548 lines
17 KiB
Plaintext
548 lines
17 KiB
Plaintext
================================================================================
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FreqAI 训练结果分析报告
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生成时间: 2026-01-30 05:30:04
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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: 0.447
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理想分布: 46/64 (71.9%)
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&s-exit_signal:
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平均值: 0.444
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理想分布: 49/64 (76.6%)
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&s-future_volatility:
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平均值: 0.467
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理想分布: 60/64 (93.8%)
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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: 0.569
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理想分布: 20/64 (31.2%)
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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: 0.446 - ✅ 理想
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&s-exit_signal: 0.421 - ✅ 理想
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&s-future_volatility: 0.459 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.486 - ✅ 理想
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🪙 ADA/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: 0.550 - ✅ 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: 0.504 - ✅ 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: 0.476 - ✅ 理想
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&s-exit_signal: 0.444 - ✅ 理想
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&s-future_volatility: 0.403 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.783 - ⚠️ 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: 0.498 - ✅ 理想
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&s-exit_signal: 0.595 - ✅ 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: 0.487 - ✅ 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: 0.457 - ✅ 理想
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&s-exit_signal: 0.451 - ✅ 理想
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&s-future_volatility: 0.429 - ✅ 理想
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.293 - ⚠️ 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: 0.348 - ⚠️ 正样本过少
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&s-exit_signal: 0.353 - ✓ 可接受
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&s-future_volatility: 0.597 - ✅ 理想
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.200 - ⚠️ 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: 0.309 - ⚠️ 正样本过少
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&s-exit_signal: 0.364 - ✓ 可接受
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&s-future_volatility: 0.451 - ✅ 理想
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.216 - ⚠️ 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: 0.459 - ✅ 理想
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&s-exit_signal: 0.492 - ✅ 理想
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&s-future_volatility: 0.593 - ✅ 理想
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&-optimal_trailing_stop: 0.010 - 回归标签
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&s-stoploss_risk: 0.935 - ⚠️ 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: 0.471 - ✅ 理想
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&s-exit_signal: 0.420 - ✅ 理想
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&s-future_volatility: 0.409 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.405 - ✅ 理想
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🪙 DOT/USDT
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标签分布:
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&s-entry_signal: 0.459 - ✅ 理想
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&s-exit_signal: 0.398 - ✓ 可接受
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&s-future_volatility: 0.579 - ✅ 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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🪙 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: 0.431 - ✅ 理想
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&s-exit_signal: 0.516 - ✅ 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: 0.422 - ✅ 理想
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🪙 FIL/USDT
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标签分布:
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&s-entry_signal: 0.500 - ✅ 理想
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&s-exit_signal: 0.557 - ✅ 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: 0.646 - ✓ 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: 0.480 - ✅ 理想
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&s-exit_signal: 0.546 - ✅ 理想
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&s-future_volatility: 0.409 - ✅ 理想
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&-optimal_trailing_stop: 0.015 - 回归标签
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&s-stoploss_risk: 1.262 - ⚠️ 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: 0.430 - ✅ 理想
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&s-exit_signal: 0.478 - ✅ 理想
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&s-future_volatility: 0.491 - ✅ 理想
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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: 0.480 - ✅ 理想
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&s-exit_signal: 0.554 - ✅ 理想
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&s-future_volatility: 0.434 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.412 - ✅ 理想
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🪙 LTC/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: 0.510 - ✅ 理想
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&s-future_volatility: 0.568 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.451 - ✅ 理想
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🪙 MASK/USDT
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标签分布:
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&s-entry_signal: 0.604 - ✓ 可接受
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&s-exit_signal: 0.403 - ✅ 理想
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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: 0.594 - ✅ 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: 0.595 - ✅ 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: 0.526 - ✅ 理想
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&s-exit_signal: 0.414 - ✅ 理想
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&s-future_volatility: 0.473 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.763 - ⚠️ 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: 0.603 - ✓ 可接受
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&s-exit_signal: 0.442 - ✅ 理想
