551 lines
18 KiB
Plaintext
551 lines
18 KiB
Plaintext
================================================================================
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FreqAI 训练结果分析报告
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生成时间: 2026-01-31 02:37:24
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================================================================================
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📊 概览
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总币对数: 64
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已训练: 64
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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: 0.335
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理想分布: 25/64 (39.1%)
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&s-exit_signal:
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平均值: 0.343
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理想分布: 29/64 (45.3%)
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&s-future_volatility:
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平均值: 0.389
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理想分布: 26/64 (40.6%)
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&-optimal_trailing_stop:
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平均值: 0.007
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理想分布: 0/64 (0.0%)
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&s-stoploss_risk:
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平均值: 0.580
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理想分布: 19/64 (29.7%)
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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: 0.216 - ⚠️ 正样本过少
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&s-exit_signal: 0.258 - ⚠️ 正样本过少
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&s-future_volatility: 0.330 - ⚠️ 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: 0.507 - ✅ 理想
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🪙 ADA/USDT
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标签分布:
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&s-entry_signal: 0.211 - ⚠️ 正样本过少
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&s-exit_signal: 0.222 - ⚠️ 正样本过少
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&s-future_volatility: 0.340 - ⚠️ 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: 0.517 - ✅ 理想
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🪙 APT/USDT
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标签分布:
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&s-entry_signal: 0.447 - ✅ 理想
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&s-exit_signal: 0.398 - ✓ 可接受
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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: 0.651 - ⚠️ 正样本过多
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🪙 ASTER/USDT
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标签分布:
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&s-entry_signal: 0.377 - ✓ 可接受
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&s-exit_signal: 0.418 - ✅ 理想
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&s-future_volatility: 0.323 - ⚠️ 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: 0.817 - ⚠️ 正样本过多
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🪙 ATOM/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: 0.410 - ✅ 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: 0.208 - ⚠️ 正样本过少
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&s-exit_signal: 0.237 - ⚠️ 正样本过少
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&s-future_volatility: 0.349 - ⚠️ 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: 0.506 - ✅ 理想
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🪙 BARD/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: 0.558 - ✅ 理想
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&s-future_volatility: 0.405 - ✅ 理想
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&-optimal_trailing_stop: 0.012 - 回归标签
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&s-stoploss_risk: 0.966 - ⚠️ 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: 0.121 - ⚠️ 正样本过少
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&s-exit_signal: 0.132 - ⚠️ 正样本过少
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&s-future_volatility: 0.356 - ✓ 可接受
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.291 - ⚠️ 正样本过少
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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: 0.602 - ✓ 可接受
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&s-exit_signal: 0.509 - ✅ 理想
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&s-future_volatility: 0.484 - ✅ 理想
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&-optimal_trailing_stop: 0.012 - 回归标签
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&s-stoploss_risk: 1.002 - ⚠️ 正样本过多
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🪙 BNB/USDT
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标签分布:
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&s-entry_signal: 0.065 - ⚠️ 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: 0.332 - ⚠️ 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: 0.196 - ⚠️ 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: 0.080 - ⚠️ 正样本过少
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&s-exit_signal: 0.109 - ⚠️ 正样本过少
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&s-future_volatility: 0.338 - ⚠️ 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: 0.229 - ⚠️ 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: 0.438 - ✅ 理想
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&s-exit_signal: 0.498 - ✅ 理想
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&s-future_volatility: 0.328 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.010 - 回归标签
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&s-stoploss_risk: 0.944 - ⚠️ 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: 0.607 - ✓ 可接受
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&s-exit_signal: 0.503 - ✅ 理想
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&s-future_volatility: 0.572 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.753 - ⚠️ 正样本过多
