.401 - ✅ 理想
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.270 - ⚠️ 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: 0.403 - ✅ 理想
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&s-exit_signal: 0.501 - ✅ 理想
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&s-future_volatility: 0.469 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.598 - ✅ 理想
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🪙 TON/USDT
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标签分布:
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&s-entry_signal: 0.559 - ✅ 理想
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&s-exit_signal: 0.517 - ✅ 理想
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&s-future_volatility: 0.414 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.450 - ✅ 理想
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🪙 TRB/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: 0.585 - ✅ 理想
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&s-future_volatility: 0.416 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.539 - ✅ 理想
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🪙 TRUMP/USDT
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标签分布:
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&s-entry_signal: 0.469 - ✅ 理想
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&s-exit_signal: 0.468 - ✅ 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: 0.394 - ✓ 可接受
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&s-exit_signal: 0.289 - ⚠️ 正样本过少
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&s-future_volatility: 0.405 - ✅ 理想
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.141 - ⚠️ 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: 0.571 - ✅ 理想
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&s-exit_signal: 0.428 - ✅ 理想
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&s-future_volatility: 0.402 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.464 - ✅ 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: 0.515 - ✅ 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: 0.574 - ✅ 理想
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&s-exit_signal: 0.558 - ✅ 理想
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&s-future_volatility: 0.598 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.551 - ✅ 理想
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🪙 XAUT/USDT
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标签分布:
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&s-entry_signal: 0.104 - ⚠️ 正样本过少
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&s-exit_signal: 0.107 - ⚠️ 正样本过少
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&s-future_volatility: 0.590 - ✅ 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: 0.574 - ✅ 理想
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&s-exit_signal: 0.452 - ✅ 理想
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&s-future_volatility: 0.468 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.458 - ✅ 理想
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🪙 XRP/USDT
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标签分布:
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&s-entry_signal: 0.429 - ✅ 理想
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&s-exit_signal: 0.500 - ✅ 理想
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&s-future_volatility: 0.460 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.307 - ⚠️ 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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================================================================================ |