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&s-future_volatility: 0.465 - ✅ 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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🪙 PI/USDT
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标签分布:
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&s-entry_signal: 0.476 - ✅ 理想
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&s-exit_signal: 0.559 - ✅ 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: 0.477 - ✅ 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: 0.547 - ✅ 理想
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&s-exit_signal: 0.486 - ✅ 理想
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&s-future_volatility: 0.474 - ✅ 理想
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&-optimal_trailing_stop: 0.012 - 回归标签
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&s-stoploss_risk: 0.999 - ⚠️ 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: 0.447 - ✅ 理想
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&s-exit_signal: 0.482 - ✅ 理想
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&s-future_volatility: 0.481 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.360 - ✓ 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: 0.416 - ✅ 理想
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&s-exit_signal: 0.488 - ✅ 理想
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&s-future_volatility: 0.463 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.574 - ✅ 理想
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🪙 TON/USDT
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标签分布:
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&s-entry_signal: 0.513 - ✅ 理想
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&s-exit_signal: 0.579 - ✅ 理想
|
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&s-future_volatility: 0.401 - ✅ 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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🪙 TRB/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: 0.590 - ✅ 理想
|
|
&s-future_volatility: 0.406 - ✅ 理想
|
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.589 - ✅ 理想
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🪙 TRUMP/USDT
|
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标签分布:
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&s-entry_signal: 0.430 - ✅ 理想
|
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&s-exit_signal: 0.415 - ✅ 理想
|
|
&s-future_volatility: 0.406 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.289 - ⚠️ 正样本过少
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🪙 TRX/USDT
|
|
标签分布:
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&s-entry_signal: 0.256 - ⚠️ 正样本过少
|
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&s-exit_signal: 0.311 - ⚠️ 正样本过少
|
|
&s-future_volatility: 0.412 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.177 - ⚠️ 正样本过少
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🪙 UNI/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.557 - ✅ 理想
|
|
&s-exit_signal: 0.447 - ✅ 理想
|
|
&s-future_volatility: 0.416 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.006 - 回归标签
|
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&s-stoploss_risk: 0.515 - ✅ 理想
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🪙 USD1/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.000 - ⚠️ 正样本过少
|
|
&s-exit_signal: 0.000 - ⚠️ 正样本过少
|
|
&s-future_volatility: 0.402 - ✅ 理想
|
|
&-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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|
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🪙 USDG/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.000 - ⚠️ 正样本过少
|
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&s-exit_signal: 0.000 - ⚠️ 正样本过少
|
|
&s-future_volatility: 0.531 - ✅ 理想
|
|
&-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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|
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🪙 W/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.402 - ✅ 理想
|
|
&s-exit_signal: 0.403 - ✅ 理想
|
|
&s-future_volatility: 0.409 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.008 - 回归标签
|
|
&s-stoploss_risk: 0.730 - ⚠️ 正样本过多
|
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|
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🪙 WIF/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.353 - ✓ 可接受
|
|
&s-exit_signal: 0.351 - ✓ 可接受
|
|
&s-future_volatility: 0.411 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.008 - 回归标签
|
|
&s-stoploss_risk: 0.676 - ⚠️ 正样本过多
|
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|
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🪙 WLD/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.418 - ✅ 理想
|
|
&s-exit_signal: 0.565 - ✅ 理想
|
|
&s-future_volatility: 0.592 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.007 - 回归标签
|
|
&s-stoploss_risk: 0.613 - ✓ 可接受
|
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|
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🪙 WLFI/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.607 - ✓ 可接受
|
|
&s-exit_signal: 0.592 - ✅ 理想
|
|
&s-future_volatility: 0.578 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.008 - 回归标签
|
|
&s-stoploss_risk: 0.676 - ⚠️ 正样本过多
|
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|
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🪙 XAUT/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.316 - ⚠️ 正样本过少
|
|
&s-exit_signal: 0.206 - ⚠️ 正样本过少
|
|
&s-future_volatility: 0.593 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.003 - 回归标签
|
|
&s-stoploss_risk: 0.101 - ⚠️ 正样本过少
|
|
|
|
🪙 XLM/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.521 - ✅ 理想
|
|
&s-exit_signal: 0.431 - ✅ 理想
|
|
&s-future_volatility: 0.473 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.005 - 回归标签
|
|
&s-stoploss_risk: 0.433 - ✅ 理想
|
|
|
|
🪙 XPL/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.483 - ✅ 理想
|
|
&s-exit_signal: 0.435 - ✅ 理想
|
|
&s-future_volatility: 0.407 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.009 - 回归标签
|
|
&s-stoploss_risk: 0.860 - ⚠️ 正样本过多
|
|
|
|
🪙 XRP/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.426 - ✅ 理想
|
|
&s-exit_signal: 0.516 - ✅ 理想
|
|
&s-future_volatility: 0.455 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.005 - 回归标签
|
|
&s-stoploss_risk: 0.358 - ✓ 可接受
|
|
|
|
🪙 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
|
|
&s-stoploss_risk: 0.733 - ⚠️ 正样本过多
|
|
|
|
🪙 ZRO/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.530 - ✅ 理想
|
|
&s-exit_signal: 0.601 - ✓ 可接受
|
|
&s-future_volatility: 0.407 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.013 - 回归标签
|
|
&s-stoploss_risk: 1.043 - ⚠️ 正样本过多
|
|
|
|
================================================================================
|
|
📝 建议:
|
|
|
|
⚠️ &s-stoploss_risk 标签分布不理想，建议调整阈值参数
|
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================================================================================ |