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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: 0.561 - ✅ 理想
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&s-exit_signal: 0.580 - ✅ 理想
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&s-future_volatility: 0.453 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.679 - ⚠️ 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: 0.528 - ✅ 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: 0.160 - ⚠️ 正样本过少
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&s-exit_signal: 0.186 - ⚠️ 正样本过少
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&s-future_volatility: 0.345 - ⚠️ 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: 0.436 - ✅ 理想
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🪙 DOT/USDT
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标签分布:
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&s-entry_signal: 0.258 - ⚠️ 正样本过少
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&s-exit_signal: 0.294 - ⚠️ 正样本过少
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&s-future_volatility: 0.349 - ⚠️ 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: 0.578 - ✅ 理想
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🪙 ETC/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: 0.443 - ✅ 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: 0.482 - ✅ 理想
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🪙 ETH/USDT
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标签分布:
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&s-entry_signal: 0.133 - ⚠️ 正样本过少
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&s-exit_signal: 0.209 - ⚠️ 正样本过少
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&s-future_volatility: 0.331 - ⚠️ 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: 0.436 - ✅ 理想
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🪙 FIL/USDT
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标签分布:
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&s-entry_signal: 0.266 - ⚠️ 正样本过少
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&s-exit_signal: 0.306 - ⚠️ 正样本过少
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&s-future_volatility: 0.336 - ⚠️ 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: 0.643 - ✓ 可接受
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🪙 HMSTR/USDT
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标签分布:
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&s-entry_signal: 0.402 - ✅ 理想
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&s-exit_signal: 0.408 - ✅ 理想
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&s-future_volatility: 0.404 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.680 - ⚠️ 正样本过多
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🪙 ICP/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: 0.536 - ✅ 理想
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&s-future_volatility: 0.404 - ✅ 理想
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&-optimal_trailing_stop: 0.013 - 回归标签
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&s-stoploss_risk: 1.058 - ⚠️ 正样本过多
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🪙 IP/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: 0.625 - ✓ 可接受
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&s-future_volatility: 0.340 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.014 - 回归标签
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&s-stoploss_risk: 1.244 - ⚠️ 正样本过多
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🪙 KAITO/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: 0.476 - ✅ 理想
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&s-future_volatility: 0.348 - ⚠️ 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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🪙 LINEA/USDT
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标签分布:
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&s-entry_signal: 0.422 - ✅ 理想
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&s-exit_signal: 0.433 - ✅ 理想
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&s-future_volatility: 0.420 - ✅ 理想
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&-optimal_trailing_stop: 0.009 - 回归标签
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&s-stoploss_risk: 0.812 - ⚠️ 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: 0.154 - ⚠️ 正样本过少
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&s-exit_signal: 0.202 - ⚠️ 正样本过少
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&s-future_volatility: 0.349 - ⚠️ 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: 0.437 - ✅ 理想
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🪙 LTC/USDT
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标签分布:
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&s-entry_signal: 0.186 - ⚠️ 正样本过少
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&s-exit_signal: 0.203 - ⚠️ 正样本过少
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&s-future_volatility: 0.335 - ⚠️ 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: 0.458 - ✅ 理想
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🪙 MASK/USDT
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标签分布:
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&s-entry_signal: 0.331 - ⚠️ 正样本过少
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&s-exit_signal: 0.320 - ⚠️ 正样本过少
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&s-future_volatility: 0.344 - ⚠️ 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: 0.599 - ✅ 理想
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🪙 NEAR/USDT
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标签分布:
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&s-entry_signal: 0.264 - ⚠️ 正样本过少
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&s-exit_signal: 0.316 - ⚠️ 正样本过少
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&s-future_volatility: 0.344 - ⚠️ 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: 0.595 - ✅ 理想
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🪙 ONDO/USDT
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标签分布:
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&s-entry_signal: 0.595 - ✅ 理想
