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 09:20:06
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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: 0.456
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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: 0.426
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理想分布: 30/49 (61.2%)
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&s-future_volatility:
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平均值: 0.469
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理想分布: 39/49 (79.6%)
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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: 0.458
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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: 0.520 - ✅ 理想
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&s-exit_signal: 0.397 - ✓ 可接受
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&s-future_volatility: 0.471 - ✅ 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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🪙 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: 0.404 - ✅ 理想
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&s-exit_signal: 0.403 - ✅ 理想
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&s-future_volatility: 0.438 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.575 - ✅ 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: 0.440 - ✅ 理想
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&s-exit_signal: 0.435 - ✅ 理想
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&s-future_volatility: 0.404 - ✅ 理想
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&-optimal_trailing_stop: 0.009 - 回归标签
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&s-stoploss_risk: 0.740 - ⚠️ 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: 0.494 - ✅ 理想
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&s-exit_signal: 0.474 - ✅ 理想
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&s-future_volatility: 0.419 - ✅ 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: 0.329 - ⚠️ 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: 0.274 - ⚠️ 正样本过少
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&s-exit_signal: 0.259 - ⚠️ 正样本过少
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&s-future_volatility: 0.462 - ✅ 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: 0.538 - ✅ 理想
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&s-exit_signal: 0.474 - ✅ 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: 0.910 - ⚠️ 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: 0.400 - ✅ 理想
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&s-exit_signal: 0.413 - ✅ 理想
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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: 0.352 - ✓ 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: 0.562 - ✅ 理想
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&s-future_volatility: 0.462 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.619 - ✓ 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: 0.406 - ✅ 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: 0.458 - ✅ 理想
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&s-exit_signal: 0.392 - ✓ 可接受
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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: 0.415 - ✅ 理想
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🪙 DOT/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: 0.395 - ✓ 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: 0.576 - ✅ 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: 0.404 - ✅ 理想
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&s-future_volatility: 0.443 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.430 - ✅ 理想
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🪙 ETH/USDT
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标签分布:
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&s-entry_signal: 0.390 - ✓ 可接受
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&s-exit_signal: 0.360 - ✓ 可接受
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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: 0.241 - ⚠️ 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: 0.475 - ✅ 理想
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&s-exit_signal: 0.473 - ✅ 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: 0.924 - ⚠️ 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: 0.527 - ✅ 理想
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&s-exit_signal: 0.504 - ✅ 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: 0.342 - ⚠️ 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: 0.552 - ✅ 理想
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&s-exit_signal: 0.577 - ✅ 理想
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&s-future_volatility: 0.587 - ✅ 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: 0.592 - ✅ 理想
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&s-exit_signal: 0.401 - ✅ 理想
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&s-future_volatility: 0.596 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.573 - ✅ 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: 0.588 - ✅ 理想
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&s-exit_signal: 0.601 - ✓ 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: 0.583 - ✅ 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: 0.551 - ✅ 理想
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&s-exit_signal: 0.397 - ✓ 可接受
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&s-future_volatility: 0.456 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.769 - ⚠️ 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: 0.471 - ✅ 理想
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&s-exit_signal: 0.487 - ✅ 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: 0.960 - ⚠️ 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: 0.551 - ✅ 理想
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&s-future_volatility: 0.473 - ✅ 理想
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&-optimal_trailing_stop: 0.014 - 回归标签
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&s-stoploss_risk: 1.139 - ⚠️ 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: 0.655 - ⚠️ 正样本过多
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&s-exit_signal: 0.476 - ✅ 理想
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&s-future_volatility: 0.409 - ✅ 理想
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&-optimal_trailing_stop: 0.009 - 回归标签
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&s-stoploss_risk: 0.794 - ⚠️ 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: 0.533 - ✅ 理想
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&s-exit_signal: 0.395 - ✓ 可接受
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&s-future_volatility: 0.472 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.483 - ✅ 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: 0.451 - ✅ 理想
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&s-exit_signal: 0.468 - ✅ 理想
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&s-future_volatility: 0.467 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.320 - ⚠️ 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: 0.443 - ✅ 理想
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&s-exit_signal: 0.410 - ✅ 理想
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&s-future_volatility: 0.382 - ✓ 可接受
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.239 - ⚠️ 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: 0.418 - ✅ 理想
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&s-exit_signal: 0.500 - ✅ 理想
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&s-future_volatility: 0.471 - ✅ 理想
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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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🪙 TON/USDT
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标签分布:
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&s-entry_signal: 0.557 - ✅ 理想
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&s-exit_signal: 0.521 - ✅ 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: 0.463 - ✅ 理想
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🪙 TRB/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: 0.587 - ✅ 理想
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&s-future_volatility: 0.415 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.546 - ✅ 理想
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🪙 TRUMP/USDT
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标签分布:
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&s-entry_signal: 0.480 - ✅ 理想
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&s-exit_signal: 0.471 - ✅ 理想
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&s-future_volatility: 0.400 - ✓ 可接受
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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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🪙 TRX/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: 0.272 - ⚠️ 正样本过少
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&s-future_volatility: 0.404 - ✅ 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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🪙 UNI/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: 0.437 - ✅ 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: 0.483 - ✅ 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: 0.513 - ✅ 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: 0.565 - ✅ 理想
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&s-exit_signal: 0.564 - ✅ 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: 0.587 - ✅ 理想
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🪙 XAUT/USDT
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标签分布:
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&s-entry_signal: 0.117 - ⚠️ 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: 0.591 - ✅ 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: 0.571 - ✅ 理想
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&s-exit_signal: 0.462 - ✅ 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: 0.476 - ✅ 理想
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🪙 XRP/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: 0.499 - ✅ 理想
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&s-future_volatility: 0.463 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.315 - ⚠️ 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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================================================================================ |