460 lines
14 KiB
Plaintext
460 lines
14 KiB
Plaintext
================================================================================
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FreqAI 训练结果分析报告
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生成时间: 2026-01-23 23:50:04
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================================================================================
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📊 概览
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总币对数: 53
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已训练: 53
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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: 0.469
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理想分布: 35/53 (66.0%)
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&s-exit_signal:
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平均值: 0.457
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理想分布: 39/53 (73.6%)
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&s-future_volatility:
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平均值: 0.463
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理想分布: 45/53 (84.9%)
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&-optimal_trailing_stop:
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平均值: 0.007
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理想分布: 0/53 (0.0%)
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&s-stoploss_risk:
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平均值: 0.536
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理想分布: 17/53 (32.1%)
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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: 0.528 - ✅ 理想
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&s-exit_signal: 0.462 - ✅ 理想
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&s-future_volatility: 0.470 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.549 - ✅ 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: 0.421 - ✅ 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: 0.502 - ✅ 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: 0.545 - ✅ 理想
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&s-exit_signal: 0.543 - ✅ 理想
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&s-future_volatility: 0.402 - ✅ 理想
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&-optimal_trailing_stop: 0.011 - 回归标签
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&s-stoploss_risk: 0.919 - ⚠️ 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: 0.482 - ✅ 理想
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&s-exit_signal: 0.484 - ✅ 理想
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&s-future_volatility: 0.420 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.434 - ✅ 理想
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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: 0.400 - ✓ 可接受
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&s-exit_signal: 0.380 - ✓ 可接受
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&s-future_volatility: 0.594 - ✅ 理想
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.230 - ⚠️ 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: 0.331 - ⚠️ 正样本过少
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&s-exit_signal: 0.354 - ✓ 可接受
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&s-future_volatility: 0.456 - ✅ 理想
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.208 - ⚠️ 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: 0.545 - ✅ 理想
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&s-exit_signal: 0.530 - ✅ 理想
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&s-future_volatility: 0.598 - ✅ 理想
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&-optimal_trailing_stop: 0.011 - 回归标签
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&s-stoploss_risk: 1.004 - ⚠️ 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: 0.400 - ✓ 可接受
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&-optimal_trailing_stop: 0.002 - 回归标签
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&s-stoploss_risk: 0.000 - ⚠️ 正样本过少
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🪙 DOGE/USDT
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标签分布:
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&s-entry_signal: 0.496 - ✅ 理想
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&s-exit_signal: 0.459 - ✅ 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: 0.480 - ✅ 理想
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🪙 DOT/USDT
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标签分布:
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&s-entry_signal: 0.529 - ✅ 理想
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&s-exit_signal: 0.450 - ✅ 理想
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&s-future_volatility: 0.579 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.649 - ✓ 可接受
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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: 0.436 - ✅ 理想
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&s-exit_signal: 0.465 - ✅ 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: 0.372 - ✓ 可接受
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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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🪙 IP/USDT
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标签分布:
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&s-entry_signal: 0.587 - ✅ 理想
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&s-exit_signal: 0.602 - ✓ 可接受
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&s-future_volatility: 0.407 - ✅ 理想
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&-optimal_trailing_stop: 0.018 - 回归标签
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&s-stoploss_risk: 1.388 - ⚠️ 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: 0.441 - ✅ 理想
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&s-exit_signal: 0.488 - ✅ 理想
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&s-future_volatility: 0.478 - ✅ 理想
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&-optimal_trailing_stop: 0.011 - 回归标签
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&s-stoploss_risk: 0.939 - ⚠️ 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: 0.541 - ✅ 理想
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&s-exit_signal: 0.558 - ✅ 理想
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&s-future_volatility: 0.433 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.427 - ✅ 理想
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🪙 LTC/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: 0.594 - ✅ 理想
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&s-future_volatility: 0.586 - ✅ 理想
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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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🪙 MASK/USDT
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标签分布:
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&s-entry_signal: 0.600 - ✅ 理想
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&s-exit_signal: 0.442 - ✅ 理想
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&s-future_volatility: 0.583 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.640 - ✓ 可接受
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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: 0.603 - ✓ 可接受
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&s-exit_signal: 0.596 - ✅ 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: 0.679 - ⚠️ 正样本过多
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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: 0.572 - ✅ 理想
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&s-exit_signal: 0.446 - ✅ 理想
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&s-future_volatility: 0.451 - ✅ 理想
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&-optimal_trailing_stop: 0.009 - 回归标签
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&s-stoploss_risk: 0.811 - ⚠️ 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: 0.412 - ✅ 理想
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&s-exit_signal: 0.431 - ✅ 理想
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&s-future_volatility: 0.443 - ✅ 理想
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&-optimal_trailing_stop: 0.009 - 回归标签
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&s-stoploss_risk: 0.839 - ⚠️ 正样本过多
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🪙 PUMP/USDT
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标签分布:
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&s-entry_signal: 0.566 - ✅ 理想
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&s-exit_signal: 0.535 - ✅ 理想
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&s-future_volatility: 0.471 - ✅ 理想
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&-optimal_trailing_stop: 0.013 - 回归标签
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&s-stoploss_risk: 1.104 - ⚠️ 正样本过多
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🪙 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: 0.560 - ✅ 理想
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&s-exit_signal: 0.445 - ✅ 理想
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&s-future_volatility: 0.481 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.533 - ✅ 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: 0.484 - ✅ 理想
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&s-exit_signal: 0.521 - ✅ 理想
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&s-future_volatility: 0.469 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.394 - ✓ 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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🪙 SUI/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: 0.537 - ✅ 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: 0.666 - ⚠️ 正样本过多
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🪙 TON/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: 0.553 - ✅ 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: 0.522 - ✅ 理想
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🪙 TRB/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: 0.592 - ✅ 理想
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&s-future_volatility: 0.402 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.654 - ⚠️ 正样本过多
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🪙 TRUMP/USDT
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标签分布:
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&s-entry_signal: 0.473 - ✅ 理想
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&s-exit_signal: 0.490 - ✅ 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: 0.401 - ✅ 理想
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🪙 TRX/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: 0.331 - ⚠️ 正样本过少
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&s-future_volatility: 0.415 - ✅ 理想
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.170 - ⚠️ 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: 0.593 - ✅ 理想
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&s-exit_signal: 0.485 - ✅ 理想
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&s-future_volatility: 0.401 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.574 - ✅ 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: 0.518 - ✅ 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: 0.593 - ✅ 理想
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&s-exit_signal: 0.596 - ✅ 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: 0.638 - ✓ 可接受
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🪙 XAUT/USDT
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标签分布:
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&s-entry_signal: 0.196 - ⚠️ 正样本过少
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&s-exit_signal: 0.162 - ⚠️ 正样本过少
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&s-future_volatility: 0.600 - ✅ 理想
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.060 - ⚠️ 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: 0.601 - ✓ 可接受
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&s-exit_signal: 0.495 - ✅ 理想
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&s-future_volatility: 0.467 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.531 - ✅ 理想
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🪙 XRP/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: 0.556 - ✅ 理想
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|
&s-future_volatility: 0.458 - ✅ 理想
|
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.395 - ✓ 可接受
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🪙 XTZ/USDT
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|
标签分布:
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&s-entry_signal: 0.423 - ✅ 理想
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&s-exit_signal: 0.415 - ✅ 理想
|
|
&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: 0.733 - ⚠️ 正样本过多
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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
|
|
&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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================================================================================ |