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&s-exit_signal: 0.594 - ✅ 理想
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&s-future_volatility: 0.590 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.676 - ⚠️ 正样本过多
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🪙 PAXG/USDT
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标签分布:
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&s-entry_signal: 0.359 - ✓ 可接受
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&s-exit_signal: 0.213 - ⚠️ 正样本过少
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&s-future_volatility: 0.403 - ✅ 理想
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.105 - ⚠️ 正样本过少
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🪙 PENGU/USDT
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标签分布:
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&s-entry_signal: 0.343 - ⚠️ 正样本过少
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&s-exit_signal: 0.414 - ✅ 理想
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&s-future_volatility: 0.335 - ⚠️ 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: 0.789 - ⚠️ 正样本过多
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🪙 PEPE/USDT
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标签分布:
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&s-entry_signal: 0.337 - ⚠️ 正样本过少
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&s-exit_signal: 0.374 - ✓ 可接受
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&s-future_volatility: 0.347 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.776 - ⚠️ 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: 0.174 - ⚠️ 正样本过少
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&s-exit_signal: 0.222 - ⚠️ 正样本过少
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&s-future_volatility: 0.334 - ⚠️ 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: 0.509 - ✅ 理想
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🪙 POL/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: 0.423 - ✅ 理想
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&s-future_volatility: 0.442 - ✅ 理想
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&-optimal_trailing_stop: 0.009 - 回归标签
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&s-stoploss_risk: 0.829 - ⚠️ 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: 0.555 - ✅ 理想
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&s-exit_signal: 0.512 - ✅ 理想
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&s-future_volatility: 0.346 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.012 - 回归标签
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&s-stoploss_risk: 1.048 - ⚠️ 正样本过多
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🪙 SAFE/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: 0.563 - ✅ 理想
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&s-future_volatility: 0.399 - ✓ 可接受
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&-optimal_trailing_stop: 0.014 - 回归标签
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&s-stoploss_risk: 1.096 - ⚠️ 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: 0.613 - ✓ 可接受
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&s-exit_signal: 0.534 - ✅ 理想
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&s-future_volatility: 0.410 - ✅ 理想
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&-optimal_trailing_stop: 0.012 - 回归标签
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&s-stoploss_risk: 0.941 - ⚠️ 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: 0.516 - ✅ 理想
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&s-exit_signal: 0.439 - ✅ 理想
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&s-future_volatility: 0.480 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.528 - ✅ 理想
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🪙 SKY/USDT
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标签分布:
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&s-entry_signal: 0.406 - ✅ 理想
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&s-exit_signal: 0.399 - ✓ 可接受
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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: 0.488 - ✅ 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: 0.125 - ⚠️ 正样本过少
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&s-exit_signal: 0.173 - ⚠️ 正样本过少
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&s-future_volatility: 0.346 - ⚠️ 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: 0.377 - ✓ 可接受
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🪙 STETH/USDT
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标签分布:
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&s-entry_signal: 0.426 - ✅ 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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🪙 STRK/USDT
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标签分布:
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&s-entry_signal: 0.408 - ✅ 理想
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&s-exit_signal: 0.406 - ✅ 理想
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&s-future_volatility: 0.414 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.703 - ⚠️ 正样本过多
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🪙 SUI/USDT
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标签分布:
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&s-entry_signal: 0.208 - ⚠️ 正样本过少
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&s-exit_signal: 0.288 - ⚠️ 正样本过少
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&s-future_volatility: 0.343 - ⚠️ 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: 0.600 - ✓ 可接受
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🪙 TON/USDT
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标签分布:
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&s-entry_signal: 0.159 - ⚠️ 正样本过少
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&s-exit_signal: 0.223 - ⚠️ 正样本过少
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&s-future_volatility: 0.338 - ⚠️ 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: 0.453 - ✅ 理想
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🪙 TRB/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: 0.303 - ⚠️ 正样本过少
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&s-future_volatility: 0.352 - ✓ 可接受
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.602 - ✓ 可接受
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🪙 TRUMP/USDT
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标签分布:
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&s-entry_signal: 0.112 - ⚠️ 正样本过少
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&s-exit_signal: 0.111 - ⚠️ 正样本过少
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&s-future_volatility: 0.340 - ⚠️ 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: 0.276 - ⚠️ 正样本过少
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🪙 TRX/USDT
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标签分布:
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&s-entry_signal: 0.035 - ⚠️ 正样本过少
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&s-exit_signal: 0.070 - ⚠️ 正样本过少
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&s-future_volatility: 0.380 - ✓ 可接受
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.152 - ⚠️ 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: 0.212 - ⚠️ 正样本过少
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&s-exit_signal: 0.254 - ⚠️ 正样本过少
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&s-future_volatility: 0.337 - ⚠️ 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: 0.530 - ✅ 理想
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🪙 USD1/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: 0.402 - ✅ 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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🪙 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: 0.288 - ⚠️ 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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🪙 W/USDT
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标签分布:
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&s-entry_signal: 0.402 - ✅ 理想
|
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&s-exit_signal: 0.403 - ✅ 理想
|
|
&s-future_volatility: 0.409 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.008 - 回归标签
|
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&s-stoploss_risk: 0.730 - ⚠️ 正样本过多
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🪙 WIF/USDT
|
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标签分布:
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&s-entry_signal: 0.314 - ⚠️ 正样本过少
|
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&s-exit_signal: 0.356 - ✓ 可接受
|
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&s-future_volatility: 0.348 - ⚠️ 正样本过少
|
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.698 - ⚠️ 正样本过多
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🪙 WLD/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: 0.565 - ✅ 理想
|
|
&s-future_volatility: 0.592 - ✅ 理想
|
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&-optimal_trailing_stop: 0.007 - 回归标签
|
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&s-stoploss_risk: 0.613 - ✓ 可接受
|
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🪙 WLFI/USDT
|
|
标签分布:
|
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&s-entry_signal: 0.340 - ⚠️ 正样本过少
|
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&s-exit_signal: 0.344 - ⚠️ 正样本过少
|
|
&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: 0.709 - ⚠️ 正样本过多
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🪙 XAUT/USDT
|
|
标签分布:
|
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&s-entry_signal: 0.316 - ⚠️ 正样本过少
|
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&s-exit_signal: 0.206 - ⚠️ 正样本过少
|
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&s-future_volatility: 0.593 - ✅ 理想
|
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&-optimal_trailing_stop: 0.003 - 回归标签
|
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&s-stoploss_risk: 0.101 - ⚠️ 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: 0.521 - ✅ 理想
|
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&s-exit_signal: 0.431 - ✅ 理想
|
|
&s-future_volatility: 0.473 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.005 - 回归标签
|
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&s-stoploss_risk: 0.433 - ✅ 理想
|
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🪙 XPL/USDT
|
|
标签分布:
|
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&s-entry_signal: 0.479 - ✅ 理想
|
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&s-exit_signal: 0.457 - ✅ 理想
|
|
&s-future_volatility: 0.332 - ⚠️ 正样本过少
|
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&-optimal_trailing_stop: 0.010 - 回归标签
|
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&s-stoploss_risk: 0.895 - ⚠️ 正样本过多
|
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|
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🪙 XRP/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.164 - ⚠️ 正样本过少
|
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&s-exit_signal: 0.180 - ⚠️ 正样本过少
|
|
&s-future_volatility: 0.332 - ⚠️ 正样本过少
|
|
&-optimal_trailing_stop: 0.005 - 回归标签
|
|
&s-stoploss_risk: 0.371 - ✓ 可接受
|
|
|
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🪙 XTZ/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.423 - ✅ 理想
|
|
&s-exit_signal: 0.415 - ✅ 理想
|
|
&s-future_volatility: 0.403 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.008 - 回归标签
|
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&s-stoploss_risk: 0.733 - ⚠️ 正样本过多
|
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|
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🪙 ZRO/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.554 - ✅ 理想
|
|
&s-exit_signal: 0.566 - ✅ 理想
|
|
&s-future_volatility: 0.362 - ✓ 可接受
|
|
&-optimal_trailing_stop: 0.013 - 回归标签
|
|
&s-stoploss_risk: 1.100 - ⚠️ 正样本过多
|
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================================================================================
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📝 建议:
|
|
|
|
⚠️ &s-entry_signal 标签分布不理想，建议调整阈值参数
|
|
⚠️ &s-exit_signal 标签分布不理想，建议调整阈值参数
|
|
⚠️ &s-future_volatility 标签分布不理想，建议调整阈值参数
|
|
⚠️ &s-stoploss_risk 标签分布不理想，建议调整阈值参数
|
|
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================================================================================ |